diff --git a/.gitattributes b/.gitattributes index 52373fe24473b1aa44333d318f578ae6bf04b49b..4543ef4f5e2e0f31c61aced65a49fe45c521b461 100644 --- a/.gitattributes +++ b/.gitattributes @@ -34,3 +34,12 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text tokenizer.json filter=lfs diff=lfs merge=lfs -text +cpp/gemma_v1/tokenizer.json filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.pcm filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.pcm filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.pcm filter=lfs diff=lfs merge=lfs -text +cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav filter=lfs diff=lfs merge=lfs -text +cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav filter=lfs diff=lfs merge=lfs -text diff --git a/cpp/ASRDataset.py b/cpp/ASRDataset.py new file mode 100644 index 0000000000000000000000000000000000000000..70b1af3874904d2ed77b39bd78e80e24ab4b4bda --- /dev/null +++ b/cpp/ASRDataset.py @@ -0,0 +1,794 @@ +import datasets +datasets.config.DOWNLOADED_DATASETS_PATH = "/mnt/jeff/huggingface/data" +import os +os.environ['HF_HOME'] = '/mnt/jeff/huggingface' + +import json +import os +from pathlib import Path + +import numpy as np +import torch +import sacrebleu + +from datasets import load_dataset +from torch.utils.data import Dataset, ConcatDataset +from tqdm import tqdm +from transformers import ( + BatchFeature, +) +import pandas as pd +import soundfile as sf +from datasets import Audio +import random +from copy import deepcopy +import torchaudio + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 +class BaseAudioDataset(Dataset): + def __init__(self, processor, split, sampling_rate=16000, debug=False): + self.processor = processor + self.training = "train" in split or 'other' in split + self.debug = debug + self.sampling_rate = sampling_rate + self.name = "" + + def set_dataset_name(self, name): + self.name = name + + @staticmethod + def filter_corrupted_files(data, audio_field, text_fields, dataset_name, sampling_rate=16000, debug=True): + original_size = len(data) + + data = data.cast_column(audio_field, Audio(decode=False)) + + def identify_corrupted_files(example): + try: + sf.read(example[audio_field]["path"]) + + for field in text_fields: + if field in example and example[field].replace('"', '') == "": + return False + return True + except Exception: + return False + + data = data.filter(identify_corrupted_files, num_proc=16) + validated_size = len(data) + + # Audio Decoding + data = data.cast_column(audio_field, Audio(sampling_rate=sampling_rate, decode=True)) + + if debug: + print(f"Dataset: {dataset_name}") + print(f"Original data nums: {original_size}") + print(f"After filtering data nums: {validated_size}") + print(f"Filtering ratio: {validated_size/original_size:.2%}") + + return data + + @staticmethod + def filter_by_audio_length(data, audio_field, min_sec=2, max_sec=20, debug=True): + original_size = len(data) + + def filter_audio_by_length(example): + try: + audio = example[audio_field]['array'] + channel = 1 + if hasattr(audio, 'ndim') and audio.ndim > 1: + channel = audio.ndim + audio = audio.squeeze() + audio_length = len(audio) / example[audio_field]['sampling_rate'] / channel + return min_sec <= audio_length <= max_sec + except Exception as e: + if debug: + print(f"Error : {str(e)[:100]}... - sample excluded") + return False + + data = data.filter(filter_audio_by_length, num_proc=16) + filtered_size = len(data) + + if debug: + print(f"Before Length Filtering data nums: {original_size}") + print(f"After Length Filtering data nums: {filtered_size}") + print(f"Filtering ratio: {filtered_size/original_size:.2%}") + + return data + + def prepare_model_inputs(self, audio_array, instruction, answer_text): + user_message = { + 'role': 'user', + 'content': '' + instruction, + } + prompt = self.processor.tokenizer.apply_chat_template( + [user_message], tokenize=False, add_generation_prompt=True, add_bos=True + ) + + inputs = self.processor( + text=prompt, + audio=[audio_array], + add_special_tokens=False, + return_tensors='pt' + ) + + answer = f"{answer_text}{ANSWER_SUFFIX}" + answer_ids = self.processor.tokenizer(answer, add_special_tokens=False, return_tensors='pt').input_ids + + if self.debug: + self.debug = False + task_type = 'AST' if hasattr(self, 'ast') and self.ast else 'ASR' + lang_info = f" - {self.lang}" if hasattr(self, 'lang') else "" + print(f"{task_type}{lang_info}\nPROMPT: {prompt}\nINPUT: {self.processor.decode(inputs.input_ids[0], skip_special_tokens=False)}\nANSWER: {self.processor.decode(answer_ids[0], skip_special_tokens=False)}\n") + print(f"INPUT_MODE: {inputs.input_modes[0].item()}") + + if self.training: + input_ids = torch.cat([inputs.input_ids, answer_ids], dim=1) + labels = torch.full_like(input_ids, _IGNORE_INDEX) + labels[:, -answer_ids.shape[1]:] = answer_ids + padding = torch.zeros((inputs.token_type_ids.shape[0], answer_ids.shape[1])) + token_type_ids = torch.cat([inputs.token_type_ids, padding], dim=1) + else: + input_ids = inputs.input_ids + labels = answer_ids + token_type_ids = inputs.token_type_ids + + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + +# Libri Speech Dataset Class +class LibriSpeechDataset(BaseAudioDataset): + def __init__(self, processor, subset, split, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"LibriSpeech_{subset}") + # only ASR + self.ast = False + self.lang = "en" + + # load dataset + self.data = load_dataset("/mnt/jeff/InCar/data/librispeech_asr", + subset, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + # Libri Speech is only for ASR + answer_text = data["text"].replace('"', '') + + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) + +# common_voice_16_1 dataset +class CommonVoiceDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"CommonVoice_{source_lang}") + # only ASR + self.ast = False + self.lang=source_lang + + # load dataset + if source_lang=="zh-TW": + data_path = "/mnt/jeff/InCar/data/common_voice_16_1" + else: + data_path = "/mnt/jeff/InCar/data/common_voice_17_0" + self.data = load_dataset(data_path, + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + def prepare_dataset(batch): + """Function to preprocess the dataset with the .map method""" + transcription = batch["sentence"] + + if transcription.startswith('"') and transcription.endswith('"'): + # we can remove trailing quotation marks as they do not affect the transcription + transcription = transcription[1:-1] + + if transcription[-1] not in [".", "?", "!"]: + # append a full-stop to sentences that do not end in punctuation + transcription = transcription + "." + + batch["sentence"] = transcription + + return batch + + + import opencc + converter = opencc.OpenCC('s2tw.json') + def To_zhTW(batch): + + transcription = converter.convert(batch["sentence"]) + batch["sentence"] = transcription + + return batch + self.data = self.data.map(prepare_dataset, desc="preprocess dataset") + if source_lang=='zh-CN': + self.data = self.data.map(To_zhTW, desc="preprocess dataset To_zhTW") + + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + if source_lang == "zh-TW" and split=='train': + import torchaudio + from torchaudio import transforms + import copy + import pickle + import os + def subsample(batch): + batch['audio']['array']=torchaudio.functional.resample(torch.FloatTensor(batch['audio']['array']), orig_freq=batch['audio']['sampling_rate'], new_freq=16000) + batch['audio']['sampling_rate']=16000 + return batch + def TW_data_augment_fast(batch): + speed_perturb_fast = transforms.SpeedPerturbation(batch['audio']['sampling_rate'], [1.1]) + new_array_fast = speed_perturb_fast(torch.FloatTensor(batch['audio']['array']))[0] + batch['audio']['array'] = new_array_fast + return batch + def TW_data_augment_slow(batch): + speed_perturb_slow = transforms.SpeedPerturbation(batch['audio']['sampling_rate'], [0.9]) + new_array_slow = speed_perturb_slow(torch.FloatTensor(batch['audio']['array']))[0] + batch['audio']['array'] = new_array_slow + return batch + # data = self.data.map(subsample, num_proc=1, desc="subsample") + fast_path = '/mnt/jeff/InCar/data/tw_fast.pkl' + if not os.path.exists(fast_path): + data_fast = self.data.map(TW_data_augment_fast, num_proc=1, desc="augment fast") + with open(fast_path,'wb') as f: + pickle.dump(data_fast,f) + else: + with open(fast_path,'rb') as f: + data_fast=pickle.load(f) + + slow_path = '/mnt/jeff/InCar/data/data_slow.pkl' + if not os.path.exists(slow_path): + data_slow = self.data.map(TW_data_augment_slow, num_proc=1, desc="augment slow") + with open(slow_path,'wb') as f: + pickle.dump(data_slow,f) + else: + with open(slow_path,'rb') as f: + data_slow=pickle.load(f) + self.data = [d for d in self.data]+[d for d in data_fast]+[d for d in data_slow] + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + answer_text = data["sentence"] + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) + + +# Fleurs Dataset Class +class FleursDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, target_lang=None, + mode="asr", sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name("Fleurs") + # Mode Setting (ASR or AST) + if mode not in ["asr", "ast"]: + raise ValueError("mode must be 'asr' or 'ast'.") + + self.mode = mode + self.ast = (mode == "ast") + self.source_lang = source_lang + + # Language name mapping (expand if needed) + self.lang_names = { + 'en_us': 'English', 'cmn_hans': 'Mandarin Chinese' + } + + # load dataset - source language dataset + self.data = load_dataset("/mnt/jeff/InCar/data/fleurs", + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + import opencc + converter = opencc.OpenCC('s2tw.json') + def prepare_dataset(batch): + transcription = converter.convert(batch["transcription"]) + batch["transcription"] = transcription + + return batch + if (source_lang=="cmn_hans_cn"): + self.data = self.data.map(prepare_dataset, desc="preprocess dataset") + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + self.target_lang_name = "" + # When AST mode, load target language dataset. + if self.ast: + if target_lang is None: + raise ValueError("AST mode requires target_lang.") + + self.target_lang = target_lang + self.lang = f"{source_lang}_{target_lang}" + + # load dataset - target language dataset (for translation) + target_data = load_dataset("/mnt/jeff/InCar/data/fleurs", + target_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + if target_lang=="cmn_hans_cn": + target_data=target_data.map(prepare_dataset, desc="preprocess dataset") + source_dict = {item['id']: item for item in self.data} + target_dict = {item['id']: item for item in target_data} + + # only Common ID, add translation fields + common_ids = set(source_dict.keys()) & set(target_dict.keys()) + print(f"FLEURS AST Common data filtering: {len(self.data)} -> {len(common_ids)}") + self.data = [ + {**source_dict[id], 'translation': target_dict[id]['transcription']} + for id in common_ids + ] + + # Instruction Setting - use target language name + self.target_lang_name = self.lang_names.get(target_lang, target_lang.capitalize()) + self.instruction = random.choice(INSTRUCTION["ast"]) + else: + # ASR mode + self.lang = source_lang + self.instruction = random.choice(INSTRUCTION["asr"]) + + if self.debug: + print(f"FLEURS dataset loaded: {self.mode.upper()} mode") + print(f"source lang: {source_lang} ({self.lang_names.get(source_lang, source_lang)})") + if self.ast: + print(f"target lang: {target_lang} ({self.lang_names.get(target_lang, target_lang)})") + print(f"dataset size: {len(self.data)}") + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + audio_array = data["audio"]["array"] + + if self.ast: + answer_text = data["translation"] + else: + answer_text = data["transcription"] + + return self.prepare_model_inputs( + audio_array, + self.instruction.format(self.target_lang_name), + answer_text + ) + +class TWCostumData(BaseAudioDataset): + + def __init__(self, processor, split="train", sampling_rate=16000,csv_path="", debug=False): + super().__init__(processor, split, sampling_rate, debug) + import pandas as pd + from datasets import Dataset, Audio + + + df = pd.read_csv(csv_path).fillna('') + + + self.set_dataset_name(f"TWCostumData") + self.data = Dataset.from_dict( + { + "audio": [audio for audio in df['audio']], + "sentence": [text for text in df['text']] + } + ).cast_column("audio", Audio(sampling_rate=16000)) + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + answer_text = data["sentence"] + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) +def covost_collate_fn(batch): + input_ids_list = [] + labels_list = [] + token_type_ids_list = [] + input_audio_embeds_list = [] + audio_embed_sizes_list = [] + audio_attention_mask_list = [] + input_modes_list = [] + audio_paths = [] + for inputs in batch: + if 'audio_path' in inputs: + audio_paths.append(inputs['audio_path']) + input_ids_list.append(inputs['input_ids'][0]) + labels_list.append(inputs['labels'][0]) + token_type_ids_list.append(inputs['token_type_ids'][0]) + if inputs['input_modes']==2: + input_audio_embeds_list.append(inputs['input_audio_embeds']) + audio_embed_sizes_list.append(inputs['audio_embed_sizes']) + audio_attention_mask_list.append( + inputs['input_audio_embeds'].new_full((inputs['input_audio_embeds'].size(1),), True, dtype=torch.bool) + ) + # else: + # input_audio_embeds_list.append(None) + # audio_embed_sizes_list.append(None) + # audio_attention_mask_list.append(None) + input_modes_list.append(inputs['input_modes']) + # try: + token_type_ids = pad_sequence(token_type_ids_list, padding_side='left', padding_value=0) + input_ids = pad_sequence(input_ids_list, padding_side='left', padding_value=0) + labels = pad_sequence(labels_list, padding_side='left', padding_value=0) + audio_attention_mask = ( + pad_sequence(audio_attention_mask_list, padding_side='left', padding_value=False) + if len(audio_attention_mask_list) > 1 + else None + ) + # except Exception as e: + # print(e) + # print(input_ids_list) + # print(labels_list) + # raise + attention_mask = (input_ids != 0).long() + input_audio_embeds = cat_with_pad(input_audio_embeds_list, dim=0) if len(input_audio_embeds_list)>0 else None + audio_embed_sizes = torch.cat(audio_embed_sizes_list) if len(audio_embed_sizes_list)>0 else None + input_modes = torch.cat(input_modes_list) + if len(audio_paths)>0: + return BatchFeature( + { + "audio_path": audio_paths, + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'attention_mask': attention_mask, + 'input_audio_embeds': input_audio_embeds, + 'audio_embed_sizes': audio_embed_sizes, + 'audio_attention_mask': audio_attention_mask, + 'input_modes': input_modes, + } + ) + else: + return BatchFeature( + { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'attention_mask': attention_mask, + 'input_audio_embeds': input_audio_embeds, + 'audio_embed_sizes': audio_embed_sizes, + 'audio_attention_mask': audio_attention_mask, + 'input_modes': input_modes, + } + ) + +def pad_sequence(sequences, padding_side='left', padding_value=0): + """ + Pad a list of sequences to the same length. + sequences: list of tensors in [seq_len, *] shape + """ + assert padding_side in ['right', 'left'] + max_size = sequences[0].size() + trailing_dims = max_size[1:] + max_len = max(len(seq) for seq in sequences) + batch_size = len(sequences) + output = sequences[0].new_full((batch_size, max_len) + trailing_dims, padding_value) + for i, seq in enumerate(sequences): + length = seq.size(0) + if padding_side == 'right': + output.data[i, :length] = seq + else: + output.data[i, -length:] = seq + return output + +def cat_with_pad(tensors, dim, padding_value=0): + """ + cat along dim, while pad to max for all other dims + """ + ndim = tensors[0].dim() + assert all( + t.dim() == ndim for t in tensors[1:] + ), 'All tensors must have the same number of dimensions' + + out_size = [max(t.shape[i] for t in tensors) for i in range(ndim)] + out_size[dim] = sum(t.shape[dim] for t in tensors) + output = tensors[0].new_full(out_size, padding_value) + + index = 0 + for t in tensors: + # Create a slice list where every dimension except dim is full slice + slices = [slice(0, t.shape[d]) for d in range(ndim)] + # Update only the concat dimension slice + slices[dim] = slice(index, index + t.shape[dim]) + + output[slices] = t + index += t.shape[dim] + + return output + + + +class MultiturnAudioDataset(BaseAudioDataset): + def __init__(self, processor, split="train", sampling_rate=16000,json_path="",text_only=False, debug=False): + super().__init__(processor, split, sampling_rate, debug) + from llamafactory.data.template import Llama2Template,parse_template + from llamafactory.data.formatter import EmptyFormatter, FunctionFormatter, StringFormatter, ToolFormatter + from llamafactory.data.mm_plugin import get_mm_plugin + import json + self.train=False + self.text_only=text_only + with open(json_path) as f: + js_data = json.load(f) + if split=='train': + self.train=True + js_data = js_data[:int(len(js_data)*0.8)] + else: + js_data = js_data[-int(len(js_data)*0.2):] + for conv in js_data: + for mess in conv['conversations']: + if 'audio_path' in mess: + mess['audio_path'] = mess['audio_path'].replace('/home/jeff/codes/llm/InCar/srdc_generate_tts/','/mnt/jeff/InCar/data/multiturn_data/') + default_system = ""#"""You are a helpful assistant that determines how to solve problems based on user needs and converts user speech into text.\n""" + self.template=Llama2Template( + format_user=StringFormatter(slots=["user\n{{content}}\nmodel\n"]), + format_assistant=StringFormatter(slots=["{{content}}\n"]), + format_system=StringFormatter(slots=["{{content}}\n\n"]), + format_function=FunctionFormatter(slots=["{{content}}", {"eos_token"}], tool_format="default"), + format_tools = ToolFormatter(tool_format="default"), + format_observation=StringFormatter( + slots=["tool\n{{content}}\nmodel\n"] + ), + default_system=default_system, + thought_words=("", ""), + efficient_eos=False, + replace_eos=False, + replace_jinja_template=False, + format_prefix=EmptyFormatter(slots=[{"bos_token"}]), + stop_words=[""], + mm_plugin=get_mm_plugin(name="base"), + enable_thinking=False + ) + + self.set_dataset_name(f"MultiturnCostumData") + + + self.data = [] + self.text_only_data = [] + for conv in js_data: + tools = conv['tools'] if 'tools' in conv else "" + system = conv['system'] if 'system' in conv else default_system + tmp = { + 'tools':tools, + 'system':system, + 'messages':[], + } + for i,mess in enumerate(conv['conversations']): + tmp['messages'].append(mess) + if mess['from']=='human': + tmp['messages'].append(conv['conversations'][i+1]) + d = deepcopy(tmp) + d['audio_array'] = torchaudio.load(mess['audio_path'])[0][0] + self.data.append(d) + if self.text_only: + self.text_only_data.append(deepcopy(tmp)) + tmp['messages'].pop() + elif mess['from']=='observation': + tmp['messages'].append(conv['conversations'][i+1]) + d = deepcopy(tmp) + self.text_only_data.append(d) + tmp['messages'].pop() + if text_only: + self.data=self.text_only_data + + + def prepare_multiturn_model_inputs(self, audio_array, messages, system="", tools=""): + ANSWER_SUFFIX = "" + prompt = "" + answer_text = "" + user_transcribe = "" + audio_paths = [] + for i, message in enumerate(messages): + elements = [] + + system_text = "" + if i == 0: + elements += self.template.format_prefix.apply() + if system or tools: + tool_text = self.template.format_tools.apply(content=tools)[0] if tools else "" + system_text = self.template.format_system.apply(content=(system + tool_text))[0] + + if message["from"] == "human": + if i==len(messages)-2 and not self.text_only: + user_transcribe = message["value"] + elements += self.template.format_user.apply(content=system_text+'') + else: + elements += self.template.format_user.apply(content=system_text + message["value"]) + audio_paths.append(message['audio_path']) + elif message["from"] == "gpt": + elements += self.template.format_assistant.apply(content=message["value"]) + elif message["from"] == "observation": + elements += self.template.format_observation.apply(content=message["value"]) + elif message["from"] == "function_call": + elements += self.template.format_function.apply(content=message["value"]) + else: + raise NotImplementedError("Unexpected role: {}".format(message["from"])) + + + for elem in elements: + ele_str = "" + if isinstance(elem, str): + ele_str=elem + elif isinstance(elem, set): + if "bos_token" in elem and self.processor.tokenizer.bos_token_id is not None: + ele_str = self.processor.tokenizer.bos_token + elif "eos_token" in elem and self.processor.tokenizer.eos_token_id is not None: + ele_str = self.processor.tokenizer.eos_token + if i == len(messages)-1: + answer_text+=ele_str + else: + prompt+=ele_str + + + if type(audio_array)!=type(None): + inputs = self.processor( + text=prompt, + audio=[audio_array], + add_special_tokens=False, + return_tensors='pt' + ) + answer = "\nUser transcribe is : {};\nGPT output is : {}{}".format(user_transcribe,answer_text,ANSWER_SUFFIX) + else: + inputs = self.processor( + text=prompt, + audio=None, + add_special_tokens=False, + return_tensors='pt' + ) + answer = f"{answer_text}{ANSWER_SUFFIX}" + # print('user_transcribe',user_transcribe) + # print('answer_text', answer) + # print('prompt',prompt) + answer_ids = self.processor.tokenizer(answer, add_special_tokens=False, return_tensors='pt').input_ids + + if self.debug: + self.debug = False + task_type = 'AST' if hasattr(self, 'ast') and self.ast else 'ASR' + lang_info = f" - {self.lang}" if hasattr(self, 'lang') else "" + print(f"{task_type}{lang_info}\nPROMPT: {prompt}\nINPUT: {self.processor.decode(inputs.input_ids[0], skip_special_tokens=False)}\nANSWER: {self.processor.decode(answer_ids[0], skip_special_tokens=False)}\n") + print(f"INPUT_MODE: {inputs.input_modes[0].item()}") + + if self.training: + input_ids = torch.cat([inputs.input_ids, answer_ids], dim=1) + labels = torch.full_like(input_ids, _IGNORE_INDEX) + labels[:, -answer_ids.shape[1]:] = answer_ids + padding = torch.zeros((inputs.token_type_ids.shape[0], answer_ids.shape[1])) + token_type_ids = torch.cat([inputs.token_type_ids, padding], dim=1) + else: + input_ids = inputs.input_ids + labels = answer_ids + token_type_ids = inputs.token_type_ids + if type(audio_array)!=type(None): + if not self.train: + return { + "audio_path": audio_paths, + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + else: + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + else: + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': None, + 'audio_embed_sizes': None, + 'input_modes': inputs.input_modes, + } + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + return self.prepare_multiturn_model_inputs( + audio_array=data["audio_array"] if "audio_array" in data else None, + messages=data['messages'], + system=data["system"], + tools=data["tools"] + ) + + + +os.environ["TOKENIZERS_PARALLELISM"] = "false" + +INSTRUCTION = { + "ast": [ + "Translate the audio to {0}.", + "Translate the audio clip into {0}.", + "Based on the attached audio, generate a comprehensive {0} translation of the spoken content.", + "Translate the provided audio file into {0}.", + "Convert the audio speech to {0} text.", + "Write an {0} translation of the audio file.", + "Translate spoken words from the audio into {0}.", + "Create an {0} version of the audio content.", + "Produce an accurate {0} translation of the audio.", + "Extract speech from the audio and translate it to {0}.", + "Turn the audio into readable {0} text.", + "Write all spoken content from the audio in {0}.", + "Generate an {0} translation of the speech in the file.", + "Convert the recording into {0} text.", + "Accurately translate the audio recording to {0}.", + "Write down dialogue from the given audio in {0}.", + "Translate all speech in this audio file to {0}.", + "Create an accurate {0} version of the speech.", + "Perform a complete {0} translation of the audio." + ], + "asr": [ + "Transcribe the audio clip into text.", + "Based on the attached audio, generate a comprehensive text transcription of the spoken content.", + "Transcribe the provided audio file into text.", + "Convert the audio speech to text.", + "Write a transcript of the audio file.", + "Transcribe spoken words from the audio.", + "Create a text version of the audio content.", + "Produce a verbatim transcript of the audio.", + "Extract and transcribe speech from the audio.", + "Turn the audio into readable text.", + "Write all spoken words from the audio.", + "Generate a transcript of the speech in the file.", + "Convert the recording into a text transcript.", + "Accurately transcribe the audio recording.", + "Write down dialogue from the given audio.", + "Transcribe all speech in this audio file.", + "Create an accurate text version of the speech.", + "Perform a complete transcription of the audio." + ], +} diff --git a/cpp/__pycache__/ASRDataset.cpython-310.pyc b/cpp/__pycache__/ASRDataset.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..966e09d7e35e194a38539b65f6ad21569062e8ad Binary files /dev/null and b/cpp/__pycache__/ASRDataset.cpython-310.pyc differ diff --git a/cpp/__pycache__/speech_conformer_encoder.cpython-310.pyc b/cpp/__pycache__/speech_conformer_encoder.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3e554b1bc92b8ce3689d1198c4d5b36e23175baf Binary files /dev/null and b/cpp/__pycache__/speech_conformer_encoder.cpython-310.pyc differ diff --git a/cpp/convert_onnx.ipynb b/cpp/convert_onnx.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..893b9ca47fda1b6d67fb6086ddc297895240ccce --- /dev/null +++ b/cpp/convert_onnx.ipynb @@ -0,0 +1,767 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/foxconnhy/miniconda3/envs/llamafactory/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n", + "/home/jeff/.cache/huggingface/modules/transformers_modules/gemma_v1/speech_conformer_encoder.py:2798: FutureWarning: Please specify CheckpointImpl.NO_REENTRANT as CheckpointImpl.REENTRANT will soon be removed as the default and eventually deprecated.\n", + " lambda i: encoder_checkpoint_wrapper(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "######################## speech lora #############\n", + "######################## text lora #############\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading checkpoint shards: 100%|██████████| 3/3 [00:01<00:00, 1.80it/s]\n", + "Some weights of Gemma3OmniForConditionalGeneration were not initialized from the model checkpoint at /mnt/data-2t/jeff/codes/llm/cpp/gemma_v1 and are newly initialized: 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'language_model.model.base_model.model.layers.9.mlp.down_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.mlp.down_proj.lora_B.text.weight', 'language_model.model.base_model.model.layers.9.mlp.gate_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.mlp.gate_proj.lora_B.text.weight', 'language_model.model.base_model.model.layers.9.mlp.up_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.mlp.up_proj.lora_B.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.k_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.k_proj.lora_B.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.o_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.o_proj.lora_B.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.q_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.q_proj.lora_B.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.v_proj.lora_A.text.weight', 'language_model.model.base_model.model.layers.9.self_attn.v_proj.lora_B.text.weight']\n", + "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", + "Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n" + ] + } + ], + "source": [ + "from io import BytesIO\n", + "import torch\n", + "import numpy as np\n", + "from transformers import AutoModel, AutoProcessor, BatchFeature,Gemma3ForCausalLM,Gemma3Processor\n", + "\n", + "# converter = opencc.OpenCC('s2tw.json')\n", + "\n", + "model_id = \"/mnt/data-2t/jeff/codes/llm/cpp/gemma_v1\"\n", + "revision = \"main\" #\"v1.0\"\n", + "\n", + "model = AutoModel.from_pretrained(\n", + " model_id, device_map=\"cpu\", revision = revision, trust_remote_code=True\n", + ").eval()\n", + "\n", + "processor = AutoProcessor.from_pretrained(\n", + " model_id, revision = revision, trust_remote_code=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sequential(\n", + " (0): Linear(in_features=1024, out_features=2560, bias=True)\n", + " (1): GELU(approximate='none')\n", + " (2): Linear(in_features=2560, out_features=2560, bias=True)\n", + ")" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.audio_tower\n", + "model.audio_projector" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [], + "source": [ + "from ASRDataset import *\n", + "pickup_dataset = MultiturnAudioDataset(split='train',processor=processor,json_path='/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_processed.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 256, 80])\n", + "torch.Size([1, 217, 80])\n", + "torch.Size([1, 77, 80])\n", + "torch.Size([1, 580, 80])\n" + ] + } + ], + "source": [ + "for i in range(len(pickup_dataset)):\n", + " inp = pickup_dataset.__getitem__(i)\n", + " print(inp['input_audio_embeds'].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([1, 100, 2560])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inp = pickup_dataset.__getitem__(3)\n", + "fea,mask = model.audio_tower(inp['input_audio_embeds'],torch.ones(inp['input_audio_embeds'].shape[:2]))\n", + "model.audio_projector(fea).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch \n", + "import torch.nn as nn\n", + "from speech_conformer_encoder import ConformerEncoder\n", + "class Gemma3AudioEncoder(nn.Module):\n", + " def __init__(self,):\n", + " super().__init__()\n", + " audio_config = model.config.audio_config.to_diff_dict()\n", + " for item in ['transformers_version', 'model_type', 'torch_dtype']:\n", + " if item in audio_config:\n", + " audio_config.pop(item)\n", + " # self.audio_tower = model.audio_tower\n", + " # self.audio_projector = model.audio_projector\n", + " self.audio_tower = ConformerEncoder(**audio_config)#model.audio_tower\n", + " self.audio_projector = nn.Sequential(\n", + " nn.Linear(in_features=1024, out_features=2560, bias=True),\n", + " nn.GELU(approximate='none'),\n", + " nn.Linear(in_features=2560, out_features=2560, bias=True))#model.audio_projector\n", + " def forward(self,x,mask):\n", + " # mask = torch.ones(x.shape[:2])\n", + " x,_ = self.audio_tower(x,mask)\n", + " x = self.audio_projector(x)\n", + " return x\n", + "audio_encoder = Gemma3AudioEncoder()\n", + "import copy\n", + "audio_encoder.audio_tower.encoder_embedding=copy.deepcopy(model.audio_tower.encoder_embedding)\n", + "audio_encoder.audio_projector.load_state_dict(model.audio_projector.state_dict())\n", + "audio_encoder.audio_tower.load_state_dict(model.audio_tower.state_dict())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import onnx\n", + "import onnxruntime as ort\n", + "import onnxscript\n", + "import os\n", + "import requests\n", + "import shutil\n", + "import soundfile\n", + "import subprocess\n", + "import sys\n", + "import torch\n", + "\n", + "from onnx import helper, numpy_helper, TensorProto\n", + "from onnxruntime_genai.models.builder import create_model\n", + "from onnxruntime.transformers.dynamo_onnx_helper import DynamoOnnxHelper\n", + "from onnxscript import ir\n", + "from torch.export import Dim, export\n", + "def build_speech(outputdir='./onnx_files'):\n", + " # TorchScript export\n", + " dummy_inputs = (\n", + " torch.randn((1,97,80)),\n", + " torch.ones((1,97))\n", + " #inputs[\"input_audio_embeds\"], # audio_embeds: torch.FloatTensor\n", + " #inputs[\"audio_attention_mask\"], # audio_attention_mask: torch.BoolTensor\n", + " # inputs[\"audio_embed_sizes\"], # audio_sizes: torch.LongTensor\n", + " # inputs[\"input_mode\"], # audio_projection_mode: int\n", + " )\n", + " filename = \"phi-4-mm-speech.onnx\"\n", + "\n", + " temp_folder_1 = os.path.join(outputdir, \"speech_init_export\")\n", + " os.makedirs(temp_folder_1, exist_ok=True)\n", + "\n", + " fpath_1 = os.path.join(temp_folder_1, filename)\n", + " torch._dynamo.config.capture_scalar_outputs = True\n", + " onnx_program = torch.onnx.export(audio_encoder, dummy_inputs, fpath_1,\n", + " input_names=[\"audio_embeds\", \"audio_attention_mask\"], \n", + " output_names=[\"audio_features\"],\n", + " opset_version=20,\n", + " dynamic_axes={\n", + " \"audio_embeds\": {0:'B',1: \"L\"},\n", + " \"audio_attention_mask\": {0:'B',1: \"L\"},\n", + " },\n", + " )\n", + "\n", + "build_speech()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "import onnxruntime as ort\n", + "import numpy as np\n", + "ort_sess = ort.InferenceSession(\"/mnt/data-2t/jeff/codes/llm/cpp/onnx_files/speech_init_export/phi-4-mm-speech.onnx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 111, 2560)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "from tqdm import tqdm\n", + "import torch\n", + "import numpy as np\n", + "a=[]\n", + "# for i in tqdm(range(10000)):\n", + "# try:\n", + "ort_sess.run(None, {\"audio_embeds\": np.array(torch.randn(1,97,80),dtype=np.float32),\n", + " # \"audio_attention_mask\":np.ones((1,97),dtype=np.float32)\n", + " }\n", + " )\n", + " # print(i)\n", + " # a.append(i)\n", + " # except:\n", + " # pass\n", + "ort_sess.run(None, {\"audio_embeds\": np.array(torch.randn(2,888,80),dtype=np.float32),\n", + " # \"audio_attention_mask\":np.ones((2,97),dtype=np.float32)\n", + " }\n", + " )[0].shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Python inference time check" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "total = 0\n", + "_mel = speechlib_mel(16000, 512, 80, fmin=None, fmax=16000//2-80-230).T\n", + "for i in range(100):\n", + " now = time.time()\n", + " inp = np.random.randn(np.random.randint(16240, 48240)).reshape(1,-1)#np.array(torch.randn(1,np.random.randint(100,300),80),dtype=np.float32)\n", + " inp = _extract_features(inp,16000).reshape(1,-1,80)\n", + " now = time.time()\n", + " # inp = np.array(torch.randn(1,150,80),dtype=np.float32)\n", + " ort_sess.run(None, {\"audio_embeds\": inp,\n", + " # \"audio_attention_mask\":np.ones((1,97),dtype=np.float32)\n", + " })\n", + " total += time.time()-now\n", + " \n", + "total,total/100" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24240" + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "149*160+400" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 40917)" + ] + }, + "execution_count": 233, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.randn(np.random.randint(16240, 48240)).reshape(1,-1).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.608245611190796, 0.10608245611190796)" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import time\n", + "total = 0\n", + "for i in range(100):\n", + " tmp = torch.randn(1,np.random.randint(100,300),80)\n", + " mask = torch.ones(tmp.shape[:2])\n", + " now = time.time()\n", + " audio_encoder(tmp,mask)\n", + " total += time.time()-now\n", + "total,total/100" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# C++ ERROR check" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[[ 0.3246, 0.0295, 0.1076, ..., -0.1125, -0.0894, -0.3800],\n", + " [ 0.3267, -0.2442, 0.2653, ..., 0.7783, -0.6049, -1.0858],\n", + " [ 0.1797, 0.0438, 0.9673, ..., 0.5126, -0.5657, -0.7050],\n", + " ...,\n", + " [ 0.0261, -0.0324, 0.0230, ..., -0.1303, 0.0343, 0.1486],\n", + " [ 0.1655, -0.3327, 0.4232, ..., 0.0513, 0.4222, -0.3645],\n", + " [ 0.1147, -0.1201, 0.4198, ..., 0.6170, 0.0838, -0.1409]]],\n", + " grad_fn=)" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inp = pickup_dataset.__getitem__(3)\n", + "fea,mask = model.audio_tower(inp['input_audio_embeds'],torch.ones(inp['input_audio_embeds'].shape[:2]))\n", + "model.audio_projector(fea)" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0.13004433, -0.06643961, 0.01333247, ..., -0.05643693,\n", + " -0.23922557, 0.569423 ],\n", + " [-0.75552 , -0.05047493, -0.82725084, ..., 0.32261163,\n", + " -0.14968234, -0.7078437 ],\n", + " [-0.6673857 , 0.33906737, -0.6191502 , ..., 0.04259709,\n", + " -0.01194861, 0.27635992],\n", + " ...,\n", + " [ 0.02916821, -0.03163592, 0.02736526, ..., -0.12979224,\n", + " 0.03317374, 0.15346158],\n", + " [-0.8559882 , -0.5196625 , 0.2549707 , ..., 0.28192428,\n", + " 1.4099622 , -0.15940394],\n", + " [-0.20253824, -0.30478072, -0.6786582 , ..., 0.08860758,\n", + " -0.12145798, 0.525889 ]]], dtype=float32)" + ] + }, + "execution_count": 201, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inp = pickup_dataset.__getitem__(0)\n", + "res = ort_sess.run(None, {\"audio_embeds\": np.array(inp['input_audio_embeds'],dtype=np.float32),\n", + " # \"audio_attention_mask\":np.ones((2,97),dtype=np.float32)\n", + " }\n", + " )[0]\n", + "res" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0.130969 , -0.0697925, 0.0150866, ..., -0.0559536,\n", + " -0.239062 , 0.567436 ],\n", + " [-0.753288 , -0.0582227, -0.825365 , ..., 0.320587 ,\n", + " -0.153626 , -0.709664 ],\n", + " [-0.656874 , 0.342632 , -0.607641 , ..., 0.0383743,\n", + " -0.0218912, 0.269968 ],\n", + " ...,\n", + " [ 0.0291714, -0.0316175, 0.027369 , ..., -0.129825 ,\n", + " 0.033166 , 0.153453 ],\n", + " [-0.854555 , -0.530883 , 0.258313 , ..., 0.279057 ,\n", + " 1.40658 , -0.159066 ],\n", + " [-0.197598 , -0.306157 , -0.67907 , ..., 0.0915015,\n", + " -0.124402 , 0.52159 ]]])" + ] + }, + "execution_count": 208, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f = open('/mnt/data-2t/jeff/codes/llm/cpp/inference/f0.txt')\n", + "content = f.readlines()\n", + "f.close()\n", + "audio_fea_cpp = np.array([float(i) for i in content[0].split(',')]).reshape(1,-1,2560)\n", + "audio_fea_cpp" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[[0.917797, 1.33496 , 1.9894 , ..., 6.60723 , 6.95787 ,\n", + " 7.20139 ],\n", + " [0. , 0. , 0. , ..., 5.99914 , 6.11214 ,\n", + " 6.40908 ],\n", + " [0. , 0. , 0. , ..., 5.1184 , 5.36291 ,\n", + " 5.14623 ],\n", + " ...,\n", + " [0. , 0. , 0. , ..., 6.25256 , 6.29312 ,\n", + " 7.05511 ],\n", + " [0. , 0. , 0. , ..., 6.49829 , 6.7198 ,\n", + " 7.08144 ],\n", + " [0. , 0. , 1.08376 , ..., 5.43068 , 5.97577 ,\n", + " 6.35748 ]]]),\n", + " tensor([[[0.8826, 1.3054, 1.9652, ..., 6.6069, 6.9578, 7.2011],\n", + " [0.0000, 0.0000, 0.0000, ..., 5.9991, 6.1121, 6.4091],\n", + " [0.0000, 0.0000, 0.0000, ..., 5.1147, 5.3624, 5.1428],\n", + " ...,\n", + " [0.0000, 0.0000, 0.0000, ..., 6.2526, 6.2931, 7.0548],\n", + " [0.0000, 0.0000, 0.0000, ..., 6.4981, 6.7198, 7.0807],\n", + " [0.0000, 0.0000, 1.1479, ..., 5.4311, 5.9743, 6.3568]]]))" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f = open('/mnt/data-2t/jeff/codes/llm/cpp/inference/matrix_output.txt')\n", + "txtlines = f.readlines()\n", + "f.close()\n", + "inp_emb_cpp = np.array([float(i) for l in txtlines for i in l.split(',')]).reshape(1,-1,80)\n", + "inp_emb_cpp,pickup_dataset.__getitem__(0)['input_audio_embeds']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Python preprocessor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(353, 80)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# modify the code : \n", + "# 1. input model and input pcm from args. \n", + "# 2. add model input preprocessor by following python code. The wav input of _extract_features which is an audio array\n", + "# 3. the onnx model input is [batch,frames,feature size] = [-1,-1,80]\n", + "\n", + "def _extract_spectrogram(wav, fs):\n", + " \"\"\"Extract spectrogram features from waveform.\n", + " Args:\n", + " wav (1D array): waveform of the input\n", + " fs (int): sampling rate of the waveform, 16000.\n", + " Output:\n", + " log_fbank (2D array): a TxD matrix of log Mel filterbank features.\n", + " D=80, and T is the number of frames.\n", + " \"\"\"\n", + " if wav.ndim > 1:\n", + " wav = np.squeeze(wav)\n", + "\n", + " # by default, we extract the mean if stereo\n", + " if len(wav.shape) == 2:\n", + " wav = wav.mean(1)\n", + "\n", + " preemphasis = 0.97\n", + " n_fft = 512\n", + " win_length = 400\n", + " hop_length = 160\n", + " fft_window = np.hamming(400)\n", + "\n", + " # Spec 1: SpeechLib cut remaining sample insufficient for a hop\n", + " n_batch = (wav.shape[0] - win_length) // hop_length + 1\n", + " # Here we don't use stride_tricks since the input array may not satisfy\n", + " # memory layout requirement and we need writeable output\n", + " # Here we only use list of views before copy to desination\n", + " # so it is more efficient than broadcasting\n", + " y_frames = np.array(\n", + " [wav[_stride : _stride + win_length] for _stride in range(0, hop_length * n_batch, hop_length)],\n", + " dtype=np.float32,\n", + " )\n", + "\n", + " # Spec 2: SpeechLib applies preemphasis within each batch\n", + " y_frames_prev = np.roll(y_frames, 1, axis=1)\n", + " y_frames_prev[:, 0] = y_frames_prev[:, 1]\n", + " y_frames = (y_frames - preemphasis * y_frames_prev) * 32768\n", + "\n", + " S = np.fft.rfft(fft_window * y_frames, n=n_fft, axis=1).astype(np.complex64)\n", + " spec = np.abs(S).astype(np.float32)\n", + " return spec\n", + "def speechlib_mel(sample_rate, n_fft, n_mels, fmin=None, fmax=None):\n", + " \"\"\"Create a Mel filter-bank the same as SpeechLib FbankFC.\n", + "\n", + " Args:\n", + " sample_rate (int): Sample rate in Hz. number > 0 [scalar]\n", + " n_fft (int): FFT size. int > 0 [scalar]\n", + " n_mel (int): Mel filter size. int > 0 [scalar]\n", + " fmin (float): lowest frequency (in Hz). If None use 0.0.\n", + " float >= 0 [scalar]\n", + " fmax: highest frequency (in Hz). If None use sample_rate / 2.\n", + " float >= 0 [scalar]\n", + "\n", + " Returns\n", + " out (numpy.ndarray): Mel transform matrix\n", + " [shape=(n_mels, 1 + n_fft/2)]\n", + " \"\"\"\n", + "\n", + " bank_width = int(n_fft // 2 + 1)\n", + " if fmax is None:\n", + " fmax = sample_rate / 2\n", + " if fmin is None:\n", + " fmin = 0\n", + " assert fmin >= 0, \"fmin cannot be negtive\"\n", + " assert fmin < fmax <= sample_rate / 2, \"fmax must be between (fmin, samplerate / 2]\"\n", + "\n", + " def mel(f):\n", + " return 1127.0 * np.log(1.0 + f / 700.0)\n", + "\n", + " def bin2mel(fft_bin):\n", + " return 1127.0 * np.log(1.0 + fft_bin * sample_rate / (n_fft * 700.0))\n", + "\n", + " def f2bin(f):\n", + " return int((f * n_fft / sample_rate) + 0.5)\n", + "\n", + " # Spec 1: FFT bin range [f2bin(fmin) + 1, f2bin(fmax) - 1]\n", + " klo = f2bin(fmin) + 1\n", + " khi = f2bin(fmax)\n", + "\n", + " khi = max(khi, klo)\n", + "\n", + " # Spec 2: SpeechLib uses trianges in Mel space\n", + " mlo = mel(fmin)\n", + " mhi = mel(fmax)\n", + " m_centers = np.linspace(mlo, mhi, n_mels + 2)\n", + " ms = (mhi - mlo) / (n_mels + 1)\n", + "\n", + " matrix = np.zeros((n_mels, bank_width), dtype=np.float32)\n", + " for m in range(0, n_mels):\n", + " left = m_centers[m]\n", + " center = m_centers[m + 1]\n", + " right = m_centers[m + 2]\n", + " for fft_bin in range(klo, khi):\n", + " mbin = bin2mel(fft_bin)\n", + " if left < mbin < right:\n", + " matrix[m, fft_bin] = 1.0 - abs(center - mbin) / ms\n", + "\n", + " return matrix\n", + "\n", + "def _extract_features(wav, fs):\n", + " \"\"\"Extract log filterbank features from waveform.\n", + " Args:\n", + " wav (1D array): waveform of the input\n", + " fs (int): sampling rate of the waveform, 16000 or 8000.\n", + " If fs=8000, the waveform will be resampled to 16000Hz.\n", + " Output:\n", + " log_fbank (2D array): a TxD matrix of log Mel filterbank features.\n", + " D=80, and T is the number of frames.\n", + " \"\"\"\n", + " spec = _extract_spectrogram(wav, fs)\n", + " spec_power = spec**2\n", + "\n", + " fbank_power = np.clip(spec_power.dot(_mel), 1.0, None)\n", + " log_fbank = np.log(fbank_power).astype(np.float32)\n", + "\n", + " return log_fbank\n", + "\n", + "## example \n", + "## input shape of arr is [1, 56832], output shape will be (353,80)\n", + "_mel = speechlib_mel(16000, 512, 80, fmin=None, fmax=16000//2-80-230).T\n", + "output = _extract_features(arr,16000)" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(256, 80)" + ] + }, + "execution_count": 227, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_mel = speechlib_mel(16000, 512, 80, fmin=None, fmax=16000//2-80-230).T\n", + "output = _extract_features(arr,16000)\n", + "output.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "256" + ] + }, + "execution_count": 228, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(41239-400)//160+1 100~300" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(16240, 48240)" + ] + }, + "execution_count": 229, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "99*160+400,299*160+400" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llamafactory", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/cpp/convert_tensorRT.ipynb b/cpp/convert_tensorRT.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/cpp/gemma_v1/ASRDataset.py b/cpp/gemma_v1/ASRDataset.py new file mode 100644 index 0000000000000000000000000000000000000000..0e1df4701225aab8064468dea3353dac1b43247d --- /dev/null +++ b/cpp/gemma_v1/ASRDataset.py @@ -0,0 +1,793 @@ +import datasets +datasets.config.DOWNLOADED_DATASETS_PATH = "/mnt/jeff/huggingface/data" +import os +os.environ['HF_HOME'] = '/mnt/jeff/huggingface' + +import json +import os +from pathlib import Path + +import numpy as np +import torch +import sacrebleu + +from datasets import load_dataset +from torch.utils.data import Dataset, ConcatDataset +from tqdm import tqdm +from transformers import ( + BatchFeature, +) +import pandas as pd +import soundfile as sf +from datasets import Audio +import random +from copy import deepcopy +import torchaudio + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 +class BaseAudioDataset(Dataset): + def __init__(self, processor, split, sampling_rate=16000, debug=False): + self.processor = processor + self.training = "train" in split or 'other' in split + self.debug = debug + self.sampling_rate = sampling_rate + self.name = "" + + def set_dataset_name(self, name): + self.name = name + + @staticmethod + def filter_corrupted_files(data, audio_field, text_fields, dataset_name, sampling_rate=16000, debug=True): + original_size = len(data) + + data = data.cast_column(audio_field, Audio(decode=False)) + + def identify_corrupted_files(example): + try: + sf.read(example[audio_field]["path"]) + + for field in text_fields: + if field in example and example[field].replace('"', '') == "": + return False + return True + except Exception: + return False + + data = data.filter(identify_corrupted_files, num_proc=16) + validated_size = len(data) + + # Audio Decoding + data = data.cast_column(audio_field, Audio(sampling_rate=sampling_rate, decode=True)) + + if debug: + print(f"Dataset: {dataset_name}") + print(f"Original data nums: {original_size}") + print(f"After filtering data nums: {validated_size}") + print(f"Filtering ratio: {validated_size/original_size:.2%}") + + return data + + @staticmethod + def filter_by_audio_length(data, audio_field, min_sec=2, max_sec=20, debug=True): + original_size = len(data) + + def filter_audio_by_length(example): + try: + audio = example[audio_field]['array'] + channel = 1 + if hasattr(audio, 'ndim') and audio.ndim > 1: + channel = audio.ndim + audio = audio.squeeze() + audio_length = len(audio) / example[audio_field]['sampling_rate'] / channel + return min_sec <= audio_length <= max_sec + except Exception as e: + if debug: + print(f"Error : {str(e)[:100]}... - sample excluded") + return False + + data = data.filter(filter_audio_by_length, num_proc=16) + filtered_size = len(data) + + if debug: + print(f"Before Length Filtering data nums: {original_size}") + print(f"After Length Filtering data nums: {filtered_size}") + print(f"Filtering ratio: {filtered_size/original_size:.2%}") + + return data + + def prepare_model_inputs(self, audio_array, instruction, answer_text): + user_message = { + 'role': 'user', + 'content': '' + instruction, + } + prompt = self.processor.tokenizer.apply_chat_template( + [user_message], tokenize=False, add_generation_prompt=True, add_bos=True + ) + + inputs = self.processor( + text=prompt, + audio=[audio_array], + add_special_tokens=False, + return_tensors='pt' + ) + + answer = f"{answer_text}{ANSWER_SUFFIX}" + answer_ids = self.processor.tokenizer(answer, add_special_tokens=False, return_tensors='pt').input_ids + + if self.debug: + self.debug = False + task_type = 'AST' if hasattr(self, 'ast') and self.ast else 'ASR' + lang_info = f" - {self.lang}" if hasattr(self, 'lang') else "" + print(f"{task_type}{lang_info}\nPROMPT: {prompt}\nINPUT: {self.processor.decode(inputs.input_ids[0], skip_special_tokens=False)}\nANSWER: {self.processor.decode(answer_ids[0], skip_special_tokens=False)}\n") + print(f"INPUT_MODE: {inputs.input_modes[0].item()}") + + if self.training: + input_ids = torch.cat([inputs.input_ids, answer_ids], dim=1) + labels = torch.full_like(input_ids, _IGNORE_INDEX) + labels[:, -answer_ids.shape[1]:] = answer_ids + padding = torch.zeros((inputs.token_type_ids.shape[0], answer_ids.shape[1])) + token_type_ids = torch.cat([inputs.token_type_ids, padding], dim=1) + else: + input_ids = inputs.input_ids + labels = answer_ids + token_type_ids = inputs.token_type_ids + + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + +# Libri Speech Dataset Class +class LibriSpeechDataset(BaseAudioDataset): + def __init__(self, processor, subset, split, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"LibriSpeech_{subset}") + # only ASR + self.ast = False + self.lang = "en" + + # load dataset + self.data = load_dataset("/mnt/jeff/InCar/data/librispeech_asr", + subset, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + # Libri Speech is only for ASR + answer_text = data["text"].replace('"', '') + + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) + +# common_voice_16_1 dataset +class CommonVoiceDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"CommonVoice_{source_lang}") + # only ASR + self.ast = False + self.lang=source_lang + + # load dataset + if source_lang=="zh-TW": + data_path = "/mnt/jeff/InCar/data/common_voice_16_1" + else: + data_path = "/mnt/jeff/InCar/data/common_voice_17_0" + self.data = load_dataset(data_path, + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + def prepare_dataset(batch): + """Function to preprocess the dataset with the .map method""" + transcription = batch["sentence"] + + if transcription.startswith('"') and transcription.endswith('"'): + # we can remove trailing quotation marks as they do not affect the transcription + transcription = transcription[1:-1] + + if transcription[-1] not in [".", "?", "!"]: + # append a full-stop to sentences that do not end in punctuation + transcription = transcription + "." + + batch["sentence"] = transcription + + return batch + + + import opencc + converter = opencc.OpenCC('s2tw.json') + def To_zhTW(batch): + + transcription = converter.convert(batch["sentence"]) + batch["sentence"] = transcription + + return batch + self.data = self.data.map(prepare_dataset, desc="preprocess dataset") + if source_lang=='zh-CN': + self.data = self.data.map(To_zhTW, desc="preprocess dataset To_zhTW") + + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + if source_lang == "zh-TW" and split=='train': + import torchaudio + from torchaudio import transforms + import copy + import pickle + import os + def subsample(batch): + batch['audio']['array']=torchaudio.functional.resample(torch.FloatTensor(batch['audio']['array']), orig_freq=batch['audio']['sampling_rate'], new_freq=16000) + batch['audio']['sampling_rate']=16000 + return batch + def TW_data_augment_fast(batch): + speed_perturb_fast = transforms.SpeedPerturbation(batch['audio']['sampling_rate'], [1.1]) + new_array_fast = speed_perturb_fast(torch.FloatTensor(batch['audio']['array']))[0] + batch['audio']['array'] = new_array_fast + return batch + def TW_data_augment_slow(batch): + speed_perturb_slow = transforms.SpeedPerturbation(batch['audio']['sampling_rate'], [0.9]) + new_array_slow = speed_perturb_slow(torch.FloatTensor(batch['audio']['array']))[0] + batch['audio']['array'] = new_array_slow + return batch + # data = self.data.map(subsample, num_proc=1, desc="subsample") + fast_path = '/mnt/jeff/InCar/data/tw_fast.pkl' + if not os.path.exists(fast_path): + data_fast = self.data.map(TW_data_augment_fast, num_proc=1, desc="augment fast") + with open(fast_path,'wb') as f: + pickle.dump(data_fast,f) + else: + with open(fast_path,'rb') as f: + data_fast=pickle.load(f) + + slow_path = '/mnt/jeff/InCar/data/data_slow.pkl' + if not os.path.exists(slow_path): + data_slow = self.data.map(TW_data_augment_slow, num_proc=1, desc="augment slow") + with open(slow_path,'wb') as f: + pickle.dump(data_slow,f) + else: + with open(slow_path,'rb') as f: + data_slow=pickle.load(f) + self.data = [d for d in self.data]+[d for d in data_fast]+[d for d in data_slow] + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + answer_text = data["sentence"] + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) + + +# Fleurs Dataset Class +class FleursDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, target_lang=None, + mode="asr", sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name("Fleurs") + # Mode Setting (ASR or AST) + if mode not in ["asr", "ast"]: + raise ValueError("mode must be 'asr' or 'ast'.") + + self.mode = mode + self.ast = (mode == "ast") + self.source_lang = source_lang + + # Language name mapping (expand if needed) + self.lang_names = { + 'en_us': 'English', 'cmn_hans': 'Mandarin Chinese' + } + + # load dataset - source language dataset + self.data = load_dataset("/mnt/jeff/InCar/data/fleurs", + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + import opencc + converter = opencc.OpenCC('s2tw.json') + def prepare_dataset(batch): + transcription = converter.convert(batch["transcription"]) + batch["transcription"] = transcription + + return batch + if (source_lang=="cmn_hans_cn"): + self.data = self.data.map(prepare_dataset, desc="preprocess dataset") + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + self.target_lang_name = "" + # When AST mode, load target language dataset. + if self.ast: + if target_lang is None: + raise ValueError("AST mode requires target_lang.") + + self.target_lang = target_lang + self.lang = f"{source_lang}_{target_lang}" + + # load dataset - target language dataset (for translation) + target_data = load_dataset("/mnt/jeff/InCar/data/fleurs", + target_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + if target_lang=="cmn_hans_cn": + target_data=target_data.map(prepare_dataset, desc="preprocess dataset") + source_dict = {item['id']: item for item in self.data} + target_dict = {item['id']: item for item in target_data} + + # only Common ID, add translation fields + common_ids = set(source_dict.keys()) & set(target_dict.keys()) + print(f"FLEURS AST Common data filtering: {len(self.data)} -> {len(common_ids)}") + self.data = [ + {**source_dict[id], 'translation': target_dict[id]['transcription']} + for id in common_ids + ] + + # Instruction Setting - use target language name + self.target_lang_name = self.lang_names.get(target_lang, target_lang.capitalize()) + self.instruction = random.choice(INSTRUCTION["ast"]) + else: + # ASR mode + self.lang = source_lang + self.instruction = random.choice(INSTRUCTION["asr"]) + + if self.debug: + print(f"FLEURS dataset loaded: {self.mode.upper()} mode") + print(f"source lang: {source_lang} ({self.lang_names.get(source_lang, source_lang)})") + if self.ast: + print(f"target lang: {target_lang} ({self.lang_names.get(target_lang, target_lang)})") + print(f"dataset size: {len(self.data)}") + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + audio_array = data["audio"]["array"] + + if self.ast: + answer_text = data["translation"] + else: + answer_text = data["transcription"] + + return self.prepare_model_inputs( + audio_array, + self.instruction.format(self.target_lang_name), + answer_text + ) + +class TWCostumData(BaseAudioDataset): + + def __init__(self, processor, split="train", sampling_rate=16000,csv_path="", debug=False): + super().__init__(processor, split, sampling_rate, debug) + import pandas as pd + from datasets import Dataset, Audio + + + df = pd.read_csv(csv_path).fillna('') + + + self.set_dataset_name(f"TWCostumData") + self.data = Dataset.from_dict( + { + "audio": [audio for audio in df['audio']], + "sentence": [text for text in df['text']] + } + ).cast_column("audio", Audio(sampling_rate=16000)) + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + answer_text = data["sentence"] + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) +def covost_collate_fn(batch): + input_ids_list = [] + labels_list = [] + token_type_ids_list = [] + input_audio_embeds_list = [] + audio_embed_sizes_list = [] + audio_attention_mask_list = [] + input_modes_list = [] + audio_paths = [] + for inputs in batch: + if 'audio_path' in inputs: + audio_paths.append(inputs['audio_path']) + input_ids_list.append(inputs['input_ids'][0]) + labels_list.append(inputs['labels'][0]) + token_type_ids_list.append(inputs['token_type_ids'][0]) + if inputs['input_modes']==2: + input_audio_embeds_list.append(inputs['input_audio_embeds']) + audio_embed_sizes_list.append(inputs['audio_embed_sizes']) + audio_attention_mask_list.append( + inputs['input_audio_embeds'].new_full((inputs['input_audio_embeds'].size(1),), True, dtype=torch.bool) + ) + # else: + # input_audio_embeds_list.append(None) + # audio_embed_sizes_list.append(None) + # audio_attention_mask_list.append(None) + input_modes_list.append(inputs['input_modes']) + # try: + token_type_ids = pad_sequence(token_type_ids_list, padding_side='left', padding_value=0) + input_ids = pad_sequence(input_ids_list, padding_side='left', padding_value=0) + labels = pad_sequence(labels_list, padding_side='left', padding_value=0) + audio_attention_mask = ( + pad_sequence(audio_attention_mask_list, padding_side='left', padding_value=False) + if len(audio_attention_mask_list) > 1 + else None + ) + # except Exception as e: + # print(e) + # print(input_ids_list) + # print(labels_list) + # raise + attention_mask = (input_ids != 0).long() + input_audio_embeds = cat_with_pad(input_audio_embeds_list, dim=0) if len(input_audio_embeds_list)>0 else None + audio_embed_sizes = torch.cat(audio_embed_sizes_list) if len(audio_embed_sizes_list)>0 else None + input_modes = torch.cat(input_modes_list) + if len(audio_paths)>0: + return BatchFeature( + { + "audio_path": audio_paths, + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'attention_mask': attention_mask, + 'input_audio_embeds': input_audio_embeds, + 'audio_embed_sizes': audio_embed_sizes, + 'audio_attention_mask': audio_attention_mask, + 'input_modes': input_modes, + } + ) + else: + return BatchFeature( + { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'attention_mask': attention_mask, + 'input_audio_embeds': input_audio_embeds, + 'audio_embed_sizes': audio_embed_sizes, + 'audio_attention_mask': audio_attention_mask, + 'input_modes': input_modes, + } + ) + +def pad_sequence(sequences, padding_side='left', padding_value=0): + """ + Pad a list of sequences to the same length. + sequences: list of tensors in [seq_len, *] shape + """ + assert padding_side in ['right', 'left'] + max_size = sequences[0].size() + trailing_dims = max_size[1:] + max_len = max(len(seq) for seq in sequences) + batch_size = len(sequences) + output = sequences[0].new_full((batch_size, max_len) + trailing_dims, padding_value) + for i, seq in enumerate(sequences): + length = seq.size(0) + if padding_side == 'right': + output.data[i, :length] = seq + else: + output.data[i, -length:] = seq + return output + +def cat_with_pad(tensors, dim, padding_value=0): + """ + cat along dim, while pad to max for all other dims + """ + ndim = tensors[0].dim() + assert all( + t.dim() == ndim for t in tensors[1:] + ), 'All tensors must have the same number of dimensions' + + out_size = [max(t.shape[i] for t in tensors) for i in range(ndim)] + out_size[dim] = sum(t.shape[dim] for t in tensors) + output = tensors[0].new_full(out_size, padding_value) + + index = 0 + for t in tensors: + # Create a slice list where every dimension except dim is full slice + slices = [slice(0, t.shape[d]) for d in range(ndim)] + # Update only the concat dimension slice + slices[dim] = slice(index, index + t.shape[dim]) + + output[slices] = t + index += t.shape[dim] + + return output + + + +class MultiturnAudioDataset(BaseAudioDataset): + def __init__(self, processor, split="train", sampling_rate=16000,json_path="",text_only=False, debug=False): + super().__init__(processor, split, sampling_rate, debug) + from llamafactory.data.template import Llama2Template,parse_template + from llamafactory.data.formatter import EmptyFormatter, FunctionFormatter, StringFormatter, ToolFormatter + from llamafactory.data.mm_plugin import get_mm_plugin + import json + self.train=False + self.text_only=text_only + with open(json_path) as f: + js_data = json.load(f) + if split=='train': + self.train=True + js_data = js_data[:int(len(js_data)*0.8)] + else: + js_data = js_data[-int(len(js_data)*0.2):] + for conv in js_data: + for mess in conv['conversations']: + if 'audio_path' in mess: + mess['audio_path'] = mess['audio_path'].replace('/home/jeff/codes/llm/InCar/srdc_generate_tts/','/mnt/jeff/InCar/data/multiturn_data/') + default_system = ""#"""You are a helpful assistant that determines how to solve problems based on user needs and converts user speech into text.\n""" + self.template=Llama2Template( + format_user=StringFormatter(slots=["user\n{{content}}\nmodel\n"]), + format_assistant=StringFormatter(slots=["{{content}}\n"]), + format_system=StringFormatter(slots=["{{content}}\n\n"]), + format_function=FunctionFormatter(slots=["{{content}}", {"eos_token"}], tool_format="default"), + format_tools = ToolFormatter(tool_format="default"), + format_observation=StringFormatter( + slots=["tool\n{{content}}\nmodel\n"] + ), + default_system=default_system, + thought_words=("", ""), + efficient_eos=False, + replace_eos=False, + replace_jinja_template=False, + format_prefix=EmptyFormatter(slots=[{"bos_token"}]), + stop_words=[""], + mm_plugin=get_mm_plugin(name="base"), + ) + + self.set_dataset_name(f"MultiturnCostumData") + + + self.data = [] + self.text_only_data = [] + for conv in js_data: + tools = conv['tools'] if 'tools' in conv else "" + system = conv['system'] if 'system' in conv else default_system + tmp = { + 'tools':tools, + 'system':system, + 'messages':[], + } + for i,mess in enumerate(conv['conversations']): + tmp['messages'].append(mess) + if mess['from']=='human': + tmp['messages'].append(conv['conversations'][i+1]) + d = deepcopy(tmp) + d['audio_array'] = torchaudio.load(mess['audio_path'])[0][0] + self.data.append(d) + if self.text_only: + self.text_only_data.append(deepcopy(tmp)) + tmp['messages'].pop() + elif mess['from']=='observation': + tmp['messages'].append(conv['conversations'][i+1]) + d = deepcopy(tmp) + self.text_only_data.append(d) + tmp['messages'].pop() + if text_only: + self.data=self.text_only_data + + + def prepare_multiturn_model_inputs(self, audio_array, messages, system="", tools=""): + ANSWER_SUFFIX = "" + prompt = "" + answer_text = "" + user_transcribe = "" + audio_paths = [] + for i, message in enumerate(messages): + elements = [] + + system_text = "" + if i == 0: + elements += self.template.format_prefix.apply() + if system or tools: + tool_text = self.template.format_tools.apply(content=tools)[0] if tools else "" + system_text = self.template.format_system.apply(content=(system + tool_text))[0] + + if message["from"] == "human": + if i==len(messages)-2 and not self.text_only: + user_transcribe = message["value"] + elements += self.template.format_user.apply(content=system_text+'') + else: + elements += self.template.format_user.apply(content=system_text + message["value"]) + audio_paths.append(message['audio_path']) + elif message["from"] == "gpt": + elements += self.template.format_assistant.apply(content=message["value"]) + elif message["from"] == "observation": + elements += self.template.format_observation.apply(content=message["value"]) + elif message["from"] == "function_call": + elements += self.template.format_function.apply(content=message["value"]) + else: + raise NotImplementedError("Unexpected role: {}".format(message["from"])) + + + for elem in elements: + ele_str = "" + if isinstance(elem, str): + ele_str=elem + elif isinstance(elem, set): + if "bos_token" in elem and self.processor.tokenizer.bos_token_id is not None: + ele_str = self.processor.tokenizer.bos_token + elif "eos_token" in elem and self.processor.tokenizer.eos_token_id is not None: + ele_str = self.processor.tokenizer.eos_token + if i == len(messages)-1: + answer_text+=ele_str + else: + prompt+=ele_str + + + if type(audio_array)!=type(None): + inputs = self.processor( + text=prompt, + audio=[audio_array], + add_special_tokens=False, + return_tensors='pt' + ) + answer = "\nUser transcribe is : {};\nGPT output is : {}{}".format(user_transcribe,answer_text,ANSWER_SUFFIX) + else: + inputs = self.processor( + text=prompt, + audio=None, + add_special_tokens=False, + return_tensors='pt' + ) + answer = f"{answer_text}{ANSWER_SUFFIX}" + # print('user_transcribe',user_transcribe) + # print('answer_text', answer) + # print('prompt',prompt) + answer_ids = self.processor.tokenizer(answer, add_special_tokens=False, return_tensors='pt').input_ids + + if self.debug: + self.debug = False + task_type = 'AST' if hasattr(self, 'ast') and self.ast else 'ASR' + lang_info = f" - {self.lang}" if hasattr(self, 'lang') else "" + print(f"{task_type}{lang_info}\nPROMPT: {prompt}\nINPUT: {self.processor.decode(inputs.input_ids[0], skip_special_tokens=False)}\nANSWER: {self.processor.decode(answer_ids[0], skip_special_tokens=False)}\n") + print(f"INPUT_MODE: {inputs.input_modes[0].item()}") + + if self.training: + input_ids = torch.cat([inputs.input_ids, answer_ids], dim=1) + labels = torch.full_like(input_ids, _IGNORE_INDEX) + labels[:, -answer_ids.shape[1]:] = answer_ids + padding = torch.zeros((inputs.token_type_ids.shape[0], answer_ids.shape[1])) + token_type_ids = torch.cat([inputs.token_type_ids, padding], dim=1) + else: + input_ids = inputs.input_ids + labels = answer_ids + token_type_ids = inputs.token_type_ids + if type(audio_array)!=type(None): + if not self.train: + return { + "audio_path": audio_paths, + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + else: + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + else: + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': None, + 'audio_embed_sizes': None, + 'input_modes': inputs.input_modes, + } + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + return self.prepare_multiturn_model_inputs( + audio_array=data["audio_array"] if "audio_array" in data else None, + messages=data['messages'], + system=data["system"], + tools=data["tools"] + ) + + + +os.environ["TOKENIZERS_PARALLELISM"] = "false" + +INSTRUCTION = { + "ast": [ + "Translate the audio to {0}.", + "Translate the audio clip into {0}.", + "Based on the attached audio, generate a comprehensive {0} translation of the spoken content.", + "Translate the provided audio file into {0}.", + "Convert the audio speech to {0} text.", + "Write an {0} translation of the audio file.", + "Translate spoken words from the audio into {0}.", + "Create an {0} version of the audio content.", + "Produce an accurate {0} translation of the audio.", + "Extract speech from the audio and translate it to {0}.", + "Turn the audio into readable {0} text.", + "Write all spoken content from the audio in {0}.", + "Generate an {0} translation of the speech in the file.", + "Convert the recording into {0} text.", + "Accurately translate the audio recording to {0}.", + "Write down dialogue from the given audio in {0}.", + "Translate all speech in this audio file to {0}.", + "Create an accurate {0} version of the speech.", + "Perform a complete {0} translation of the audio." + ], + "asr": [ + "Transcribe the audio clip into text.", + "Based on the attached audio, generate a comprehensive text transcription of the spoken content.", + "Transcribe the provided audio file into text.", + "Convert the audio speech to text.", + "Write a transcript of the audio file.", + "Transcribe spoken words from the audio.", + "Create a text version of the audio content.", + "Produce a verbatim transcript of the audio.", + "Extract and transcribe speech from the audio.", + "Turn the audio into readable text.", + "Write all spoken words from the audio.", + "Generate a transcript of the speech in the file.", + "Convert the recording into a text transcript.", + "Accurately transcribe the audio recording.", + "Write down dialogue from the given audio.", + "Transcribe all speech in this audio file.", + "Create an accurate text version of the speech.", + "Perform a complete transcription of the audio." + ], +} diff --git a/cpp/gemma_v1/__pycache__/ASRDataset.cpython-312.pyc b/cpp/gemma_v1/__pycache__/ASRDataset.cpython-312.pyc new file mode 100644 index 0000000000000000000000000000000000000000..2454b9a6663ab19d94862b17ed2ec32a62b0c8f6 Binary files /dev/null and b/cpp/gemma_v1/__pycache__/ASRDataset.cpython-312.pyc differ diff --git a/cpp/gemma_v1/added_tokens.json b/cpp/gemma_v1/added_tokens.json new file mode 100644 index 0000000000000000000000000000000000000000..e17bde03d42feda32d1abfca6d3b598b9a020df7 --- /dev/null +++ b/cpp/gemma_v1/added_tokens.json @@ -0,0 +1,3 @@ +{ + "": 262144 +} diff --git a/cpp/gemma_v1/chat_template.json b/cpp/gemma_v1/chat_template.json new file mode 100644 index 0000000000000000000000000000000000000000..646addcb8dfe9cfdd7814c29b8e4abef00ec43f0 --- /dev/null +++ b/cpp/gemma_v1/chat_template.json @@ -0,0 +1,3 @@ +{ + "chat_template": "{{ bos_token }}\n{%- if messages[0]['role'] == 'system' -%}\n {%- if messages[0]['content'] is string -%}\n {%- set first_user_prefix = messages[0]['content'] + '\n\n' -%}\n {%- else -%}\n {%- set first_user_prefix = messages[0]['content'][0]['text'] + '\n\n' -%}\n {%- endif -%}\n {%- set loop_messages = messages[1:] -%}\n{%- else -%}\n {%- set first_user_prefix = \"\" -%}\n {%- set loop_messages = messages -%}\n{%- endif -%}\n{%- for message in loop_messages -%}\n {%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}\n {{ raise_exception(\"Conversation roles must alternate user/assistant/user/assistant/...\") }}\n {%- endif -%}\n {%- if (message['role'] == 'assistant') -%}\n {%- set role = \"model\" -%}\n {%- else -%}\n {%- set role = message['role'] -%}\n {%- endif -%}\n {{ '' + role + '\n' + (first_user_prefix if loop.first else \"\") }}\n {%- if message['content'] is string -%}\n {{ message['content'] | trim }}\n {%- elif message['content'] is iterable -%}\n {%- for item in message['content'] -%}\n {%- if item['type'] == 'image' -%}\n {{ '' }}\n {%- elif item['type'] == 'audio' -%}\n {{ '' }}\n {%- elif item['type'] == 'text' -%}\n {{ item['text'] | trim }}\n {%- endif -%}\n {%- endfor -%}\n {%- else -%}\n {{ raise_exception(\"Invalid content type\") }}\n {%- endif -%}\n {{ '\n' }}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n {{'model\n'}}\n{%- endif -%}\n" +} diff --git a/cpp/gemma_v1/config.json b/cpp/gemma_v1/config.json new file mode 100644 index 0000000000000000000000000000000000000000..f8a0e57bfe06544b173d46156851de2639f85f14 --- /dev/null +++ b/cpp/gemma_v1/config.json @@ -0,0 +1,118 @@ +{ + "architectures": [ + "Gemma3OmniForConditionalGeneration" + ], + "audio_config": { + "activation": "swish", + "activation_checkpointing": { + "interval": 1, + "module": "transformer", + "offload": false + }, + "attention_dim": 1024, + "attention_heads": 16, + "batch_norm": false, + "bias_in_glu": true, + "causal": true, + "chunk_size": -1, + "cnn_layer_norm": true, + "conv_activation": "swish", + "conv_glu_type": "swish", + "depthwise_multiplier": 1, + "depthwise_seperable_out_channel": 1024, + "dropout_rate": 0.0, + "encoder_embedding_config": { + "input_size": 80 + }, + "ext_pw_kernel_size": 1, + "ext_pw_out_channel": 1024, + "input_layer": "nemo_conv", + "input_size": 80, + "kernel_size": 3, + "left_chunk": 18, + "linear_units": 1536, + "nemo_conv_settings": { + "conv_channels": 1024 + }, + "num_blocks": 24, + "relative_attention_bias_args": { + "t5_bias_max_distance": 500, + "type": "t5" + }, + "time_reduction": 8 + }, + "audio_token_index": 262143, + "auto_map": { + "AutoConfig": "configuration_gemma3omni.Gemma3OmniConfig", + "AutoModel": "modeling_gemma3omni.Gemma3OmniForConditionalGeneration" + }, + "boa_token_index": 256001, + "boi_token_index": 255999, + "eoa_token_index": 256002, + "eoi_token_index": 256000, + "eos_token_id": [ + 1, + 106 + ], + "image_token_index": 262144, + "initializer_range": 0.02, + "mm_tokens_per_image": 256, + "model_type": "gemma3omni", + "speech_lora": { + "dp": 0.01, + "layer": "((layers.*self_attn\\.(q|k|v|o)_proj)|(layers.*mlp\\.(gate|up|down)_proj))", + "lora_alpha": 320, + "r": 320, + "use_rslora": true + }, + "text_lora": { + "dp": 0.01, + "layer": "((layers.*self_attn\\.(q|k|v|o)_proj)|(layers.*mlp\\.(gate|up|down)_proj))", + "lora_alpha": 16, + "r": 8, + "use_rslora": true + }, + "text_config": { + "attention_bias": false, + "attention_dropout": 0.0, + "attn_logit_softcapping": null, + "cache_implementation": "hybrid", + "final_logit_softcapping": null, + "head_dim": 256, + "hidden_activation": "gelu_pytorch_tanh", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 10240, + "max_position_embeddings": 131072, + "model_type": "gemma3_text", + "num_attention_heads": 8, + "num_hidden_layers": 34, + "num_key_value_heads": 4, + "query_pre_attn_scalar": 256, + "rms_norm_eps": 1e-06, + "rope_local_base_freq": 10000.0, + "rope_scaling": { + "factor": 8.0, + "rope_type": "linear" + }, + "rope_theta": 1000000.0, + "sliding_window": 1024, + "sliding_window_pattern": 6, + "torch_dtype": "float", + "use_cache": true, + "vocab_size": 262208 + }, + "torch_dtype": "float", + "transformers_version": "4.51.3", + "use_cache": false, + "vision_config": { + "hidden_size": 1152, + "image_size": 896, + "intermediate_size": 4304, + "model_type": "siglip_vision_model", + "num_attention_heads": 16, + "num_hidden_layers": 27, + "patch_size": 14, + "vision_use_head": false + } +} diff --git a/cpp/gemma_v1/configuration_gemma3omni.py b/cpp/gemma_v1/configuration_gemma3omni.py new file mode 100644 index 0000000000000000000000000000000000000000..52d6e4b884b4d8e7788a4533d9549ac635e8d8b4 --- /dev/null +++ b/cpp/gemma_v1/configuration_gemma3omni.py @@ -0,0 +1,206 @@ +from typing import Optional + +from transformers import AutoConfig, Gemma3TextConfig +from transformers.configuration_utils import PretrainedConfig +from transformers.modeling_rope_utils import rope_config_validation +from transformers.utils import logging +from transformers.models.siglip import SiglipVisionConfig + + +logger = logging.get_logger(__name__) + +class AudioConfig(PretrainedConfig): + model_type = "gemma3_audio" + + def __init__( + self, + input_size=80, + attention_dim=1024, + attention_heads=16, + num_blocks=24, + linear_units=1536, + dropout_rate=0.0, + kernel_size=3, + ext_pw_kernel_size=1, + ext_pw_out_channel=1024, + depthwise_seperable_out_channel=1024, + depthwise_multiplier=1, + activation="swish", + conv_activation="swish", + conv_glu_type="swish", + bias_in_glu=True, + causal=True, + batch_norm=False, + cnn_layer_norm=True, + time_reduction=8, + input_layer="nemo_conv", + nemo_conv_settings=None, + chunk_size=-1, + left_chunk=18, + relative_attention_bias_args=None, + activation_checkpointing=None, + encoder_embedding_config=None, + **kwargs + ): + super().__init__(**kwargs) + + self.input_size = input_size + self.attention_dim = attention_dim + self.attention_heads = attention_heads + self.num_blocks = num_blocks + self.linear_units = linear_units + self.dropout_rate = dropout_rate + self.kernel_size = kernel_size + self.ext_pw_kernel_size = ext_pw_kernel_size + self.ext_pw_out_channel = ext_pw_out_channel + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + self.depthwise_multiplier = depthwise_multiplier + self.activation = activation + self.conv_activation = conv_activation + self.conv_glu_type = conv_glu_type + self.bias_in_glu = bias_in_glu + self.causal = causal + self.batch_norm = batch_norm + self.cnn_layer_norm = cnn_layer_norm + self.time_reduction = time_reduction + self.input_layer = input_layer + + if nemo_conv_settings is None: + self.nemo_conv_settings = {"conv_channels": 1024} + else: + self.nemo_conv_settings = nemo_conv_settings + + self.chunk_size = chunk_size + self.left_chunk = left_chunk + + if relative_attention_bias_args is None: + self.relative_attention_bias_args = {"type": "t5", "t5_bias_max_distance": 500} + else: + self.relative_attention_bias_args = relative_attention_bias_args + + if activation_checkpointing is None: + self.activation_checkpointing = {"interval": 1, "module": "transformer", "offload": False} + else: + self.activation_checkpointing = activation_checkpointing + + if encoder_embedding_config is None: + self.encoder_embedding_config = {"input_size": input_size} + else: + self.encoder_embedding_config = encoder_embedding_config + + +class Gemma3OmniConfig(PretrainedConfig): + r""" + This is the configuration class to store the configuration of a [`Gemma3ForConditionalGeneration`]. It is used to instantiate an + Gemma3ForConditionalGeneration according to the specified arguments, defining the model architecture. Instantiating a configuration + with the defaults will yield a similar configuration to that of the PaliGemma-2B. + + e.g. [google/gemma-3-4b](https://huggingface.co/google/gemma-3-4b) + + Configuration objects inherit from [`PretrainedConfig`] and can be used to control the model outputs. Read the + documentation from [`PretrainedConfig`] for more information. + + Args: + text_config (`Union[Gemma3TextConfig, dict]`, *optional*): + The config object of the text backbone. + vision_config (`Union[AutoConfig, dict]`, *optional*): + Custom vision config or dict. + audio_config (`Union[AutoConfig, dict]`, *optional*): + Custom audio config or dict. + mm_tokens_per_image (`int`, *optional*, defaults to 256): + The number of tokens per image embedding. + boi_token_index (`int`, *optional*, defaults to 255999): + The begin-of-image token index to wrap the image prompt. + eoi_token_index (`int`, *optional*, defaults to 256000): + The end-of-image token index to wrap the image prompt. + image_token_index (`int`, *optional*, defaults to 262144): + The image token index to encode the image prompt. + audio_token_index (`int`, *optional*, defaults to 262145): + The audio token index to encode the audio prompt. + initializer_range (`float`, *optional*, defaults to 0.02): + The standard deviation of the truncated_normal_initializer for initializing all weight matrices. + + + Example: + + ```python + >>> from transformers import Gemma3ForConditionalGeneration, Gemma3Config, SiglipVisionConfig, Gemma3TextConfig + + >>> # Initializing a Siglip-like vision config + >>> vision_config = SiglipVisionConfig() + + >>> # Initializing a Siglip-like vision config + >>> audio_config = AudioConfig() + + >>> # Initializing a Gemma3 Text config + >>> text_config = Gemma3TextConfig() + + >>> # Initializing a Gemma3 gemma-3-4b style configuration + >>> configuration = Gemma3Config(vision_config, text_config) + + >>> # Initializing a model from the gemma-3-4b style configuration + >>> model = Gemma3TextConfig(configuration) + + >>> # Accessing the model configuration + >>> configuration = model.config + ```""" + + model_type = "gemma3omni" + sub_configs = { + "text_config": Gemma3TextConfig, + "vision_config": SiglipVisionConfig, + "audio_config": AudioConfig, + } + + def __init__( + self, + text_config: Optional[Gemma3TextConfig] = None, + vision_config: Optional[SiglipVisionConfig] = None, + audio_config: Optional[AudioConfig] = None, + mm_tokens_per_image: int = 256, + boi_token_index: int = 255_999, + eoi_token_index: int = 256_000, + boa_token_index: int = 256_001, + eoa_token_index: int = 256_002, + image_token_index: int = 262_144, + audio_token_index: int = 262_143, + initializer_range: float = 0.02, + **kwargs, + ): + if text_config is None: + text_config = Gemma3TextConfig() + logger.info("text_config is None, using default Gemma3TextConfig vision config.") + elif isinstance(text_config, dict): + text_config = Gemma3TextConfig(**text_config) + + if isinstance(vision_config, dict): + vision_config = SiglipVisionConfig(**vision_config) + else: + vision_config = SiglipVisionConfig() + logger.info( + "vision_config is None or incompatible with Gemma3VisionConfig intialization. Gemma3 will be limited " + "to text tasks." + ) + + if isinstance(audio_config, dict): + audio_config = AudioConfig(**audio_config) + else: + audio_config = AudioConfig() + logger.info( + "audio_config is None or incompatible with Gemma3AudioConfig intialization. Gemma3 will be limited " + "to text tasks." + ) + + self.text_config = text_config + self.vision_config = vision_config + self.audio_config = audio_config + self.mm_tokens_per_image = mm_tokens_per_image + self.boi_token_index = boi_token_index + self.eoi_token_index = eoi_token_index + self.boa_token_index = boa_token_index + self.eoa_token_index = eoa_token_index + self.image_token_index = image_token_index + self.audio_token_index = audio_token_index + self.initializer_range = initializer_range + + super().__init__(**kwargs) \ No newline at end of file diff --git a/cpp/gemma_v1/eval.py b/cpp/gemma_v1/eval.py new file mode 100644 index 0000000000000000000000000000000000000000..982a1fc0b5ac9b8061321c6bdba6e5da97d38878 --- /dev/null +++ b/cpp/gemma_v1/eval.py @@ -0,0 +1,635 @@ +from io import BytesIO +from urllib.request import urlopen +import soundfile +import torch +from datasets import load_dataset, Audio +import numpy as np +from transformers import AutoModel, AutoProcessor, BatchFeature +from tqdm import tqdm +import json +import os +import time +from datetime import datetime +from whisper_normalizer.english import EnglishTextNormalizer +from whisper_normalizer.basic import BasicTextNormalizer +import sacrebleu +from jiwer import cer, wer +from torch.utils.data import Dataset, DataLoader +import soundfile as sf +import re +from pathlib import Path +import opencc +converter = opencc.OpenCC('s2tw.json') +normalizer = { + "en_us" : EnglishTextNormalizer(), + "other" : BasicTextNormalizer() +} + +model_id = "/mnt/jeff/gemma_test" +revision = "main" #"v1.0" + +model = AutoModel.from_pretrained( + model_id, device_map="cuda", revision = revision, trust_remote_code=True +).eval() + +processor = AutoProcessor.from_pretrained( + model_id, revision = revision, trust_remote_code=True +) + +results_dir = f"evaluation_results_{datetime.now().strftime('%Y%m%d_%H%M%S')}" +os.makedirs(results_dir, exist_ok=True) + + +INSTRUCTION = { + "ast": "Translate the audio to {0}.", + "asr": "Transcribe the audio clip into text.", +} + +class BaseAudioDataset(Dataset): + def __init__(self, processor, split, sampling_rate=16000, debug=False): + self.processor = processor + self.training = "train" in split + self.debug = debug + self.sampling_rate = sampling_rate + self.name = "" + + def set_dataset_name(self, name): + self.name = name + + @staticmethod + def filter_corrupted_files(data, audio_field, text_fields, dataset_name, sampling_rate=16000, debug=True): + original_size = len(data) + + data = data.cast_column(audio_field, Audio(decode=False)) + + def identify_corrupted_files(example): + try: + sf.read(example[audio_field]["path"]) + + for field in text_fields: + if example[field].replace('"', '') == "": + return False + return True + except Exception: + return False + + data = data.filter(identify_corrupted_files, num_proc=16) + validated_size = len(data) + + data = data.cast_column(audio_field, Audio(sampling_rate=sampling_rate, decode=True)) + + + return data + + @staticmethod + def filter_by_audio_length(data, audio_field, min_sec=2, max_sec=20, debug=True): + original_size = len(data) + + def filter_audio_by_length(example): + try: + audio = example[audio_field]['array'] + channel = 1 + if hasattr(audio, 'ndim') and audio.ndim > 1: + channel = audio.ndim + audio = audio.squeeze() + audio_length = len(audio) / example[audio_field]['sampling_rate'] / channel + return min_sec <= audio_length <= max_sec + except Exception as e: + return False + + data = data.filter(filter_audio_by_length, num_proc=16) + filtered_size = len(data) + + return data + + def prepare_model_inputs(self, audio_array, instruction, answer_text): + user_message = { + 'role': 'user', + 'content': '' + instruction, + } + prompt = self.processor.tokenizer.apply_chat_template( + [user_message], tokenize=False, add_generation_prompt=True, add_bos=True + ) + + inputs = self.processor( + text=prompt, + audio=[audio_array], + add_special_tokens=False, + return_tensors='pt' + ) + + input_ids = inputs.input_ids + token_type_ids = inputs.token_type_ids + + return { + 'input_ids': input_ids, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + 'answer': answer_text, + } + + +# Libri Speech Dataset Class +class LibriSpeechDataset(BaseAudioDataset): + def __init__(self, processor, subset, split, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"LibriSpeech_{subset}") + # only ASR + self.ast = False + self.lang = "en" + + # load dataset + self.data = load_dataset("openslr/librispeech_asr", + subset, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + # Instruction Setting + self.instruction = INSTRUCTION["asr"] + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + # Libri Speech is only for ASR + answer_text = data["text"].replace('"', '') + + return self.prepare_model_inputs( + data["audio"]["array"], + INSTRUCTION["asr"], + answer_text + ) + +# common_voice_16_1 dataset +class CommonVoiceDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"CommonVoice_{source_lang}") + # only ASR + self.ast = False + self.lang=source_lang + + # load dataset + self.data = load_dataset("mozilla-foundation/common_voice_16_1", + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + def prepare_dataset(batch): + """Function to preprocess the dataset with the .map method""" + transcription = batch["sentence"] + + if transcription.startswith('"') and transcription.endswith('"'): + # we can remove trailing quotation marks as they do not affect the transcription + transcription = transcription[1:-1] + + if transcription[-1] not in [".", "?", "!"]: + # append a full-stop to sentences that do not end in punctuation + transcription = transcription + "." + + batch["sentence"] = transcription + + return batch + self.data=self.data.map(prepare_dataset, desc="preprocess dataset") + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + # Instruction Setting + self.instruction = INSTRUCTION["asr"] + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + answer_text = data["sentence"] + return self.prepare_model_inputs( + data["audio"]["array"], + INSTRUCTION["asr"], + answer_text + ) + + +# Fleurs Dataset Class +class FleursDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, target_lang=None, + mode="asr", sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name("Fleurs") + # Mode Setting (ASR or AST) + if mode not in ["asr", "ast"]: + raise ValueError("mode must be 'asr' or 'ast'.") + + self.mode = mode + self.ast = (mode == "ast") + self.source_lang = source_lang + + # Language name mapping (expand if needed) + self.lang_names = { + 'en_us': 'English', 'cmn_hans': 'Mandarin Chinese' + } + + # load dataset - source language dataset + self.data = load_dataset("google/fleurs", + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + def prepare_dataset(batch): + import opencc + converter = opencc.OpenCC('s2tw.json') + if self.ast: + translation = converter.convert(batch["translation"]) + batch["translation"] = translation + else: + transcription = converter.convert(batch["transcription"]) + batch["transcription"] = transcription + + return batch + if (source_lang=="cmn_hans_cn" and not self.ast) or (self.ast and target_lang=="cmn_hans_cn"): + self.data=self.data.map(prepare_dataset, desc="preprocess dataset") + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + self.target_lang_name = "" + # When AST mode, load target language dataset. + if self.ast: + if target_lang is None: + raise ValueError("AST mode requires target_lang.") + + self.target_lang = target_lang + self.lang = f"{source_lang}_{target_lang}" + + # load dataset - target language dataset (for translation) + target_data = load_dataset("google/fleurs", + target_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + + source_dict = {item['id']: item for item in self.data} + target_dict = {item['id']: item for item in target_data} + + # only Common ID, add translation fields + common_ids = set(source_dict.keys()) & set(target_dict.keys()) + print(f"FLEURS AST Common data filtering: {len(self.data)} -> {len(common_ids)}") + self.data = [ + {**source_dict[id], 'translation': target_dict[id]['transcription']} + for id in common_ids + ] + + # Instruction Setting - use target language name + self.target_lang_name = self.lang_names.get(target_lang, target_lang.capitalize()) + self.instruction = INSTRUCTION["ast"] + else: + # ASR mode + self.lang = source_lang + self.instruction = INSTRUCTION["asr"] + + if self.debug: + print(f"FLEURS dataset loaded: {self.mode.upper()} mode") + print(f"source lang: {source_lang} ({self.lang_names.get(source_lang, source_lang)})") + if self.ast: + print(f"target lang: {target_lang} ({self.lang_names.get(target_lang, target_lang)})") + print(f"dataset size: {len(self.data)}") + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + audio_array = data["audio"]["array"] + + if self.ast: + answer_text = data["translation"] + else: + answer_text = data["transcription"] + + return self.prepare_model_inputs( + audio_array, + self.instruction.format(self.target_lang_name), + answer_text + ) + +def pad_sequence(sequences, padding_side='left', padding_value=0): + """ + Pad a list of sequences to the same length. + sequences: list of tensors in [seq_len, *] shape + """ + assert padding_side in ['right', 'left'] + max_size = sequences[0].size() + trailing_dims = max_size[1:] + max_len = max(len(seq) for seq in sequences) + batch_size = len(sequences) + output = sequences[0].new_full((batch_size, max_len) + trailing_dims, padding_value) + for i, seq in enumerate(sequences): + length = seq.size(0) + if padding_side == 'right': + output.data[i, :length] = seq + else: + output.data[i, -length:] = seq + return output + +def cat_with_pad(tensors, dim, padding_value=0): + """ + cat along dim, while pad to max for all other dims + """ + ndim = tensors[0].dim() + assert all( + t.dim() == ndim for t in tensors[1:] + ), 'All tensors must have the same number of dimensions' + + out_size = [max(t.shape[i] for t in tensors) for i in range(ndim)] + out_size[dim] = sum(t.shape[dim] for t in tensors) + output = tensors[0].new_full(out_size, padding_value) + + index = 0 + for t in tensors: + # Create a slice list where every dimension except dim is full slice + slices = [slice(0, t.shape[d]) for d in range(ndim)] + # Update only the concat dimension slice + slices[dim] = slice(index, index + t.shape[dim]) + + output[slices] = t + index += t.shape[dim] + + return output + +def covost_collate_fn(batch): + input_ids_list = [] + input_audio_embeds_list = [] + audio_embed_sizes_list = [] + audio_attention_mask_list = [] + input_modes_list = [] + answer_list = [] + for inputs in batch: + input_ids_list.append(inputs['input_ids'][0]) + input_audio_embeds_list.append(inputs['input_audio_embeds']) + audio_embed_sizes_list.append(inputs['audio_embed_sizes']) + audio_attention_mask_list.append( + inputs['input_audio_embeds'].new_full((inputs['input_audio_embeds'].size(1),), True, dtype=torch.bool) + ) + input_modes_list.append(inputs['input_modes']) + answer_list.append(inputs['answer']) + + try: + input_ids = pad_sequence(input_ids_list, padding_side='left', padding_value=0) + audio_attention_mask = ( + pad_sequence(audio_attention_mask_list, padding_side='right', padding_value=False) + if len(audio_attention_mask_list) > 1 + else None + ) + except Exception as e: + print(e) + print(input_ids_list) + print(audio_attention_mask) + raise + attention_mask = (input_ids != 0).long() + input_audio_embeds = cat_with_pad(input_audio_embeds_list, dim=0) + audio_embed_sizes = torch.cat(audio_embed_sizes_list) + input_modes = torch.cat(input_modes_list) + + return BatchFeature( + { + 'input_ids': input_ids, + 'attention_mask': attention_mask, + 'input_audio_embeds': input_audio_embeds, + 'audio_embed_sizes': audio_embed_sizes, + 'audio_attention_mask': audio_attention_mask, + 'input_modes': input_modes, + 'answer': answer_list, + } + ) + +def save_results(results, dataset_name, task, source_lang, target_lang=None, sample_idx=None): + filename = f"{task}_{dataset_name}_{source_lang}" + if target_lang: + filename += f"_to_{target_lang}" + if sample_idx is not None: + filename += f"_sample_{sample_idx}" + + filepath = os.path.join(results_dir, f"{filename}.json") + + results["timestamp"] = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + + with open(filepath, 'w', encoding='utf-8') as f: + json.dump(results, f, ensure_ascii=False, indent=2) + + return filepath + +def evaluate_task(dataset, source_lang, target_lang, num_samples=-1, batch_size = 4, is_asr=True): + task_type = "asr" if is_asr else "translation" + eval_lang = source_lang if is_asr else target_lang + if eval_lang in normalizer: + eval_normalizer = normalizer[eval_lang] + else: + eval_normalizer = normalizer['other'] + sample_results = [] + + if num_samples > 0 and num_samples < len(dataset): + indices = np.random.choice(len(dataset), num_samples, replace=False) + dataset = dataset.select(indices) + + dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=False, collate_fn=covost_collate_fn) + + evaluated_samples = {} + + for batch_idx, batch in enumerate(tqdm(dataloader)): + batch_references = batch.pop("answer") + + if torch.cuda.is_available(): + try: + batch = {k: v.to("cuda") for k, v in batch.items()} + except: + print('error') + break + + with torch.inference_mode(): + generate_ids = model.generate(**batch, + max_new_tokens=256, + #temperature = 1.0, top_p = 0.95, top_k = 64, do_sample=True + ) + + input_lengths = batch['input_ids'].shape[1] + generate_ids = generate_ids[:, input_lengths:] + + batch_predictions = processor.batch_decode( + generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False + ) + + for i, (reference, prediction) in enumerate(zip(batch_references, batch_predictions)): + idx = batch_idx * batch_size + i + sample_result = { + "id": idx, + "reference": reference, + "prediction": converter.convert(prediction) + } + sample_results.append(sample_result) + + if (batch_idx + 1) % 10 == 0: + temp_results = [] + + for item in sample_results: + sample_id = item["id"] + + if sample_id in evaluated_samples: + temp_item = item.copy() + temp_item.update(evaluated_samples[sample_id]) + temp_results.append(temp_item) + else: + temp_item = item.copy() + try: + ref = eval_normalizer(item["reference"]) + pred = eval_normalizer(item["prediction"]) + + # BLEU, WER/CER + utt_bleu = sacrebleu.sentence_bleu(pred, [ref]).score + utt_cer = round(cer(re.sub(r"\s+", "", ref), re.sub(r"\s+", "", pred)) * 100, 2) + utt_wer = round(wer(ref, pred) * 100, 2) + + metrics = { + "bleu": utt_bleu, + "cer": min(100,utt_cer), + "wer": utt_wer + } + + evaluated_samples[sample_id] = metrics + temp_item.update(metrics) + except Exception as e: + print(f"Error evaluating sample {sample_id}: {e}") + metrics = { + "bleu": 0, + "cer": 100, + "wer": 100, + "error": str(e) + } + evaluated_samples[sample_id] = metrics + temp_item.update(metrics) + + temp_results.append(temp_item) + + partial_results = { + "task": task_type, + "source_lang": source_lang, + "target_lang": target_lang, + "num_samples": len(temp_results), + "sample_results": temp_results + } + save_results(partial_results, dataset.name, task_type, source_lang, target_lang) + + for item in sample_results: + ref = eval_normalizer(item["reference"]) + pred = eval_normalizer(item["prediction"]) + + utt_bleu = sacrebleu.sentence_bleu(pred, [ref]).score + utt_cer = round(cer(re.sub(r"\s+", "", ref), re.sub(r"\s+", "", pred)) * 100, 2) + utt_wer = round(wer(ref, pred) * 100, 2) + + item.update({ + "bleu": utt_bleu, + "cer": min(100,utt_cer), + "wer": utt_wer + }) + + avg_bleu = sum(item["bleu"] for item in sample_results) / len(sample_results) + avg_cer = sum(item["cer"] for item in sample_results) / len(sample_results) + avg_wer = sum(item["wer"] for item in sample_results) / len(sample_results) + + results = { + "dataset": dataset.name, + "task": task_type, + "source_lang": source_lang, + "target_lang": target_lang, + "num_samples": len(sample_results), + "metrics": { + "bleu": avg_bleu, + "cer": avg_cer, + "wer": avg_wer + }, + "sample_results": sample_results + } + + save_results(results, dataset.name, task_type, source_lang, target_lang) + return results + + +if __name__ == "__main__": + + source_languages = [ + ("en_us", "English"), + ] + + target_languages = [ + ("zh-TW", "zh-TW"), + ] + + num_samples = -1 + batch_size = 32 + + for source_lang, target_lang in zip(source_languages, target_languages): + print(f"\n===== {source_lang[0]} ASR =====") + + split = "test" + + datasets = [] + + + + commonvoice_speech_tw = CommonVoiceDataset( + processor=processor, + source_lang="zh-TW", + split=split + ) + datasets.append(commonvoice_speech_tw) + fleurs = FleursDataset( + processor=processor, + split=split, + source_lang="en_us", # English + mode="asr" + ) + datasets.append(fleurs) + + # Libri Speech Clean ASR mode (English -> English text) + # libri_speech_clean = LibriSpeechDataset( + # processor=processor, + # subset="clean", + # split=split + # ) + # datasets.append(libri_speech_clean) + + # # Libri Speech Other ASR mode (English -> English text) + # libri_speech_other = LibriSpeechDataset( + # processor=processor, + # subset="other", + # split=split + # ) + # datasets.append(libri_speech_other) + + # Fleurs ASR mode (English -> English text) + + + for dataset in datasets: + # ASR + asr_results = evaluate_task(dataset, source_lang[0], target_lang[0], num_samples, batch_size=batch_size, is_asr = True) + + print(f"\n=== {asr_results.get('dataset', 'Dataset')} | {source_lang[0]} ASR===") + print(f"BLEU: {asr_results.get('metrics', {}).get('bleu', 'N/A')}") + print(f"WER: {asr_results.get('metrics', {}).get('wer', 'N/A')}") + print(f"CER: {asr_results.get('metrics', {}).get('cer', 'N/A')}") \ No newline at end of file diff --git a/cpp/gemma_v1/eval_multiturn.ipynb b/cpp/gemma_v1/eval_multiturn.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..20515ee7244969073fee734ad10da34dc92e1386 --- /dev/null +++ b/cpp/gemma_v1/eval_multiturn.ipynb @@ -0,0 +1,4679 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/jeff/huggingface/modules/transformers_modules/speech_conformer_encoder.py:2775: FutureWarning: Please specify CheckpointImpl.NO_REENTRANT as CheckpointImpl.REENTRANT will soon be removed as the default and eventually deprecated.\n", + " lambda i: encoder_checkpoint_wrapper(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "######################## speech lora #############\n", + "######################## text lora #############\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "006eba05c9d04065b7a4ec9159e7e4c4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Loading checkpoint shards: 0%| | 0/3 [00:0010:break\n", + "avg_cer_o = sum(a['cer_o'] for a in all_output)/len(all_output)\n", + "avg_cer_t = sum(a['cer_t'] for a in all_output)/len(all_output)\n", + "print('total',len(all_output))\n", + "print('avg_cer_o',avg_cer_o)\n", + "print('avg_cer_t',avg_cer_t)\n", + "print('transcribe_error & rate',transcribe_error,',',transcribe_error/len(all_output))\n", + "print('output_error & rate',output_error,',',output_error/len(all_output))\n", + "print('format_error',format_error)\n", + "print('total_func_call',total_func_call)\n", + "print('func_error & rate',func_error,',',func_error/total_func_call)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26987044-breezyvoice-01789.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19324340-breezyvoice-01790.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26743189-breezyvoice-01791.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 去市政府捷運站接人;\\nGPT output is : 請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '\\nUser transcribe is : 去市政府捷運站接Emily;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer_o': 100,\n", + " 'cer_t': 50.0}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19313207-breezyvoice-01793.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : 請問要去哪裡接Emily呢',\n", + " 'cer_o': 45.45,\n", + " 'cer_t': 71.43}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27003818-breezyvoice-01806.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接小白;\\nGPT output is : 請問要去哪裡接小白呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : 請問要去哪裡接Emily呢',\n", + " 'cer_o': 45.45,\n", + " 'cer_t': 71.43}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_25905179-breezyvoice-01855.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接小白;\\nGPT output is : 請問要去哪裡接小白呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢',\n", + " 'cer_o': 18.18,\n", + " 'cer_t': 28.57}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27358623-breezyvoice-01976.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接小白;\\nGPT output is : 請問要去哪裡接小白呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : 請問要去哪裡接Emily呢',\n", + " 'cer_o': 45.45,\n", + " 'cer_t': 71.43}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27358623-breezyvoice-01976.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_24477926-breezyvoice-01977.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去南港車站接人;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': '\\nUser transcribe is : 我要去南港車站接小白;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 20.0}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26776103-breezyvoice-02001.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_31045905-breezyvoice-02002.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_22007606-breezyvoice-02003.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我等等再處理好了，先這樣;\\nGPT output is : 如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢',\n", + " 'cer_o': 87.5,\n", + " 'cer_t': 84.62}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19324372-breezyvoice-02030.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26775796-breezyvoice-02031.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27166142-breezyvoice-02032.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 不用了;\\nGPT output is : 如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer_o': 100,\n", + " 'cer_t': 100}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_30160540-breezyvoice-02069.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_25042163-breezyvoice-02070.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_30160932-breezyvoice-02071.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19981972-breezyvoice-02072.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 去市政府捷運站接人;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': '\\nUser transcribe is : 去市政府捷運站接人;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer_o': 7.25,\n", + " 'cer_t': 0.0}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_21544641-breezyvoice-02105.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_35101161-breezyvoice-02106.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_24478208-breezyvoice-02107.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 0988-123-456;\\nGPT output is : Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': '\\nUser transcribe is : 0911-222-333;\\nGPT output is : Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer_o': 10.0,\n", + " 'cer_t': 53.85}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_22460722-breezyvoice-02124.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : 請問要去哪裡接Emily呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢',\n", + " 'cer_o': 35.71,\n", + " 'cer_t': 50.0}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19239246-breezyvoice-02133.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : 請問要去哪裡接Emily呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢',\n", + " 'cer_o': 35.71,\n", + " 'cer_t': 50.0}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27358283-breezyvoice-02135.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26947370-breezyvoice-02136.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19251372-breezyvoice-02137.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 不用了;\\nGPT output is : 如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接Emily;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer_o': 100,\n", + " 'cer_t': 100}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_30460669-breezyvoice-02183.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_30423060-breezyvoice-02184.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去寶高園區接小白;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': '\\nUser transcribe is : 我要去寶高園區接Emily;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer_o': 7.46,\n", + " 'cer_t': 45.45}" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for a in all_output:\n", + " if a['cer_o']!=0 or a['cer_t']!=0: \n", + " display(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18855684-breezyvoice-01778.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去寶高園區接人;\\nGPT output is : 請問你要去寶高園區接誰？\\n',\n", + " 'output': '\\nUser transcribe is : 我要去寶高園區接人;\\nGPT output is : 請問你要去寶高園區接誰？',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18855684-breezyvoice-01778.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19322743-breezyvoice-01779.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 不用了;\\nGPT output is : 如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '\\nUser transcribe is : 不用了;\\nGPT output is : 如果還有其他需要，請隨時告訴我！',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_21943594-breezyvoice-01780.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去南港車站接阿德;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': '\\nUser transcribe is : 我要去南港車站接阿德;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_21943594-breezyvoice-01780.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_24478135-breezyvoice-01781.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 0911-222-333;\\nGPT output is : Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': '\\nUser transcribe is : 0911-222-333;\\nGPT output is : Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18935352-breezyvoice-01782.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去南港車站接人;\\nGPT output is : 請問你要去南港車站接誰？\\n',\n", + " 'output': '\\nUser transcribe is : 我要去南港車站接人;\\nGPT output is : 請問你要去南港車站接誰？',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18935352-breezyvoice-01782.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_31451664-breezyvoice-01783.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去寶高園區接人;\\nGPT output is : 請問你要去寶高園區接誰？\\n',\n", + " 'output': '\\nUser transcribe is : 我要去寶高園區接人;\\nGPT output is : 請問你要去寶高園區接誰？',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18935352-breezyvoice-01782.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_31451664-breezyvoice-01783.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_30583587-breezyvoice-01784.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_19877494-breezyvoice-01785.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去寶高園區接阿德;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': '\\nUser transcribe is : 我要去寶高園區接阿德;\\nGPT output is : Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26944235-breezyvoice-01786.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26944235-breezyvoice-01786.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18670301-breezyvoice-01787.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢\\n',\n", + " 'output': '\\nUser transcribe is : 我要去接阿德;\\nGPT output is : 請問要去哪裡接阿德呢',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26944235-breezyvoice-01786.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_18670301-breezyvoice-01787.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27003734-breezyvoice-01788.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 不用了;\\nGPT output is : 如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '\\nUser transcribe is : 不用了;\\nGPT output is : 如果還有其他需要，請隨時告訴我！',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0},\n", + " {'audio_path': [['/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_26987044-breezyvoice-01789.wav']],\n", + " 'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n\\n\\n\\n\\n\\nmodel\\n',\n", + " 'label': '\\nUser transcribe is : 去市政府捷運站接人;\\nGPT output is : 請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '\\nUser transcribe is : 去市政府捷運站接人;\\nGPT output is : 請問你要去市政府捷運站接誰？',\n", + " 'cer_o': 0.0,\n", + " 'cer_t': 0.0}]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "pickup_dataset = MultiturnAudioDataset(split='eval',text_only=True,processor=processor,json_path='/mnt/jeff/InCar/data/multiturn_data/pickup_processed.json')\n", + "dataloader = DataLoader(pickup_dataset, batch_size=1, shuffle=False, collate_fn=covost_collate_fn)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# for batch_idx, batch in enumerate(tqdm(dataloader)):\n", + "# batch_inputs = processor.batch_decode(\n", + "# batch['input_ids'], skip_special_tokens=True, \n", + "# clean_up_tokenization_spaces=False\n", + "# )\n", + "# batch_references = processor.batch_decode(\n", + "# batch['labels'], skip_special_tokens=True, clean_up_tokenization_spaces=False\n", + "# )\n", + "# print('input',batch_inputs)\n", + "# print('label',batch_references)\n", + "# print('-----------------')\n", + "# if batch_idx>5:break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 955/955 [47:04<00:00, 2.96s/it] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 955\n", + "total_error & rate 3 0.0031413612565445027\n", + "avg_cer 0.25132984293193716\n", + "total_func_call 375\n", + "func_error & rate 2 , 0.005333333333333333\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "func_error = 0\n", + "total_func_call = 0\n", + "total_error = 0\n", + "all_output_text = []\n", + "remove_sign = lambda x:x.replace('User transcribe is','').replace('GPT output is','').replace('\\n','').\\\n", + " replace(' ','').replace('?','').replace('？','').replace('!','').replace('。','').\\\n", + " replace('.','').replace('！','')\n", + "for batch_idx, batch in enumerate(tqdm(dataloader)):\n", + " batch = {k: v.to(\"cuda\") for k, v in batch.items() if type(v)!=type(None)}\n", + " with torch.inference_mode():\n", + " \n", + " generate_ids = model.generate(**batch, \n", + " max_new_tokens=256,\n", + " temperature = 0.001, top_p = 0.95, top_k = 64, do_sample=True\n", + " )\n", + " batch_inputs = processor.batch_decode(\n", + " generate_ids[:, :batch['input_ids'].shape[1]], skip_special_tokens=True, \n", + " clean_up_tokenization_spaces=False\n", + " )\n", + " batch_predictions = processor.batch_decode(\n", + " generate_ids[:, batch['input_ids'].shape[1]:], skip_special_tokens=True, \n", + " clean_up_tokenization_spaces=False\n", + " )\n", + " batch_references = processor.batch_decode(\n", + " batch['labels'], skip_special_tokens=True, clean_up_tokenization_spaces=False\n", + " )\n", + " for inp,label,output in zip(batch_inputs,batch_references,batch_predictions):\n", + " \n", + " cer_o = min(100,round(cer(re.sub(r\"\\s+\", \"\", label), re.sub(r\"\\s+\", \"\", output)) * 100, 2))\n", + " all_output_text.append({\n", + " 'input':inp,\n", + " 'label':label,\n", + " 'output':output,\n", + " 'cer':cer_o,\n", + " })\n", + " if 'Action:' in label:\n", + " func_error+=(label!=output)\n", + " total_func_call+=1\n", + "avg_cer = sum(a['cer'] for a in all_output_text)/len(all_output_text)\n", + "total_error = sum(a['cer']!=0 for a in all_output_text)\n", + "print('total',len(all_output_text))\n", + "print('total_error & rate',total_error,total_error/len(all_output_text))\n", + "print('avg_cer',avg_cer)\n", + "print('total_func_call',total_func_call)\n", + "print('func_error & rate',func_error,',',func_error/total_func_call)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 92.96}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 97.06}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 50.0}" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for a in all_output_text:\n", + " if a['cer']!=0:\n", + " display(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 11.11},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去南港車站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n去寶高園區接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n',\n", + " 'label': '請問要去哪裡接小白呢\\n',\n", + " 'output': '請問要去哪裡接小白呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接小白\\nmodel\\n請問要去哪裡接小白呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 7.04},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n去市政府捷運站接人\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n',\n", + " 'label': '最近早晚溫差滿大的，要注意保暖\\n',\n", + " 'output': '最近早晚溫差滿大的，要注意保暖',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n最近天氣好像變涼了欸\\nmodel\\n最近早晚溫差滿大的，要注意保暖\\nuser\\n我等等再處理好了，先這樣\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n',\n", + " 'label': '請問要去哪裡接阿德呢\\n',\n", + " 'output': '請問要去哪裡接阿德呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接阿德\\nmodel\\n請問要去哪裡接阿德呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n',\n", + " 'label': '請問你要去寶高園區接誰？\\n',\n", + " 'output': '請問你要去寶高園區接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接人\\nmodel\\n請問你要去寶高園區接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0988-123-456\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n',\n", + " 'label': '請問你要去市政府捷運站接誰？\\n',\n", + " 'output': '請問你要去市政府捷運站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接人\\nmodel\\n請問你要去市政府捷運站接誰？\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"destination\": \"寶高園區\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知Emily 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n',\n", + " 'label': '請問要去哪裡接Emily呢\\n',\n", + " 'output': '請問要去哪裡接Emily呢',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去接Emily\\nmodel\\n請問要去哪裡接Emily呢\\nuser\\n不用了\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知小白 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知小白 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0931-341-314\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知小白 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"destination\": \"寶高園區\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去南港車站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去寶高園區接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"寶高園區\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"\", \"destination\": \"寶高園區\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「小白」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0911-222-333\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\"}\\ntool\\n{\"result\": \"已儲存小白的電話：0911-222-333\"}\\nmodel\\n好的，已為您設定導航至寶高園區，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接小白\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"小白\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"小白\", \"phone\": \"0911-222-333\", \"destination\": \"市政府捷運站\", \"address\": \"台北市南港區經貿二路66號\", \"gps\": \"25.0478,121.5319\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知小白 0911-222-333，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"小白\", \"phone\": \"0911-222-333\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n',\n", + " 'label': '請問你要去南港車站接誰？\\n',\n", + " 'output': '請問你要去南港車站接誰？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n',\n", + " 'label': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n去南港車站接人\\nmodel\\n請問你要去南港車站接誰？\\nuser\\n我要去南港車站接Emily\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"Emily\", \"destination\": \"南港車站\"}\\ntool\\n{\"name\": \"Emily\", \"phone\": \"\", \"destination\": \"南港車站\", \"address\": \"台北市松山區市民大道四段102號\", \"gps\": \"25.0330,121.5645\"}\\nmodel\\n找不到「Emily」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0988-123-456\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\"}\\ntool\\n{\"result\": \"已儲存Emily的電話：0988-123-456\"}\\nmodel\\n好的，已為您設定導航至南港車站，我已通知Emily 0988-123-456，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"Emily\", \"phone\": \"0988-123-456\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\n',\n", + " 'label': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'output': 'Action: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n',\n", + " 'label': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\n',\n", + " 'output': '找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\n',\n", + " 'label': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'output': 'Action: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n',\n", + " 'label': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\n',\n", + " 'output': '好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\n',\n", + " 'label': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'output': 'Action: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\n',\n", + " 'cer': 0.0},\n", + " {'input': 'user\\nYou have access to the following tools:\\n> Tool Name: get_phonebook\\nTool Description: 查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\\nTool Args:\\n - name (string, required): name參數\\n\\n> Tool Name: message_update\\nTool Description: 更新乘客通知簡訊內容\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n - message (string, required): message參數\\n\\n> Tool Name: save_phonebook\\nTool Description: 儲存新聯絡人資訊到通訊錄\\nTool Args:\\n - name (string, required): name參數\\n - phone (string, required): phone參數\\n\\nUse the following format if using a tool:\\n```\\nAction: tool name (one of [get_phonebook, message_update, save_phonebook])\\nAction Input: the input to the tool, in a JSON format representing the kwargs (e.g. ```{\"input\": \"hello world\", \"num_beams\": 5}```)\\n```\\n\\n\\n我要去市政府捷運站接阿德\\nmodel\\nAction: get_phonebook\\nAction Input: {\"name\": \"阿德\", \"destination\": \"市政府捷運站\"}\\ntool\\n{\"name\": \"阿德\", \"phone\": \"\", \"destination\": \"市政府捷運站\", \"address\": \"台北市信義區信義路五段7號\", \"gps\": \"25.05054,121.5769\"}\\nmodel\\n找不到「阿德」在通訊錄中，請問要通知哪一個手機號碼呢？\\nuser\\n0931-341-314\\nmodel\\nAction: save_phonebook\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\"}\\ntool\\n{\"result\": \"已儲存阿德的電話：0931-341-314\"}\\nmodel\\n好的，已為您設定導航至市政府捷運站，我已通知阿德 0931-341-314，接駁任務已發送。\\ntool\\n系統推估車輛約 5 分鐘後抵達\\nmodel\\nAction: message_update\\nAction Input: {\"name\": \"阿德\", \"phone\": \"0931-341-314\", \"message\": \"車輛將於 5 分鐘後抵達\"}\\ntool\\n{\"result\": \"接駁任務已完成\"}\\nmodel\\n',\n", + " 'label': '如果還有其他需要，請隨時告訴我！\\n',\n", + " 'output': '如果還有其他需要，請隨時告訴我！',\n", + " 'cer': 0.0}]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_output_text" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['user\\n\\n\\n\\n\\nTranscribe the audio clip into text.\\nmodel\\n屏東縣九如鄉民生路']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aud = [\n", + " # '/mnt/jeff/InCar/data/tw_data/taiwan_location-srdc_tts-20250529/common_voice_16_1-TW/taiwan_location-srdc_tts-20250529-common_voice_16_1-TW-common_voice_zh-TW_17372022-breezyvoice-05137.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_24478208-breezyvoice-02107.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_27358623-breezyvoice-01976.wav',\n", + " '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_30423060-breezyvoice-02184.wav'\n", + " ]\n", + "aduio_arr = torchaudio.load(aud[0])\n", + "prompt = \"Transcribe the audio clip into text.\"\n", + "inp = pickup_dataset.prepare_model_inputs(aduio_arr[0],prompt,\"\")\n", + "inp = {k:v.to('cuda') for k,v in inp.items()}\n", + "generate_ids = model.generate(**inp, \n", + "max_new_tokens=256,\n", + "temperature = 0.001, top_p = 0.95, top_k = 64, do_sample=True\n", + ")\n", + "\n", + "input_lengths = inp['input_ids'].shape[1]\n", + "\n", + "batch_predictions = processor.batch_decode(\n", + " generate_ids[:, input_lengths:], skip_special_tokens=True, clean_up_tokenization_spaces=False\n", + ")\n", + "processor.batch_decode(\n", + " generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "!cp '/mnt/jeff/InCar/data/multiturn_data/pickup_breezy/pickup_breezy-common_voice_zh-TW_24478208-breezyvoice-02107.wav' ." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/cpp/gemma_v1/eval_multiturn.py b/cpp/gemma_v1/eval_multiturn.py new file mode 100644 index 0000000000000000000000000000000000000000..a86f342b499f1a9ecbac025cf0f3ed47f790a77e --- /dev/null +++ b/cpp/gemma_v1/eval_multiturn.py @@ -0,0 +1,211 @@ +from io import BytesIO +from urllib.request import urlopen +import soundfile +import torch +from datasets import load_dataset, Audio +import numpy as np +from transformers import AutoModel, AutoProcessor, BatchFeature +from tqdm import tqdm +import json +import os +import time +from datetime import datetime +from whisper_normalizer.english import EnglishTextNormalizer +from whisper_normalizer.basic import BasicTextNormalizer +import sacrebleu +from jiwer import cer, wer +from torch.utils.data import Dataset, DataLoader +import soundfile as sf +import re +from pathlib import Path +import opencc +from ASRDataset import * + +converter = opencc.OpenCC('s2tw.json') +normalizer = { + "en_us" : EnglishTextNormalizer(), + "other" : BasicTextNormalizer() +} + +model_id = "/mnt/jeff/gemma_test" +revision = "main" #"v1.0" + +model = AutoModel.from_pretrained( + model_id, device_map="cuda", revision = revision, trust_remote_code=True +).eval() + +processor = AutoProcessor.from_pretrained( + model_id, revision = revision, trust_remote_code=True +) + +results_dir = f"evaluation_results_{datetime.now().strftime('%Y%m%d_%H%M%S')}" +os.makedirs(results_dir, exist_ok=True) + + +INSTRUCTION = { + "ast": "Translate the audio to {0}.", + "asr": "Transcribe the audio clip into text.", +} + + + +def save_results(results, dataset_name, task, source_lang, target_lang=None, sample_idx=None): + filename = f"{task}_{dataset_name}_{source_lang}" + if target_lang: + filename += f"_to_{target_lang}" + if sample_idx is not None: + filename += f"_sample_{sample_idx}" + + filepath = os.path.join(results_dir, f"{filename}.json") + + results["timestamp"] = datetime.now().strftime("%Y-%m-%d %H:%M:%S") + + with open(filepath, 'w', encoding='utf-8') as f: + json.dump(results, f, ensure_ascii=False, indent=2) + + return filepath + +def evaluate_task(dataset): + sample_results = [] + + + dataloader = DataLoader(dataset, batch_size=1, shuffle=False, collate_fn=covost_collate_fn) + + evaluated_samples = {} + + for batch_idx, batch in enumerate(tqdm(dataloader)): + + if torch.cuda.is_available(): + try: + batch = {k: v.to("cuda") for k, v in batch.items()} + except: + print('error') + break + + with torch.inference_mode(): + generate_ids = model.generate(**batch, + max_new_tokens=256, + #temperature = 1.0, top_p = 0.95, top_k = 64, do_sample=True + ) + + input_lengths = batch['input_ids'].shape[1] + generate_ids = generate_ids[:, input_lengths:] + + batch_predictions = processor.batch_decode( + generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False + ) + input_lengths = batch['input_ids'].shape[1] + label_ids = generate_ids[:, input_lengths:] + batch_references = processor.batch_decode( + label_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False + ) + + for i, (reference, prediction) in enumerate(zip(batch_references, batch_predictions)): + idx = batch_idx + i + sample_result = { + "id": idx, + "reference": reference, + "prediction": converter.convert(prediction) + } + sample_results.append(sample_result) + + if (batch_idx + 1) % 10 == 0: + temp_results = [] + + for item in sample_results: + sample_id = item["id"] + + if sample_id in evaluated_samples: + temp_item = item.copy() + temp_item.update(evaluated_samples[sample_id]) + temp_results.append(temp_item) + else: + temp_item = item.copy() + try: + ref = eval_normalizer(item["reference"]) + pred = eval_normalizer(item["prediction"]) + + # BLEU, WER/CER + utt_bleu = sacrebleu.sentence_bleu(pred, [ref]).score + utt_cer = round(cer(re.sub(r"\s+", "", ref), re.sub(r"\s+", "", pred)) * 100, 2) + utt_wer = round(wer(ref, pred) * 100, 2) + + metrics = { + "bleu": utt_bleu, + "cer": min(100,utt_cer), + "wer": utt_wer + } + + evaluated_samples[sample_id] = metrics + temp_item.update(metrics) + except Exception as e: + print(f"Error evaluating sample {sample_id}: {e}") + metrics = { + "bleu": 0, + "cer": 100, + "wer": 100, + "error": str(e) + } + evaluated_samples[sample_id] = metrics + temp_item.update(metrics) + + temp_results.append(temp_item) + + partial_results = { + "task": task_type, + "source_lang": source_lang, + "target_lang": target_lang, + "num_samples": len(temp_results), + "sample_results": temp_results + } + save_results(partial_results, dataset.name, task_type, source_lang, target_lang) + + for item in sample_results: + ref = eval_normalizer(item["reference"]) + pred = eval_normalizer(item["prediction"]) + + utt_bleu = sacrebleu.sentence_bleu(pred, [ref]).score + utt_cer = round(cer(re.sub(r"\s+", "", ref), re.sub(r"\s+", "", pred)) * 100, 2) + utt_wer = round(wer(ref, pred) * 100, 2) + + item.update({ + "bleu": utt_bleu, + "cer": min(100,utt_cer), + "wer": utt_wer + }) + + avg_bleu = sum(item["bleu"] for item in sample_results) / len(sample_results) + avg_cer = sum(item["cer"] for item in sample_results) / len(sample_results) + avg_wer = sum(item["wer"] for item in sample_results) / len(sample_results) + + results = { + "dataset": dataset.name, + "task": task_type, + "source_lang": source_lang, + "target_lang": target_lang, + "num_samples": len(sample_results), + "metrics": { + "bleu": avg_bleu, + "cer": avg_cer, + "wer": avg_wer + }, + "sample_results": sample_results + } + + save_results(results, dataset.name, task_type, source_lang, target_lang) + return results + + +if __name__ == "__main__": + + datasets = [] + pickup_dataset = MultiturnAudioDataset(split='eval',processor=processor,json_path='/mnt/jeff/InCar/data/multiturn_data/pickup_processed.json') + datasets.append(pickup_dataset) + for dataset in datasets: + # ASR + asr_results = evaluate_task(dataset) + + print(f"\n=== {asr_results.get('dataset', 'Dataset')}") + print(f"BLEU: {asr_results.get('metrics', {}).get('bleu', 'N/A')}") + print(f"WER: {asr_results.get('metrics', {}).get('wer', 'N/A')}") + print(f"CER: {asr_results.get('metrics', {}).get('cer', 'N/A')}") \ No newline at end of file diff --git a/cpp/gemma_v1/merge_lora.ipynb b/cpp/gemma_v1/merge_lora.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..1986900688cfb5209e4865f8f47fc5e5a712c1b0 --- /dev/null +++ b/cpp/gemma_v1/merge_lora.ipynb @@ -0,0 +1,119 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from safetensors import safe_open\n", + "\n", + "lora = {}\n", + "with safe_open(\"/data2/bjh/diffusion-pipe/cosmos_test/20250327_02-37-25/epoch5/adapter_model.safetensors\", framework=\"pt\", device='cpu') as f:\n", + " for k in f.keys():\n", + " lora[k] = f.get_tensor(k)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "tensors = {}\n", + "with safe_open(\"/data2/bjh/ComfyUI/models/diffusion_models/Cosmos-1_0-Diffusion-14B-Text2World.safetensors\", framework=\"pt\", device='cpu') as f:\n", + " for k in f.keys():\n", + " tensors[k] = f.get_tensor(k)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1152" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(lora)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "name_lis = []\n", + "for k in lora:\n", + " a = k.split('.')[1:][:-2]\n", + " name = '.'.join(a)\n", + " name_lis.append(name)\n", + "name_lis=set(name_lis)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "new_dic = {}\n", + "for k in tensors:\n", + " name='.'.join(k.split('.')[1:][:-1])\n", + " if name in name_lis:\n", + " a,b = lora['diffusion_model.'+name+'.lora_A.weight'],lora['diffusion_model.'+name+'.lora_B.weight']\n", + " new_dic[k]=tensors[k]+torch.matmul(b,a)\n", + " else:\n", + " new_dic[k]=tensors[k]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from safetensors.torch import save_file\n", + "save_file(new_dic,'test.safetensors')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dp", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + 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transformers.activations import ACT2FN +from transformers.cache_utils import Cache, HybridCache, StaticCache +from transformers.generation import GenerationMixin +from transformers.modeling_flash_attention_utils import FlashAttentionKwargs +from transformers.modeling_outputs import BaseModelOutputWithPast, CausalLMOutputWithPast, ModelOutput +from transformers.modeling_rope_utils import ROPE_INIT_FUNCTIONS +from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS, PreTrainedModel +from transformers.processing_utils import Unpack +from transformers.utils import ( + add_start_docstrings, + add_start_docstrings_to_model_forward, + is_torchdynamo_compiling, + logging, + replace_return_docstrings, +) +from transformers.utils.deprecation import deprecate_kwarg +from transformers import AutoModel, AutoModelForCausalLM + +from transformers.models.gemma3.modeling_gemma3 import Gemma3CausalLMOutputWithPast, Gemma3PreTrainedModel, Gemma3MultiModalProjector + +from transformers import AutoConfig, AutoModelForCausalLM + +from .configuration_gemma3omni import Gemma3OmniConfig +from .speech_conformer_encoder import ConformerEncoder +from enum import Enum +class InputMode(Enum): + LANGUAGE = 0 + VISION = 1 + SPEECH = 2 + VISION_SPEECH = 3 +logger = logging.get_logger(__name__) +_CONFIG_FOR_DOC = "Gemma3OmniConfig" + +@dataclass +class Gemma3OmniCausalLMOutputWithPast(Gemma3CausalLMOutputWithPast): + """ + Multimodal version of `Gemma3CausalLMOutputWithPast`. + Adds audio-specific hidden states. + + Args: + audio_hidden_states (`torch.FloatTensor`, *optional*): + A `torch.FloatTensor` of size `(batch_size, sequence_length, hidden_size)`. + Audio hidden states produced by the audio encoder. + """ + audio_hidden_states: Optional[torch.FloatTensor] = None + + +GEMMA3_START_DOCSTRING = r""" + This model inherits from [`PreTrainedModel`]. Check the superclass documentation for the generic methods the + library implements for all its model (such as downloading or saving, resizing the input embeddings, pruning heads + etc.) + + This model is also a PyTorch [torch.nn.Module](https://pytorch.org/docs/stable/nn.html#torch.nn.Module) subclass. + Use it as a regular PyTorch Module and refer to the PyTorch documentation for all matter related to general usage + and behavior. + + Parameters: + config ([`Gemma3Config`]): + Model configuration class with all the parameters of the model. Initializing with a config file does not + load the weights associated with the model, only the configuration. Check out the + [`~PreTrainedModel.from_pretrained`] method to load the model weights. +""" + + + +GEMMA3_INPUTS_DOCSTRING = r""" + Args: + input_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`): + Indices of input sequence tokens in the vocabulary. Padding will be ignored by default should you provide + it. + + Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and + [`PreTrainedTokenizer.__call__`] for details. + + [What are input IDs?](../glossary#input-ids) + attention_mask (`torch.Tensor` of shape `(batch_size, sequence_length)`, *optional*): + Mask to avoid performing attention on padding token indices. Mask values selected in `[0, 1]`: + + - 1 for tokens that are **not masked**, + - 0 for tokens that are **masked**. + + [What are attention masks?](../glossary#attention-mask) + + Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and + [`PreTrainedTokenizer.__call__`] for details. + + If `past_key_values` is used, optionally only the last `input_ids` have to be input (see + `past_key_values`). + + If you want to change padding behavior, you should read [`modeling_opt._prepare_decoder_attention_mask`] + and modify to your needs. See diagram 1 in [the paper](https://arxiv.org/abs/1910.13461) for more + information on the default strategy. + + - 1 indicates the head is **not masked**, + - 0 indicates the head is **masked**. + position_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*): + Indices of positions of each input sequence tokens in the position embeddings. Selected in the range `[0, + config.n_positions - 1]`. + + [What are position IDs?](../glossary#position-ids) + past_key_values (`Cache` or `tuple(tuple(torch.FloatTensor))`, *optional*): + Pre-computed hidden-states (key and values in the self-attention blocks and in the cross-attention + blocks) that can be used to speed up sequential decoding. This typically consists in the `past_key_values` + returned by the model at a previous stage of decoding, when `use_cache=True` or `config.use_cache=True`. + + Two formats are allowed: + - a [`~cache_utils.Cache`] instance, see our + [kv cache guide](https://huggingface.co/docs/transformers/en/kv_cache); + - Tuple of `tuple(torch.FloatTensor)` of length `config.n_layers`, with each tuple having 2 tensors of + shape `(batch_size, num_heads, sequence_length, embed_size_per_head)`). This is also known as the legacy + cache format. + + The model will output the same cache format that is fed as input. If no `past_key_values` are passed, the + legacy cache format will be returned. + + If `past_key_values` are used, the user can optionally input only the last `input_ids` (those that don't + have their past key value states given to this model) of shape `(batch_size, 1)` instead of all `input_ids` + of shape `(batch_size, sequence_length)`. + inputs_embeds (`torch.FloatTensor` of shape `(batch_size, sequence_length, hidden_size)`, *optional*): + Optionally, instead of passing `input_ids` you can choose to directly pass an embedded representation. This + is useful if you want more control over how to convert `input_ids` indices into associated vectors than the + model's internal embedding lookup matrix. + use_cache (`bool`, *optional*): + If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding (see + `past_key_values`). + output_attentions (`bool`, *optional*): + Whether or not to return the attentions tensors of all attention layers. See `attentions` under returned + tensors for more detail. + output_hidden_states (`bool`, *optional*): + Whether or not to return the hidden states of all layers. See `hidden_states` under returned tensors for + more detail. + return_dict (`bool`, *optional*): + Whether or not to return a [`~utils.ModelOutput`] instead of a plain tuple. + cache_position (`torch.LongTensor` of shape `(sequence_length)`, *optional*): + Indices depicting the position of the input sequence tokens in the sequence. Contrarily to `position_ids`, + this tensor is not affected by padding. It is used to update the cache in the correct position and to infer + the complete sequence length. +""" + +@add_start_docstrings( + "The bare Gemma3 Model outputting raw hidden-states without any specific head on top.", + GEMMA3_START_DOCSTRING, +) +class Gemma3OmniPreTrainedModel(Gemma3PreTrainedModel): + config_class = Gemma3OmniConfig + +@add_start_docstrings( + """The GEMMA3 model which consists of a vision backbone and a language model.""", + GEMMA3_START_DOCSTRING, +) +class Gemma3OmniForConditionalGeneration(Gemma3OmniPreTrainedModel, GenerationMixin): + def __init__(self, config: Gemma3OmniConfig): + super().__init__(config) + self.vision_tower = AutoModel.from_config(config=config.vision_config) + audio_config = config.audio_config.to_diff_dict() + for item in ['transformers_version', 'model_type', 'torch_dtype']: + if item in audio_config: + audio_config.pop(item) + self.audio_tower = ConformerEncoder(**audio_config) + self.audio_tower.post_init({}) + self.audio_tower = self.audio_tower.to(dtype=self.dtype) + self.audio_projector = nn.Sequential( + nn.Linear(in_features=config.audio_config.attention_dim, out_features=config.text_config.hidden_size, bias=True), + nn.GELU(approximate='none'), + nn.Linear(in_features=config.text_config.hidden_size, out_features=config.text_config.hidden_size, bias=True) + ).to(dtype=self.dtype) + + self.multi_modal_projector = Gemma3MultiModalProjector(config) + self.vocab_size = config.text_config.vocab_size + + language_model = AutoModelForCausalLM.from_config(config=config.text_config) + + if language_model._tied_weights_keys is not None: + self._tied_weights_keys = [f"language_model.{k}" for k in language_model._tied_weights_keys] + self.language_model = language_model + + self.pad_token_id = self.config.pad_token_id if self.config.pad_token_id is not None else -1 + self.init_lora() + self.post_init() + + + def init_lora(self): + from peft import LoraConfig, get_peft_model + import warnings + print('######################## speech lora #############') + speech_lora_config = LoraConfig( + r=self.config.speech_lora['r'], + lora_alpha=self.config.speech_lora['lora_alpha'], + target_modules=self.config.speech_lora['layer'], + use_rslora=self.config.speech_lora['use_rslora'], + lora_dropout=self.config.speech_lora['dp'], + task_type="CAUSAL_LM", + ) + self.language_model.model = get_peft_model(self.language_model.model, speech_lora_config, adapter_name="speech") + print('######################## text lora #############') + text_lora_config = LoraConfig( + r=self.config.text_lora['r'], + lora_alpha=self.config.text_lora['lora_alpha'], + target_modules=self.config.text_lora['layer'], + use_rslora=self.config.text_lora['use_rslora'], + lora_dropout=self.config.text_lora['dp'], + task_type="CAUSAL_LM", + ) + self.language_model.model.base_model.active_adapter.append("text") + self.language_model.model.add_adapter("text", text_lora_config) + + def set_lora_adapter(self, adapter_name) -> None: + from peft.tuners.lora.layer import LoraLayer + for module in self.modules(): + if isinstance(module, LoraLayer): + if module.merged: + warnings.warn("Adapter cannot be set when the model is merged. Unmerging the model first.") + module.unmerge() + module.set_adapter(adapter_name) + module._disable_adapters = False + + def unset_lora_adapter(self) -> None: + # Ref: peft/tuners/tuners_utils.py - enable_adapters() + # Ref: peft/tuners/lora/layer.py + from peft.tuners.lora.layer import LoraLayer + for module in self.modules(): + if isinstance(module, LoraLayer): + # disable grads on all adapter layers + # TODO weijian: may use enable_adapters() instead + for layer_name in module.adapter_layer_names: + layer = getattr(module, layer_name) + layer.requires_grad_(False) + module._disable_adapters = True + + def get_input_embeddings(self): + return self.language_model.get_input_embeddings() + + def set_input_embeddings(self, value): + self.language_model.set_input_embeddings(value) + + def get_output_embeddings(self): + return self.language_model.get_output_embeddings() + + def set_output_embeddings(self, new_embeddings): + self.language_model.set_output_embeddings(new_embeddings) + + def set_decoder(self, decoder): + self.language_model.set_decoder(decoder) + + def get_decoder(self): + return self.language_model.get_decoder() + + def _update_causal_mask( + self, + attention_mask, + token_type_ids, + past_key_values, + cache_position, + input_tensor, + is_training: bool = False, + ): + if self.config.text_config._attn_implementation == "flash_attention_2": + return attention_mask + + if attention_mask is not None and attention_mask.dim() == 4: + # In this case we assume that the mask comes already in inverted + # form and requires no inversion or slicing. + return attention_mask + + using_static_cache = isinstance(past_key_values, StaticCache) + min_dtype = torch.finfo(self.dtype).min + inputs_lead_dim, sequence_length = input_tensor.shape[:2] + if using_static_cache: + target_length = past_key_values.get_max_cache_shape() + elif isinstance(past_key_values, HybridCache): + target_length = past_key_values.get_max_cache_shape() + else: + target_length = ( + attention_mask.shape[-1] + if isinstance(attention_mask, torch.Tensor) + else cache_position[0] + sequence_length + 1 + ) + + if attention_mask is not None and attention_mask.dim() == 4: + # In this case we assume that the mask comes already in inverted form and requires no inversion or slicing. + return attention_mask + + causal_mask = torch.full( + (sequence_length, target_length), fill_value=min_dtype, dtype=self.dtype, device=cache_position.device + ) + + # Causal diagonal mask only if training, otherwise attend to the whole prefix. Training-specific attn for prefix is handled below + if sequence_length != 1: + causal_mask = torch.triu(causal_mask, diagonal=1) + + causal_mask *= torch.arange(target_length, device=cache_position.device) > cache_position.reshape(-1, 1) + causal_mask = causal_mask[None, None, :, :].expand(inputs_lead_dim, 1, -1, -1) + + # Apply bidirectional mask on images if token type ids are provided + if token_type_ids is not None and sequence_length != 1: + token_type_mask = token_type_ids.unsqueeze(1) == token_type_ids.unsqueeze(2) + token_type_mask[token_type_ids == 0] = False # if text token do not change anything + token_type_mask = token_type_mask.unsqueeze(1).to(causal_mask.device, dtype=torch.bool) + causal_mask = causal_mask.clone() + causal_mask[:, :, :, :sequence_length] = causal_mask[:, :, :, :sequence_length].masked_fill( + token_type_mask, 0.0 + ) + + if attention_mask is not None: + causal_mask = causal_mask.clone() # copy to contiguous memory for in-place edit + mask_length = attention_mask.shape[-1] + + # Then apply padding mask (will mask pad tokens) + padding_mask = causal_mask[:, :, :, :mask_length] + attention_mask[:, None, None, :].to(causal_mask.device) + padding_mask = padding_mask == 0 + causal_mask[:, :, :, :mask_length] = causal_mask[:, :, :, :mask_length].masked_fill( + padding_mask, min_dtype + ) + + return causal_mask + + def get_image_features(self, pixel_values: torch.Tensor) -> torch.Tensor: + """ + Projects the last hidden state from the vision model into language model space. + + Args: + pixel_values (`torch.FloatTensor]` of shape `(batch_size, channels, height, width)`) + The tensors corresponding to the input images. + Returns: + image_features (`torch.Tensor`): Image feature tensor of shape `(num_images, image_length, embed_dim)`). + """ + vision_outputs = self.vision_tower(pixel_values=pixel_values).last_hidden_state + image_features = self.multi_modal_projector(vision_outputs) + return image_features + + def get_audio_features(self, input_audio_embeds: torch.FloatTensor, audio_attention_mask: torch.FloatTensor, audio_embed_sizes: torch.FloatTensor): + """ + Projects the last hidden state from the audio model into language model space. + + Args: + audio_inputs (`torch.FloatTensor]` of shape `(batch_size, sequence_length, feature_dim)`) + The tensors corresponding to the input audio features. + + Returns: + audio_features (`torch.Tensor`): Audio feature tensor of shape `(batch_size, audio_length, embed_dim)`). + """ + audio_features, masks = self.audio_tower(input_audio_embeds, audio_attention_mask) + audio_outputs = self.audio_projector(audio_features) + return audio_outputs + + @deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep") + @add_start_docstrings_to_model_forward(GEMMA3_INPUTS_DOCSTRING) + @replace_return_docstrings(output_type=Gemma3OmniCausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC) + def forward( + self, + input_ids: Optional[torch.LongTensor] = None, + pixel_values: Optional[torch.FloatTensor] = None, + input_audio_embeds: torch.FloatTensor = None, + audio_embed_sizes: torch.FloatTensor = None, + audio_attention_mask: torch.FloatTensor = None, + attention_mask: Optional[torch.Tensor] = None, + input_modes: torch.LongTensor = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[Union[List[torch.FloatTensor], Cache]] = None, + token_type_ids: Optional[torch.LongTensor] = None, + cache_position: Optional[torch.LongTensor] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + return_dict: Optional[bool] = None, + logits_to_keep: Union[int, torch.Tensor] = 0, + **lm_kwargs, + ) -> Union[Tuple, Gemma3OmniCausalLMOutputWithPast]: + r""" + labels (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*): + Labels for computing the masked language modeling loss. Indices should either be in `[0, ..., + config.text_config.vocab_size]` or -100 (see `input_ids` docstring). Tokens with indices set to `-100` are ignored + (masked), the loss is only computed for the tokens with labels in `[0, ..., config.text_config.vocab_size]`. + + logits_to_keep (`int` or `torch.Tensor`, *optional*): + If an `int`, compute logits for the last `logits_to_keep` tokens. If `0`, calculate logits for all + `input_ids` (special case). Only last token logits are needed for generation, and calculating them only for that + token can save memory, which becomes pretty significant for long sequences or large vocabulary size. + If a `torch.Tensor`, must be 1D corresponding to the indices to keep in the sequence length dimension. + This is useful when using packed tensor format (single dimension for batch and sequence length). + + Returns: + + Example: + + ```python + >>> from PIL import Image + >>> import requests + >>> from transformers import AutoProcessor, Gemma3ForConditionalGeneration + + >>> model = Gemma3ForConditionalGeneration.from_pretrained("google/gemma-3-4b-it") + >>> processor = AutoProcessor.from_pretrained("google/gemma-3-4b-it") + + >>> messages = [ + ... { + ... "role": "system", + ... "content": [ + ... {"type": "text", "text": "You are a helpful assistant."} + ... ] + ... }, + ... { + ... "role": "user", "content": [ + ... {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/pipeline-cat-chonk.jpeg"}, + ... {"type": "text", "text": "Where is the cat standing?"}, + ... ] + ... }, + ... ] + + >>> inputs = processor.apply_chat_template( + ... messages, + ... tokenizer=True, + ... return_dict=True, + ... return_tensors="pt", + ... add_generation_prompt=True + ... ) + >>> # Generate + >>> generate_ids = model.generate(**inputs) + >>> processor.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0] + "user\nYou are a helpful assistant.\n\n\n\n\n\nWhere is the cat standing?\nmodel\nBased on the image, the cat is standing in a snowy area, likely outdoors. It appears to" + ``` + """ + + if (input_ids is None) ^ (inputs_embeds is not None): + raise ValueError("You must specify exactly one of input_ids or inputs_embeds") + + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + if isinstance(input_modes, torch.Tensor): + # len(input_mode) == num_beams in beam search, and all elements of input_mode should have the same value + input_modes = input_modes.unique() + if len(input_modes) != 1: + raise ValueError("Elements of input_modes should have the same value") + + input_mode = InputMode(input_modes.item()) + + if input_mode in [InputMode.VISION_SPEECH, InputMode.VISION]: + self.unset_lora_adapter() + #self.set_lora_adapter('vision') + #audio_projection_mode = 'vision' + elif input_mode == InputMode.SPEECH: + self.unset_lora_adapter() + self.set_lora_adapter('speech') + #audio_projection_mode = 'speech' + elif input_mode == InputMode.LANGUAGE: + self.unset_lora_adapter() + self.set_lora_adapter('text') + + #audio_projection_mode = 'speech' + else: + raise ValueError(f"Invalid input_mode: {input_mode}") + + is_training = token_type_ids is not None and labels is not None + + # Replace image id woth PAD if the image token if OOV, to avoid index-errors + if input_ids is not None and self.config.image_token_index >= self.vocab_size or self.config.audio_token_index >= self.vocab_size: + special_image_mask = input_ids == self.config.image_token_index + special_audio_mask = input_ids == self.config.audio_token_index + llm_input_ids = input_ids.clone() + llm_input_ids[special_image_mask] = 0 + llm_input_ids[special_audio_mask] = 0 + else: + llm_input_ids = input_ids + + if inputs_embeds is None: + inputs_embeds = self.get_input_embeddings()(llm_input_ids) + inputs_embeds = inputs_embeds.to(dtype=self.dtype) + if cache_position is None: + past_seen_tokens = past_key_values.get_seq_length() if past_key_values is not None else 0 + cache_position = torch.arange( + past_seen_tokens, past_seen_tokens + inputs_embeds.shape[1], device=inputs_embeds.device + ) + + if position_ids is None: + position_ids = cache_position.unsqueeze(0) + 1 # Gemma3 positions are 1-indexed + + # Merge text and images + if pixel_values is not None: + image_features = self.get_image_features(pixel_values) + + if input_ids is None: + special_image_mask = inputs_embeds == self.get_input_embeddings()( + torch.tensor(self.config.image_token_index, dtype=torch.long, device=inputs_embeds.device) + ) + else: + special_image_mask = (input_ids == self.config.image_token_index).unsqueeze(-1) + special_image_mask = special_image_mask.expand_as(inputs_embeds).to(inputs_embeds.device) + + if not is_torchdynamo_compiling() and inputs_embeds[special_image_mask].numel() != image_features.numel(): + image_tokens_in_text = (special_image_mask).sum(dim=1).sum(dim=0)[0] + raise ValueError( + f"Number of images does not match number of special image tokens in the input text. " + f"Got {image_tokens_in_text} image tokens in the text but {image_features.shape[0] * image_features.shape[1]} " + "tokens from image embeddings." + ) + image_features = image_features.to(inputs_embeds.device, inputs_embeds.dtype) + inputs_embeds = inputs_embeds.masked_scatter(special_image_mask, image_features) + + # Merge text and audios + if input_audio_embeds is not None: + input_audio_embeds=input_audio_embeds.to(inputs_embeds.device, inputs_embeds.dtype) + if audio_attention_mask is not None: + audio_attention_mask=audio_attention_mask.to(inputs_embeds.device, inputs_embeds.dtype) + audio_features = self.get_audio_features(input_audio_embeds, audio_attention_mask, audio_embed_sizes) + if input_ids is None: + special_audio_mask = inputs_embeds == self.get_input_embeddings()( + torch.tensor(self.config.audio_token_index, dtype=torch.long, device=inputs_embeds.device) + ) + else: + special_audio_mask = (input_ids == self.config.audio_token_index).unsqueeze(-1) + special_audio_mask = special_audio_mask.expand_as(inputs_embeds).to(inputs_embeds.device) + masked_audio_features = [] + for i, size in enumerate(audio_embed_sizes): + masked_audio_features.append(audio_features[i, :size, :]) + masked_audio_features = torch.cat(masked_audio_features, dim=0) + + if not is_torchdynamo_compiling() and inputs_embeds[special_audio_mask].numel() != masked_audio_features.numel(): + audio_tokens_in_text = (special_audio_mask).sum(dim=1).sum(dim=0)[0] + masked_audio_size = audio_embed_sizes#.sum()[0] + raise ValueError( + f"Number of audio does not match number of special audio tokens in the input text. " + f"Got {audio_tokens_in_text} audio tokens in the text but {masked_audio_size} " + "tokens from audio embeddings. " + f"{masked_audio_features.numel()} \n" + f"{inputs_embeds[special_audio_mask].numel()} \n" + f"{audio_features} \n" + f"{inputs_embeds[special_audio_mask]} \n" + f"{special_audio_mask} \n" + ) + masked_audio_features = masked_audio_features.to(inputs_embeds.device, inputs_embeds.dtype) + inputs_embeds = inputs_embeds.masked_scatter(special_audio_mask, masked_audio_features) + # mask out pad-token-ids in labels for BC + if labels is not None and self.pad_token_id in labels: + logger.warning_once( + "`labels` contains `pad_token_id` which will be masked with `config.ignore_index`. " + "You have to mask out `pad_token_id` when preparing `labels`, this behavior will be removed in v.4.46.", + ) + labels = torch.where(input_ids == self.pad_token_id, self.config.ignore_index, labels) + + causal_mask = self._update_causal_mask( + attention_mask, token_type_ids, past_key_values, cache_position, inputs_embeds, is_training + ) + outputs = self.language_model( + attention_mask=causal_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + cache_position=cache_position, + logits_to_keep=logits_to_keep, + **lm_kwargs, + ) + + logits = outputs.logits + loss = None + # print('#############################') + # print(logits) + if labels is not None: + # Upcast to float if we need to compute the loss to avoid potential precision issues + logits = logits.float() + shift_logits = logits[..., :-1, :] + shift_labels = labels[..., 1:] + if attention_mask is not None: + # we use the input attention mask to shift the logits and labels, because it is 2D. + # we also crop attn mask in case it is longer, which happens in PrefixTuning with peft + shift_attention_mask = attention_mask[:, -shift_logits.shape[1] :].to(logits.device) + shift_logits = shift_logits[shift_attention_mask.to(logits.device) != 0].contiguous() + shift_labels = shift_labels[shift_attention_mask.to(shift_labels.device) != 0].contiguous() + else: + shift_logits = shift_logits.contiguous() + shift_labels = shift_labels.contiguous() + # Flatten the tokens + loss_fct = nn.CrossEntropyLoss() + + flat_logits = shift_logits.view(-1, self.config.text_config.vocab_size) + flat_labels = shift_labels.view(-1).to(shift_logits.device) + loss = loss_fct(flat_logits, flat_labels) + # print('flat logits',flat_logits) + # print(flat_labels) + # print(loss) + if not return_dict: + output = (logits,) + outputs[1:] + return (loss,) + output if loss is not None else output + + return Gemma3OmniCausalLMOutputWithPast( + loss=loss, + logits=logits, + past_key_values=outputs.past_key_values, + hidden_states=outputs.hidden_states, + attentions=outputs.attentions, + image_hidden_states=image_features if pixel_values is not None else None, + audio_hidden_states=audio_features if input_audio_embeds is not None else None, + ) + + def prepare_inputs_for_generation( + self, + input_ids, + past_key_values=None, + input_modes=None, + inputs_embeds=None, + cache_position=None, + position_ids=None, + pixel_values=None, + input_audio_embeds=None, + audio_embed_sizes=None, + audio_attention_mask=None, + attention_mask=None, + token_type_ids=None, + use_cache=True, + logits_to_keep=None, + labels=None, + **kwargs, + ): + # Overwritten -- custom `position_ids` and `pixel_values` handling + model_inputs = self.language_model.prepare_inputs_for_generation( + input_ids, + past_key_values=past_key_values, + input_modes=input_modes, + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + position_ids=position_ids, + cache_position=cache_position, + use_cache=use_cache, + logits_to_keep=logits_to_keep, + token_type_ids=token_type_ids, + **kwargs, + ) + + # position_ids in Gemma3 are 1-indexed + if model_inputs.get("position_ids") is not None: + model_inputs["position_ids"] += 1 + # If we're in cached decoding stage, pixel values should be None because input ids do not contain special image token anymore + # Otherwise we need pixel values to be passed to model. NOTE: use_cache=False needs pixel_values always + if cache_position[0] == 0: + model_inputs["pixel_values"] = pixel_values + model_inputs["input_audio_embeds"] = input_audio_embeds + model_inputs["audio_embed_sizes"] = audio_embed_sizes + model_inputs["audio_attention_mask"] = audio_attention_mask + model_inputs["input_modes"] = input_modes + is_training = token_type_ids is not None and labels is not None + if cache_position[0] == 0 and isinstance(past_key_values, HybridCache): + input_tensor = inputs_embeds if inputs_embeds is not None else input_ids + causal_mask = self._update_causal_mask( + attention_mask, token_type_ids, past_key_values, cache_position, input_tensor, is_training + ) + model_inputs["attention_mask"] = causal_mask + + return model_inputs + + def tie_weights(self): + return self.language_model.tie_weights() + diff --git a/cpp/gemma_v1/preprocessing_gemma3omni.py b/cpp/gemma_v1/preprocessing_gemma3omni.py new file mode 100644 index 0000000000000000000000000000000000000000..a56074590356192f1b85c07962cd09247812ce87 --- /dev/null +++ b/cpp/gemma_v1/preprocessing_gemma3omni.py @@ -0,0 +1,444 @@ +import re +from typing import List, Optional, Union, Tuple +from math import ceil + +import numpy as np +import torch +import scipy +from torch.nn.utils.rnn import pad_sequence + +from enum import Enum + +from transformers import AutoFeatureExtractor +from transformers.feature_extraction_utils import BatchFeature +from transformers.feature_extraction_sequence_utils import SequenceFeatureExtractor +from transformers.image_utils import ImageInput, make_nested_list_of_images +from transformers.processing_utils import ImagesKwargs, ProcessingKwargs, ProcessorMixin, Unpack, AudioKwargs +from transformers.tokenization_utils_base import PreTokenizedInput, TextInput +from transformers.utils import to_py_obj, TensorType +from transformers.audio_utils import AudioInput + + +class Gemma3ImagesKwargs(ImagesKwargs): + do_pan_and_scan: Optional[bool] + pan_and_scan_min_crop_size: Optional[int] + pan_and_scan_max_num_crops: Optional[int] + pan_and_scan_min_ratio_to_activate: Optional[float] + do_convert_rgb: Optional[bool] + + +class Gemma3ProcessorKwargs(ProcessingKwargs, total=False): + images_kwargs: Gemma3ImagesKwargs + _defaults = { + "text_kwargs": { + "padding": False, + }, + "images_kwargs": { + "do_pan_and_scan": False, + "pan_and_scan_min_crop_size": 256, + "pan_and_scan_max_num_crops": 4, + "pan_and_scan_min_ratio_to_activate": 1.2, + }, + } + +def speechlib_mel(sample_rate, n_fft, n_mels, fmin=None, fmax=None): + """Create a Mel filter-bank the same as SpeechLib FbankFC. + + Args: + sample_rate (int): Sample rate in Hz. number > 0 [scalar] + n_fft (int): FFT size. int > 0 [scalar] + n_mel (int): Mel filter size. int > 0 [scalar] + fmin (float): lowest frequency (in Hz). If None use 0.0. + float >= 0 [scalar] + fmax: highest frequency (in Hz). If None use sample_rate / 2. + float >= 0 [scalar] + + Returns + out (numpy.ndarray): Mel transform matrix + [shape=(n_mels, 1 + n_fft/2)] + """ + + bank_width = int(n_fft // 2 + 1) + if fmax is None: + fmax = sample_rate / 2 + if fmin is None: + fmin = 0 + assert fmin >= 0, "fmin cannot be negtive" + assert fmin < fmax <= sample_rate / 2, "fmax must be between (fmin, samplerate / 2]" + + def mel(f): + return 1127.0 * np.log(1.0 + f / 700.0) + + def bin2mel(fft_bin): + return 1127.0 * np.log(1.0 + fft_bin * sample_rate / (n_fft * 700.0)) + + def f2bin(f): + return int((f * n_fft / sample_rate) + 0.5) + + # Spec 1: FFT bin range [f2bin(fmin) + 1, f2bin(fmax) - 1] + klo = f2bin(fmin) + 1 + khi = f2bin(fmax) + + khi = max(khi, klo) + + # Spec 2: SpeechLib uses trianges in Mel space + mlo = mel(fmin) + mhi = mel(fmax) + m_centers = np.linspace(mlo, mhi, n_mels + 2) + ms = (mhi - mlo) / (n_mels + 1) + + matrix = np.zeros((n_mels, bank_width), dtype=np.float32) + for m in range(0, n_mels): + left = m_centers[m] + center = m_centers[m + 1] + right = m_centers[m + 2] + for fft_bin in range(klo, khi): + mbin = bin2mel(fft_bin) + if left < mbin < right: + matrix[m, fft_bin] = 1.0 - abs(center - mbin) / ms + + return matrix + + +class Gemma3AudioFeatureExtractor(SequenceFeatureExtractor): + model_input_names = ["input_audio_embeds", "audio_embed_sizes", "audio_attention_mask"] + + def __init__(self, audio_compression_rate=8, + audio_downsample_rate=1, + audio_feat_stride=1, + feature_size = 80, + sampling_rate = 16000, + padding_value = 0.0, + **kwargs): + + super().__init__(feature_size=feature_size, + sampling_rate=sampling_rate, + padding_value=padding_value, **kwargs) + + self.compression_rate = audio_compression_rate + self.qformer_compression_rate = audio_downsample_rate + self.feat_stride = audio_feat_stride + + self._eightk_method = "fillzero" + self._mel = speechlib_mel(self.sampling_rate, 512, self.feature_size, fmin=None, fmax=self.sampling_rate//2-self.feature_size-230).T + + self._hamming400 = np.hamming(400) # for 16k audio + self._hamming200 = np.hamming(200) # for 8k audio + + def duration_to_frames(self, duration): + """duration in s, estimated frames""" + frame_rate = 10 + + num_frames = duration * 1000 // frame_rate + return num_frames + + def __call__( + self, + audios: List[AudioInput], + sampling_rate = 16000, + return_attention_mask=True, + padding="max_length", + return_tensors: Optional[Union[str, TensorType]] = None, + ): + # Ref: https://github.com/huggingface/transformers/blob/v4.47.0/src/transformers/models/audio_spectrogram_transformer/feature_extraction_audio_spectrogram_transformer.py#L161 + returned_input_audio_embeds = [] + returned_audio_embed_sizes = [] + audio_frames_list = [] + + for audio_data in audios: + audio_embeds = self._extract_features(audio_data, sampling_rate) + audio_frames = len(audio_embeds) * self.feat_stride + audio_embed_size = self._compute_audio_embed_size(audio_frames) + + returned_input_audio_embeds.append(torch.tensor(audio_embeds)) + returned_audio_embed_sizes.append(torch.tensor(audio_embed_size).long()) + audio_frames_list.append(audio_frames) + + returned_input_audio_embeds = pad_sequence( + returned_input_audio_embeds, batch_first=True + ) + returned_audio_embed_sizes = torch.stack(returned_audio_embed_sizes, dim=0) + audio_frames = torch.tensor(audio_frames_list) + returned_audio_attention_mask = torch.arange(0, audio_frames.max()).unsqueeze(0) < audio_frames.unsqueeze(1) if len(audios) > 1 else None + + data = { + "input_audio_embeds": returned_input_audio_embeds, + "audio_embed_sizes": returned_audio_embed_sizes, + } + if returned_audio_attention_mask is not None and return_attention_mask: + data["audio_attention_mask"] = returned_audio_attention_mask + + return BatchFeature(data=data, tensor_type=return_tensors) + + def _extract_spectrogram(self, wav, fs): + """Extract spectrogram features from waveform. + Args: + wav (1D array): waveform of the input + fs (int): sampling rate of the waveform, 16000 or 8000. + If fs=8000, the waveform will be resampled to 16000Hz. + Output: + log_fbank (2D array): a TxD matrix of log Mel filterbank features. + D=80, and T is the number of frames. + """ + if wav.ndim > 1: + wav = np.squeeze(wav) + + # by default, we extract the mean if stereo + if len(wav.shape) == 2: + wav = wav.mean(1) + + # Resample to 16000 or 8000 if needed + if fs > 16000: + wav = scipy.signal.resample_poly(wav, 1, fs // 16000) + fs = 16000 + elif 8000 < fs < 16000: + wav = scipy.signal.resample_poly(wav, 1, fs // 8000) + fs = 8000 + elif fs < 8000: + raise RuntimeError(f"Unsupported sample rate {fs}") + + if fs == 8000: + if self._eightk_method == "resample": + # Input audio is 8 kHz. Convert to 16 kHz before feature + # extraction + wav = scipy.signal.resample_poly(wav, 2, 1) + fs = 16000 + # Do nothing here for fillzero method + elif fs != 16000: + # Input audio is not a supported sample rate. + raise RuntimeError(f"Input data using an unsupported sample rate: {fs}") + + preemphasis = 0.97 + + if fs == 8000: + n_fft = 256 + win_length = 200 + hop_length = 80 + fft_window = self._hamming200 + elif fs == 16000: + n_fft = 512 + win_length = 400 + hop_length = 160 + fft_window = self._hamming400 + + # Spec 1: SpeechLib cut remaining sample insufficient for a hop + n_batch = (wav.shape[0] - win_length) // hop_length + 1 + # Here we don't use stride_tricks since the input array may not satisfy + # memory layout requirement and we need writeable output + # Here we only use list of views before copy to desination + # so it is more efficient than broadcasting + y_frames = np.array( + [wav[_stride : _stride + win_length] for _stride in range(0, hop_length * n_batch, hop_length)], + dtype=np.float32, + ) + + # Spec 2: SpeechLib applies preemphasis within each batch + y_frames_prev = np.roll(y_frames, 1, axis=1) + y_frames_prev[:, 0] = y_frames_prev[:, 1] + y_frames = (y_frames - preemphasis * y_frames_prev) * 32768 + + S = np.fft.rfft(fft_window * y_frames, n=n_fft, axis=1).astype(np.complex64) + + if fs == 8000: + # Need to pad the output to look like 16 kHz data but with zeros in + # the 4 to 8 kHz bins. + frames, bins = S.shape + padarray = np.zeros((frames, bins)) + S = np.concatenate((S[:, 0:-1], padarray), axis=1) # Nyquist bin gets set to zero + + spec = np.abs(S).astype(np.float32) + return spec + + def _extract_features(self, wav, fs): + """Extract log filterbank features from waveform. + Args: + wav (1D array): waveform of the input + fs (int): sampling rate of the waveform, 16000 or 8000. + If fs=8000, the waveform will be resampled to 16000Hz. + Output: + log_fbank (2D array): a TxD matrix of log Mel filterbank features. + D=80, and T is the number of frames. + """ + spec = self._extract_spectrogram(wav, fs) + spec_power = spec**2 + + fbank_power = np.clip(spec_power.dot(self._mel), 1.0, None) + log_fbank = np.log(fbank_power).astype(np.float32) + + return log_fbank + + def _compute_audio_embed_size(self, audio_frames): + integer = audio_frames // self.compression_rate + remainder = audio_frames % self.compression_rate + + result = integer if remainder == 0 else integer + 1 + + integer = result // self.qformer_compression_rate + remainder = result % self.qformer_compression_rate + result = integer if remainder == 0 else integer + 1 # qformer compression + + return result + +class Gemma3OmniProcessor(ProcessorMixin): + attributes = ["image_processor", "feature_extractor", "tokenizer"] + valid_kwargs = ["chat_template", "image_seq_length"] + image_processor_class = "AutoImageProcessor" + feature_extractor_class = "Gemma3AudioFeatureExtractor" + tokenizer_class = "AutoTokenizer" + + def __init__( + self, + image_processor, + feature_extractor, + tokenizer, + chat_template=None, + image_seq_length: int = 256, + **kwargs, + ): + self.image_seq_length = image_seq_length + self.image_token_id = tokenizer.image_token_id + self.boi_token = tokenizer.boi_token + self.image_token = tokenizer.image_token + image_tokens_expanded = "".join([tokenizer.image_token] * image_seq_length) + self.full_image_sequence = f"\n\n{tokenizer.boi_token}{image_tokens_expanded}{tokenizer.eoi_token}\n\n" + + self.audio_token_id = tokenizer.audio_token_id + self.boa_token = tokenizer.boa_token + self.eoa_token = tokenizer.eoa_token + self.audio_token = tokenizer.audio_token + + super().__init__( + image_processor=image_processor, + feature_extractor=feature_extractor, + tokenizer=tokenizer, + chat_template=chat_template, + **kwargs, + ) + + def __call__( + self, + images: ImageInput = None, + text: Union[TextInput, PreTokenizedInput, List[TextInput], List[PreTokenizedInput]] = None, + videos=None, + audio: List[AudioInput] = None, + **kwargs: Unpack[Gemma3ProcessorKwargs], + ) -> BatchFeature: + if text is None and images is None: + raise ValueError("Provide at least one of `text` or `images`.") + + output_kwargs = self._merge_kwargs( + Gemma3ProcessorKwargs, + tokenizer_init_kwargs=self.tokenizer.init_kwargs, + **kwargs, + ) + + if isinstance(text, str): + text = [text] + elif not isinstance(text, list) and not isinstance(text[0], str): + raise ValueError("Invalid input text. Please provide a string, or a list of strings") + + image_inputs = {} + if images is not None: + batched_images = make_nested_list_of_images(images) + image_inputs = self.image_processor(batched_images, **output_kwargs["images_kwargs"]) + + # Create empty text to be replaced with placeholders + if not text: + text = [" ".join([self.boi_token] * len(images)) for images in batched_images] + + if len(batched_images) != len(text): + raise ValueError( + f"Received inconsistently sized batches of images ({len(batched_images)}) and text ({len(text)})." + ) + + # Replace image tokens by the full expanded sequence + num_crops = to_py_obj(image_inputs.pop("num_crops")) + batch_num_crops = [[num_crops.pop(0) for _ in range(len(images))] for images in batched_images] + for batch_idx, (prompt, images, num_crops) in enumerate(zip(text, batched_images, batch_num_crops)): + image_indexes = [m.start() for m in re.finditer(self.boi_token, prompt)] + + if len(images) != len(image_indexes): + raise ValueError( + f"Prompt contained {len(image_indexes)} image tokens but received {len(images)} images." + ) + + # Insert additional image tokens for Pan-and-Scan crops + for num, idx in reversed(list(zip(num_crops, image_indexes))): + if num: + formatted_image_text = ( + f"Here is the original image {self.boi_token} and here are some crops to help you see better " + + " ".join([self.boi_token] * num) + ) + prompt = prompt[:idx] + formatted_image_text + prompt[idx + len(self.boi_token) :] + text[batch_idx] = prompt + + # Expand placeholder image tokens to the full image token sequence + text = [prompt.replace(self.boi_token, self.full_image_sequence) for prompt in text] + + return_tensors = output_kwargs["text_kwargs"].pop("return_tensors", None) + + audio_inputs = {} + if audio is not None: + full_audio_sequences = [] + audio_inputs = self.feature_extractor(audio) + def replace_tokens_sequentially(prompt, boa_token, audio_sequences): + parts = prompt.split(boa_token) + result = "" + for i in range(len(parts) - 1): + result += parts[i] + if i < len(audio_sequences): + result += audio_sequences[i] + else: + result += boa_token + result += parts[-1] + return result + for i, embed_size in enumerate(audio_inputs.audio_embed_sizes): + audio_tokens_expanded = "".join([self.audio_token] * embed_size) + full_audio_sequence = f"\n\n{self.boa_token}{audio_tokens_expanded}{self.eoa_token}\n\n" + full_audio_sequences.append(full_audio_sequence) + + text = [replace_tokens_sequentially(prompt, self.boa_token, [audio_sequences]) for (prompt, audio_sequences) in zip(text, full_audio_sequences)] + #text = [prompt.replace(self.boa_token, audio_sequences) for (prompt, audio_sequences) in zip(text, full_audio_sequences)] + + text_inputs = self.tokenizer(text=text, **output_kwargs["text_kwargs"], return_tensors="np") + + # Add token type ids manually, as tokenizer can't do arbitrary position token types + array_ids = text_inputs["input_ids"] + mm_token_type_ids = np.zeros_like(text_inputs["input_ids"]) + mm_token_type_ids[array_ids == self.image_token_id] = 1 + mm_token_type_ids[array_ids == self.audio_token_id] = 2 + + has_vision_ids = np.any(mm_token_type_ids == 1, axis=1) + has_audio_ids = np.any(mm_token_type_ids == 2, axis=1) + + input_modes = (has_audio_ids << 1) | has_vision_ids + + text_inputs = {k: v.tolist() for k, v in text_inputs.items()} # in case user requested list inputs + text_inputs["token_type_ids"] = mm_token_type_ids.tolist() + text_inputs["input_modes"] = input_modes.tolist() + + return BatchFeature(data={**text_inputs, **image_inputs, **audio_inputs}, tensor_type=return_tensors) + + # Copied from transformers.models.clip.processing_clip.CLIPProcessor.batch_decode with CLIP->Gemma + def batch_decode(self, *args, **kwargs): + """ + This method forwards all its arguments to GemmaTokenizerFast's [`~PreTrainedTokenizer.batch_decode`]. Please + refer to the docstring of this method for more information. + """ + return self.tokenizer.batch_decode(*args, **kwargs) + + # Copied from transformers.models.clip.processing_clip.CLIPProcessor.decode with CLIP->Gemma + def decode(self, *args, **kwargs): + """ + This method forwards all its arguments to GemmaTokenizerFast's [`~PreTrainedTokenizer.decode`]. Please refer to + the docstring of this method for more information. + """ + return self.tokenizer.decode(*args, **kwargs) + + @property + def model_input_names(self): + tokenizer_input_names = self.tokenizer.model_input_names + ["token_type_ids"] + image_processor_input_names = self.image_processor.model_input_names + return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names)) + +AutoFeatureExtractor.register("Gemma3AudioFeatureExtractor", Gemma3AudioFeatureExtractor) \ No newline at end of file diff --git a/cpp/gemma_v1/preprocessor_config.json b/cpp/gemma_v1/preprocessor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..13dae671e13ab77b918037c86cd09ec57f64f687 --- /dev/null +++ b/cpp/gemma_v1/preprocessor_config.json @@ -0,0 +1,41 @@ +{ + "audio_compression_rate": 8, + "audio_downsample_rate": 1, + "audio_feat_stride": 1, + "compression_rate": 8, + "do_convert_rgb": null, + "do_normalize": true, + "do_pan_and_scan": null, + "do_rescale": true, + "do_resize": true, + "feat_stride": 1, + "feature_extractor_type": "Gemma3AudioFeatureExtractor", + "feature_size": 80, + "image_mean": [ + 0.5, + 0.5, + 0.5 + ], + "image_processor_type": "Gemma3ImageProcessor", + "image_seq_length": 256, + "image_std": [ + 0.5, + 0.5, + 0.5 + ], + "padding_side": "right", + "padding_value": 0.0, + "pan_and_scan_max_num_crops": null, + "pan_and_scan_min_crop_size": null, + "pan_and_scan_min_ratio_to_activate": null, + "processor_class": "Gemma3OmniProcessor", + "qformer_compression_rate": 1, + "resample": 2, + "rescale_factor": 0.00392156862745098, + "return_attention_mask": true, + "sampling_rate": 16000, + "size": { + "height": 896, + "width": 896 + } +} diff --git a/cpp/gemma_v1/processor_config.json b/cpp/gemma_v1/processor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..6762a9580eb73ee8114f5f1321d7a8f52200d2b8 --- /dev/null +++ b/cpp/gemma_v1/processor_config.json @@ -0,0 +1,7 @@ +{ + "auto_map": { + "AutoProcessor": "preprocessing_gemma3omni.Gemma3OmniProcessor" + }, + "image_seq_length": 256, + "processor_class": "Gemma3Processor" +} diff --git a/cpp/gemma_v1/special_tokens_map.json b/cpp/gemma_v1/special_tokens_map.json new file mode 100644 index 0000000000000000000000000000000000000000..6bb15953db58fec11fc61720db517062f5a4f040 --- /dev/null +++ b/cpp/gemma_v1/special_tokens_map.json @@ -0,0 +1,36 @@ +{ + "audio_token": "", + "boa_token": "", + "boi_token": "", + "bos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "eoa_token": "", + "eoi_token": "", + "eos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "image_token": "", + "pad_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "unk_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/cpp/gemma_v1/speech_conformer_encoder.py b/cpp/gemma_v1/speech_conformer_encoder.py new file mode 100644 index 0000000000000000000000000000000000000000..03dac5b08575e9e4e19648364c053a46cb2beb80 --- /dev/null +++ b/cpp/gemma_v1/speech_conformer_encoder.py @@ -0,0 +1,2954 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT license. + +#!/usr/bin/env python3 + +# activation_checkpointing.py +"""helper function for activation checkpointing""" + +from typing import Union, Dict, Callable +from functools import partial +from torch.distributed.algorithms._checkpoint.checkpoint_wrapper import ( + checkpoint_wrapper, + offload_wrapper, + CheckpointImpl, +) + + +# utils.py +"""cascade basic blocks""" + +import math +import backoff +import random +import numpy as np +from typing import Optional, Tuple, Union +import torch +from torch import nn +from torch import Tensor +import torch.nn.functional as F + + +# conformer_encoder.py +"""ConformerEncoder Module""" + +from typing import Optional, Tuple, List, Literal +import abc +import math +import numpy as np + +import torch +from torch import nn, Tensor + +from torch.distributed.algorithms._checkpoint.checkpoint_wrapper import CheckpointWrapper +from torch.distributed.fsdp.fully_sharded_data_parallel import FullyShardedDataParallel + + +# activation_checkpointing.py +def validate_checkpointing_config(activation_checkpointing): + """validate activation checkpointing configuration""" + if isinstance(activation_checkpointing, str): + assert activation_checkpointing in ( + "", + "checkpoint", + "offload", + ), "activation_checkpointing has to be a dict or a str in ('', 'checkpoint', 'offload')." + elif isinstance(activation_checkpointing, dict): + assert activation_checkpointing.get("module", "transformer") in ( + "transformer", + "attention", + ), "module in activation_checkpointing has to be in ('transformer', 'attention')." + else: + raise ValueError("activation_checkpointing has to be a str or dict.") + + +def embedding_checkpoint_wrapper( + activation_checkpointing: Union[str, Dict], +) -> Callable: + """return encoder embedding activation checkpoint wrapper""" + validate_checkpointing_config(activation_checkpointing) + + if isinstance(activation_checkpointing, str): + if activation_checkpointing: + if activation_checkpointing == "offload": + return offload_wrapper + return partial(checkpoint_wrapper) + return lambda x: x + + if isinstance(activation_checkpointing, dict): + enabled = activation_checkpointing.get("embed", False) + if enabled: + offloading = activation_checkpointing.get("offload", False) + if offloading: + return offload_wrapper + impl = ( + CheckpointImpl.REENTRANT + if activation_checkpointing.get("reentrant", False) + else CheckpointImpl.NO_REENTRANT + ) + return partial(checkpoint_wrapper, checkpoint_impl=impl) + return lambda x: x + raise ValueError("Invalid activation_checkpointing config") + + +def encoder_checkpoint_wrapper( + activation_checkpointing: Union[str, Dict], + layer_cls: type, + idx: int = 0, +) -> Callable: + """return encoder activation checkpoint wrapper""" + validate_checkpointing_config(activation_checkpointing) + + if isinstance(activation_checkpointing, str): + if activation_checkpointing: + if activation_checkpointing == "offload": + return offload_wrapper + return partial(checkpoint_wrapper) + return lambda x: x + + if isinstance(activation_checkpointing, dict): + target_layer_cls = activation_checkpointing.get("module", "transformer") + if target_layer_cls.lower() == "transformer": + target_layer_cls = ( + "EncoderLayer", + "ConformerEncoderLayer", + ) + elif target_layer_cls.lower() == "attention": + target_layer_cls = ("MultiHeadedAttention", "MultiHeadAttention") + checkpointing_interval = activation_checkpointing.get("interval", 1) + offloading = activation_checkpointing.get("offload", False) + impl = ( + CheckpointImpl.REENTRANT + if activation_checkpointing.get("reentrant", True) + else CheckpointImpl.NO_REENTRANT + ) + + if idx % checkpointing_interval == 0 and layer_cls.__name__ in target_layer_cls: + if offloading: + return offload_wrapper + return partial(checkpoint_wrapper, checkpoint_impl=impl) + return lambda x: x + + raise ValueError("Invalid activation_checkpointing config") + + +def attn_checkpointing(activation_checkpointing: Union[str, Dict], i) -> Union[str, Dict]: + """return activation checkpointing config for attention layer""" + if isinstance(activation_checkpointing, str): + return "" + + if isinstance(activation_checkpointing, dict): + target_layer_cls = activation_checkpointing.get("module", "transformer") + checkpointing_interval = activation_checkpointing.get("interval", 1) + if target_layer_cls == "attention" and i % checkpointing_interval == 0: + return activation_checkpointing + return "" + + raise ValueError("Invalid activation_checkpointing config") + + +# utils.py +class Block(nn.Module): + """Block abstract module""" + + def __init__(self, input_size, output_size): + super().__init__() + self.input_size = input_size + self.output_size = output_size + +def get_activation(name="relu"): + """Select an activation function by name + + Args: + name: str + activation function name, + one of ["relu", "gelu", "swish", "sigmoid"], + default "relu". + """ + name = name.lower() + if name == "relu": + return nn.ReLU(inplace=True) + if name == "gelu": + return nn.GELU() + if name == "swish": + return Swish() + if name == "sigmoid": + return torch.nn.Sigmoid() + return nn.Identity() + +def adaptive_enc_mask(x_len, chunk_start_idx, left_window=0, right_window=0): + """ + The function is very important for Transformer Transducer Streaming mode + Args: + xs_len (int): sequence length + chunk_start_idx (list): first idx of each chunk, such as [0,18,36,48]. It also supports adaptive chunk size [0,10,15,45] + left_window (int): how many left chunks can be seen + right_window (int): how many right chunks can be seen. It is used for chunk overlap model. + Returns: + mask (torch.Tensor): a mask tensor for streaming model + Torch 1.0.1 + tensor([[1., 1., 0., 0.], + [0., 1., 1., 0.], + [0., 0., 1., 1.]]) + Torch 1.4.1 + tensor([[True., True., False., False.], + [False., True., True., False.], + [False., False., True., True.]]) + """ + chunk_start_idx = torch.Tensor( + chunk_start_idx + ).long() # first idx of each chunk, such as [0,18,36,48]. + # start_pad = torch.nn.functional.pad( + # chunk_start_idx, (1, 0) + # ) # append 0 to the beginning, so it becomes [0, 0, 18, 36, 48] + # end_pad = torch.nn.functional.pad( + # chunk_start_idx, (0, 1), value=x_len + # ) # append x_len to the end, so it becomes [0,18,36,48, x_len] + start_pad = torch.cat((torch.tensor([0], dtype=torch.int64), chunk_start_idx), dim=0) + end_pad = torch.cat((chunk_start_idx, torch.tensor([x_len], dtype=torch.int64)), dim=0) + seq_range = torch.arange(0, x_len).unsqueeze(-1) # seq_range size: [x_len, 1] + idx = ((seq_range < end_pad) & (seq_range >= start_pad)).nonzero()[:, 1] # idx size: [x_len] + boundary = end_pad[idx] # boundary size: [x_len] + seq_range_expand = ( + torch.arange(0, x_len).unsqueeze(0).expand(x_len, -1) + ) # seq_range_expand size [x_len, x_len] + idx_left = idx - left_window + idx_left[idx_left < 0] = 0 + boundary_left = start_pad[idx_left] + mask_left = seq_range_expand >= boundary_left.unsqueeze(-1) + idx_right = idx + right_window + idx_right[idx_right > len(chunk_start_idx)] = len(chunk_start_idx) + boundary_right = end_pad[idx_right] + mask_right = seq_range_expand < boundary_right.unsqueeze(-1) + return mask_left & mask_right + +class Swish(nn.Module): + """Implement Swish activation module. + From https://arxiv.org/pdf/2005.03191.pdf + + """ + + def __init__(self) -> None: + super().__init__() + self.act_fn = nn.Sigmoid() + + def forward(self, x: Tensor) -> Tensor: + """Apply Swish function + + Args: + x: torch.Tensor + Input. + """ + return x * self.act_fn(x) + +class GLU(nn.Module): + """Implement Gated Linear Unit (GLU) module""" + + def __init__(self, dim: int = -1, act_name: str = "sigmoid") -> None: + super().__init__() + self.dim = dim + self.act_name = act_name.lower() + + if self.act_name == "relu": + self.act_fn = nn.ReLU(inplace=True) + elif self.act_name == "gelu": + self.act_fn = nn.GELU() + elif self.act_name == "swish": + self.act_fn = Swish() + elif self.act_name == "sigmoid": + self.act_fn = nn.Sigmoid() + else: + self.act_fn = nn.Identity() + + def forward(self, x: Tensor) -> Tensor: + """GLU forward + Apply Swish function on the first half of input matrices + with sigmoid of the second half. + + Args: + x: torch.Tensor + Input. + + """ + half_x, gate = x.chunk(2, dim=self.dim) + return half_x * self.act_fn(gate) + +# TODO: Abdel, this can be improved using GLU module +class GLUPointWiseConv(nn.Module): + """GLUPointWiseConv module + used for conformer architecture, + for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + output_dim: int + output channel size. + kernel_size: int + kernel size + glu_type: str, optional + activation function one of + ["sigmoid", "relu", "gelu"] + default "sigmoid". + bias_in_glu: bool, optional + use addtive bias in glu + causal: bool, optional + if set to True, padding is set to the half of + kernel size, ie, convolution can't see future frames. + default False. + + """ + + def __init__( + self, input_dim, output_dim, kernel_size, glu_type="sigmoid", bias_in_glu=True, causal=False + ): + super().__init__() + + self.glu_type = glu_type + self.output_dim = output_dim + self.bias_in_glu = bias_in_glu + if causal: + self.ext_pw_conv_1d = nn.Conv1d( + input_dim, output_dim * 2, kernel_size, 1, padding=(kernel_size - 1) + ) + else: + self.ext_pw_conv_1d = nn.Conv1d( + input_dim, output_dim * 2, kernel_size, 1, padding=(kernel_size - 1) // 2 + ) + + if glu_type == "sigmoid": + self.glu_act = nn.Sigmoid() + elif glu_type == "relu": + self.glu_act = nn.ReLU() + elif glu_type == "gelu": + self.glu_act = nn.GELU() + elif glu_type == "swish": + self.glu_act = Swish() + else: + raise ValueError(f"Unsupported activation type {self.glu_act}") + + if bias_in_glu: + self.b1 = nn.Parameter(torch.zeros(1, output_dim, 1)) + self.b2 = nn.Parameter(torch.zeros(1, output_dim, 1)) + + def forward(self, x): + """ + Args: + x: torch.Tensor + input tensor + """ + # to be consistent with GLULinear, we assume the input always has the #channel (#dim) in the last dimension of the tensor, so need to switch the dimension first for 1D-Conv case + x = x.permute([0, 2, 1]) + x = self.ext_pw_conv_1d(x) + if self.glu_type == "bilinear": + if self.bias_in_glu: + x = (x[:, 0 : self.output_dim, :] + self.b1) * ( + x[:, self.output_dim : self.output_dim * 2, :] + self.b2 + ) + else: + x = (x[:, 0 : self.output_dim, :]) * ( + x[:, self.output_dim : self.output_dim * 2, :] + ) + else: + if self.bias_in_glu: + x = (x[:, 0 : self.output_dim, :] + self.b1) * self.glu_act( + x[:, self.output_dim : self.output_dim * 2, :] + self.b2 + ) + else: + x = (x[:, 0 : self.output_dim, :]) * self.glu_act( + x[:, self.output_dim : self.output_dim * 2, :] + ) + + x = x.permute([0, 2, 1]) + return x + + +class DepthWiseSeperableConv1d(nn.Module): + """DepthWiseSeperableConv1d module used in Convnet module + for the conformer, for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + kernel_size: int + kernel_size + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + padding: int, optional + padding for the conv1d, + default: 0. + + """ + + def __init__( + self, + input_dim, + depthwise_seperable_out_channel, + kernel_size, + depthwise_multiplier, + padding=0, + ): + super().__init__() + + self.dw_conv = nn.Conv1d( + input_dim, + input_dim * depthwise_multiplier, + kernel_size, + 1, + padding=padding, + groups=input_dim, + ) + + if depthwise_seperable_out_channel != 0: + self.pw_conv = nn.Conv1d( + input_dim * depthwise_multiplier, depthwise_seperable_out_channel, 1, 1, 0 + ) + else: + self.pw_conv = nn.Identity() + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + + def forward(self, x): + """ + + Args: + x: torch.Tensor + input tensor + """ + x = self.dw_conv(x) + if self.depthwise_seperable_out_channel != 0: + x = self.pw_conv(x) + return x + + +class ConvModule(nn.Module): + """ConvModule Module for the conformer block. + for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + ext_pw_out_channel: int + if > 0, ext_pw_out_channel is a dim channel size + for the last pointwise conv after swish activation. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + ext_pw_kernel_size: int + kernel size of the conv pointwise of the conformer. + kernel_size: int + kernel size. + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + dropout_rate: float + dropout rate. + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation. + default False + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + chunk_size: int, optional + chunk size for cnn. default 18 + activation: str, optional + activation function used in ConvModule, + default: "relu". + glu_type: str, optional + activation function used for the glu, + default: "sigmoid". + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + export: bool, optional, + if set to True, padding is equal to 0. This is for inference, + or onnx export. Typically this is set by the export program or + the decoder program, and it isn't present in your config file. + default False + """ + + def __init__( + self, + input_dim, + ext_pw_out_channel, + depthwise_seperable_out_channel, + ext_pw_kernel_size, + kernel_size, + depthwise_multiplier, + dropout_rate, + causal=False, + batch_norm=False, + chunk_se=0, + chunk_size=18, + activation="relu", + glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + export=False, + ): + super().__init__() + self.layer_norm = nn.LayerNorm(input_dim) + self.input_dim = input_dim + self.ext_pw_out_channel = ext_pw_out_channel + self.ext_pw_kernel_size = ext_pw_kernel_size + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + self.glu_type = glu_type + self.bias_in_glu = bias_in_glu + self.linear_glu_in_convm = linear_glu_in_convm + self.causal = causal + + self._add_ext_pw_layer() + + self.batch_norm = batch_norm + self.kernel_size = kernel_size + + if batch_norm: + self.bn_layer = nn.BatchNorm1d(input_dim) + + self.act = get_activation(activation) + self.dropout = nn.Dropout(dropout_rate) + self.export = export + + if causal: + if export: # Inference only. + padding = 0 # A cache is concatenated to the left. No padding in the kernel. + else: + # Training only. Padding will be added symmetrically on both sides. + # After convolution, clip off kernel_size-1 points on the right. + padding = kernel_size - 1 + else: + padding = (kernel_size - 1) // 2 + + self.dw_sep_conv_1d = DepthWiseSeperableConv1d( + input_dim, + depthwise_seperable_out_channel, + kernel_size, + depthwise_multiplier, + padding=padding, + ) + + if depthwise_seperable_out_channel != 0: + if input_dim != depthwise_seperable_out_channel: + self.ln2 = nn.Linear(depthwise_seperable_out_channel, input_dim) + else: + if depthwise_multiplier != 1: + self.ln2 = nn.Linear(input_dim * depthwise_multiplier, input_dim) + + def _add_ext_pw_layer(self): + """ + This function is an extension of __init__ function + and dedicated to the convolution module creation + of the conformer. + """ + self.ln1 = self.glu = self.bn_layer = self.ext_pw_conv_1d = nn.Identity() # jit hacks. + self.squeeze_excitation = nn.Identity() # jit. + self.apply_ln1 = self.fix_len1 = False # jit. + + if self.ext_pw_out_channel != 0: + if self.causal: + self.ext_pw_conv_1d = nn.Conv1d( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + 1, + padding=(self.ext_pw_kernel_size - 1), + ) + if self.ext_pw_kernel_size > 1: + self.fix_len1 = True + else: + self.fix_len1 = False + else: + self.ext_pw_conv_1d = nn.Conv1d( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + 1, + padding=(self.ext_pw_kernel_size - 1) // 2, + ) + self.fix_len1 = False + + if self.linear_glu_in_convm: + self.glu = GLULinear( + self.input_dim, self.ext_pw_out_channel, self.glu_type, self.bias_in_glu + ) + else: + self.glu = GLUPointWiseConv( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + self.glu_type, + self.bias_in_glu, + self.causal, + ) + + if self.input_dim != self.ext_pw_out_channel: + self.apply_ln1 = True + self.ln1 = nn.Linear(self.ext_pw_out_channel, self.input_dim) + else: + self.apply_ln1 = False + else: + self.pw_conv_simplify_w = torch.nn.Parameter(torch.ones(3)) + self.pw_conv_simplify_b = torch.nn.Parameter(torch.zeros(3)) + + def forward(self, x): + """ConvModule Forward. + + Args: + x: torch.Tensor + input tensor. + """ + x = self.layer_norm(x) + + if self.ext_pw_out_channel != 0: + x = self.glu(x) + if self.causal and self.ext_pw_kernel_size > 1: + x = x[:, : -(self.ext_pw_kernel_size - 1), :] + if self.apply_ln1: + x = self.ln1(x) + else: + x_0 = x * self.pw_conv_simplify_w[0] + self.pw_conv_simplify_b[0] + x_1 = x * self.pw_conv_simplify_w[1] + self.pw_conv_simplify_b[1] + x = x_0 + x_1 + + x = x.permute([0, 2, 1]) + + x = self.dw_sep_conv_1d(x) + if self.causal and self.kernel_size > 1: + x = x[:, :, : -(self.kernel_size - 1)] + if hasattr(self, "ln2"): + x = x.permute([0, 2, 1]) + x = self.ln2(x) + x = x.permute([0, 2, 1]) + if self.batch_norm: + x = self.bn_layer(x) + x = self.act(x) + + if self.ext_pw_out_channel != 0: + x = self.ext_pw_conv_1d(x) + if self.fix_len1: + x = x[:, :, : -(self.ext_pw_kernel_size - 1)] + + if self.apply_ln1: + x = x.permute([0, 2, 1]) + x = self.ln1(x) + x = x.permute([0, 2, 1]) + + x = x.permute([0, 2, 1]) + else: + x = x.unsqueeze(1).permute([0, 1, 3, 2]) + x = x * self.pw_conv_simplify_w[2] + self.pw_conv_simplify_b[2] + x = x.squeeze(1) + + x = self.dropout(x) + return x + +class GLULinear(nn.Module): + """Linear + GLU module + + Args: + input_dim: int + input size + output_dim: int + output size. + glu_type: + activation function name used in glu module. + default "sigmoid" (swish function). + bias_in_glu: bool, optional + If True, the addtive bias is added. Default False. + """ + + def __init__( + self, + input_dim, + output_dim, + glu_type="sigmoid", + bias_in_glu=True, + ): + super().__init__() + self.linear = nn.Linear(input_dim, output_dim * 2, bias_in_glu) + self.glu_act = GLU(-1, glu_type) + + def forward(self, x): + """GLULinear forward + + Args: + x: torch.Tensor + inpute tensor. + """ + x = self.linear(x) + return self.glu_act(x) + +class FeedForward(nn.Module): + """FeedForward Module. + For more details see Conformer paper: + https://arxiv.org/pdf/2005.08100.pdf + + Args: + d_model: int + input size. + d_inner: int + output size. + dropout_rate: float, + dropout rate. + activation: str, + activation function name, + one of ["relu", "swish", "sigmoid"], + sigmoid activation is only used with "glu_in_fnn=True", + default "sigmoid". + bias_in_glu: bool, optional + """ + + def __init__( + self, + d_model, + d_inner, + dropout_rate, + activation="sigmoid", + bias_in_glu=True, + ): + super().__init__() + self.d_model = d_model + self.d_inner = d_inner + + self.layer_norm = nn.LayerNorm(d_model) + module = GLULinear(d_model, d_inner, activation, bias_in_glu) + self.net = nn.Sequential( + module, + nn.Dropout(dropout_rate), + nn.Linear(d_inner, d_model), + nn.Dropout(dropout_rate), + ) + + def forward(self, x): + """FeedForward forward function. + + Args: + x: torch.Tensor + input tensor. + """ + out = self.net(self.layer_norm(x)) + + return out + +#### positional encoding starts here +def _pre_hook( + state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs +): + """Perform pre-hook in load_state_dict for backward compatibility. + + Note: + We saved self.pe until v.0.5.2 but we have omitted it later. + Therefore, we remove the item "pe" from `state_dict` for backward compatibility. + + """ + k = prefix + "pe" + if k in state_dict: + state_dict.pop(k) + +class T5RelativeAttentionLogitBias(nn.Module): + """ + This module implements the relative position bias described in Section 2.1 of + the T5 paper: https://arxiv.org/pdf/1910.10683.pdf + + The Huggingface implementation is used as a reference + https://github.com/huggingface/transformers/blob/v4.30.0/src/transformers/models/t5/modeling_t5.py#L435 + + Modifies attention as Q*K^T + B, where B is a learned scalar bias based on relative position + of the query and key. It is HxNxN, where H is the number of heads, N is the sequence length. + + I've made these modifications to the original T5 bias: + - Skipping of the bucketing step. Original T5 bias converted rel position distances into + logarithmically increasing buckets. This is supposed to help with length generalization. + - I just directly use rel position index as bias values, as we don't need length + generalization (40s max is good enough for ASR encoder), and it keeps ONNX export simple. + - I've also extended it so that biases can be asymmetric, the default implementation treats + L->R and R->L the same. Asymmetric was found to yield better results in my experiments. + + Args: + num_heads: int + Number of attention heads + num_buckets: int + Number of buckets to use for relative attention bias. This is the size of the learnable + bias parameter. Bucketing is not yet supported, so this defaults to -1 which means + no bucketing is used (max_distance determines size of bias param). + max_distance: int + Maximum distance to use for relative attention bias. With num_buckets=-1, this directly + controls the max size of the bias parameter. When num_buckets > 0 is supported, this + will control the maximum distance for logarithmic bucketing after which all positions + are in the same bucket. + symmetric: bool + Whether to use symmetric or asymmetric biases. symmetric=False uses 2x number of bias + params to distinguish L->R from R->L. This was found to be better for the encoder. + """ + + def __init__(self, num_heads, num_buckets=-1, max_distance=1000, symmetric=False): + super().__init__() + self.num_heads = num_heads + self.num_buckets = num_buckets + self.max_distance = max_distance + self.symmetric = symmetric + self._skip_bucketing = self.num_buckets < 0 + if self._skip_bucketing: + self.num_buckets = max_distance + else: + raise NotImplementedError("T5 attention bias with bucketed positions is not yet tested") + if not self.symmetric: + self.num_buckets *= 2 + self.bias_values = nn.Embedding(self.num_buckets, self.num_heads) + + def forward(self, x): + # instantiate bias compatible with shape of x + maxpos = x.size(1) + context_position = torch.arange(maxpos, device=x.device, dtype=torch.long)[:, None] + memory_position = torch.arange(maxpos, device=x.device, dtype=torch.long)[None, :] + relative_position = memory_position - context_position + # clipping to a maximum distance using ops that play well with ONNX export + relative_position = relative_position.masked_fill( + relative_position < -self.max_distance, -self.max_distance + ) + relative_position = relative_position.masked_fill( + relative_position > self.max_distance - 1, self.max_distance - 1 + ) + + # mapping from relative position to index in the bias parameter + if self._skip_bucketing: + bias_idx = relative_position + else: + bias_idx = self._bucket_relative_position(relative_position) + if self.symmetric: + bias_idx = bias_idx.abs() + else: + bias_idx += self.num_buckets // 2 + + t5_rel_att_bias = self.bias_values(bias_idx) # [L, L, H] + t5_rel_att_bias = t5_rel_att_bias.permute(2, 0, 1).unsqueeze(0) # [1, H, L, L] + + return t5_rel_att_bias + + def _bucket_relative_position(self, relative_position): + # this is a placeholder (isn't tested, likely buggy) using HuggingFace implem as a reference + # this also needs to be extended to support asymmetric +/- ve positions + relative_buckets = 0 + if not self.causal: + num_buckets //= 2 + relative_buckets += (relative_position > 0).to(torch.long) * num_buckets + relative_position = torch.abs(relative_position) + else: + relative_position = -torch.min(relative_position, torch.zeros_like(relative_position)) + # now relative_position is in the range [0, inf) + + # half of the buckets are for exact increments in positions + max_exact = num_buckets // 2 + is_small = relative_position < max_exact + + # The other half of the buckets are for logarithmically bigger bins in positions up to max_distance + relative_position_if_large = max_exact + ( + torch.log(relative_position.float() / max_exact) + / math.log(self.max_distance / max_exact) + * (num_buckets - max_exact) + ).to(torch.long) + relative_position_if_large = torch.min( + relative_position_if_large, torch.full_like(relative_position_if_large, num_buckets - 1) + ) + + relative_buckets += torch.where(is_small, relative_position, relative_position_if_large) + return relative_buckets + +class AbsolutePositionalEncoding(nn.Module): + """Absolute Positional encoding module. + This module implement Absolute sinusoidal positional encoding + from: https://arxiv.org/pdf/1706.03762.pdf + + Args: + d_model: int + Input embedding size. + dropout_rate: float + dropout rate + max_len: int, optional + Maximum input length sequence, Default 5000 + + """ + + def __init__(self, d_model, dropout_rate, max_len=5000): + """Construct an PositionalEncoding object.""" + super().__init__() + self.d_model = d_model + self.xscale = math.sqrt(self.d_model) + self.dropout = torch.nn.Dropout(p=dropout_rate) + self.pe = None + self.extend_pe(torch.tensor(0.0).expand(1, max_len)) + self._register_load_state_dict_pre_hook(_pre_hook) + + def extend_pe(self, x): + """Reset the positional encodings. + + Args: + x: torch.Tensor + """ + if self.pe is not None: + if self.pe.size(1) >= x.size(1): + if self.pe.dtype != x.dtype or self.pe.device != x.device: + self.pe = self.pe.to(dtype=x.dtype, device=x.device) + return + pe = torch.zeros(x.size(1), self.d_model) + position = torch.arange(0, x.size(1), dtype=torch.float32).unsqueeze(1) + div_term = torch.exp( + torch.arange(0, self.d_model, 2, dtype=torch.float32) + * -(math.log(10000.0) / self.d_model) + ) + pe[:, 0::2] = torch.sin(position * div_term) + pe[:, 1::2] = torch.cos(position * div_term) + pe = pe.unsqueeze(0) + self.pe = pe.to(device=x.device, dtype=x.dtype) + + def forward(self, x: torch.Tensor): + """Add positional encoding. + + Args: + x: torch.Tensor + Input tensor. shape is (batch, time, ...) + + Returns: + torch.Tensor: Encoded tensor. Its shape is (batch, time, ...) + + """ + self.extend_pe(x) + x = x * self.xscale + self.pe[:, : x.size(1)] + return self.dropout(x) + +#### forward embedding layers starts here + +@backoff.on_exception(backoff.expo, Exception, max_tries=10) +def np_loadtxt_with_retry(filepath): + """np.loadtxt with retry + + Args: + filepath: str + file path to the numpy array. + """ + result = np.loadtxt(filepath, dtype="f") + return result + +class MeanVarianceNormLayer(nn.Module): + """Mean/variance normalization layer. + + Will substract mean and multiply input by inverted standard deviation. + Typically used as a very first layer in a model. + + Args: + input_size: int + layer input size. + """ + + def __init__(self, input_size): + super().__init__() + self.input_size = input_size + self.register_buffer("global_mean", torch.zeros(input_size)) + self.register_buffer("global_invstd", torch.ones(input_size)) + self.global_mean: Optional[Tensor] + self.global_invstd: Optional[Tensor] + + def forward(self, input_: Tensor) -> Tensor: + """MeanVarianceNormLayer Forward + + Args: + input_: torch.Tensor + input tensor. + """ + return (input_ - self.global_mean) * self.global_invstd + + def load_mean_invstd(self, mean_file, invstd_file, cuside_features=False): + """Load feature mean and variance used for normalization. + + Args: + mean_file: str + path to the feature mean statistics file. + invstd_file: str + path to the features inverted standard deviation + statistics file. + cuside_features: bool + Boolean that indicates CUSIDE is being used. + The statistics of CUSIDE features are copied + from the normal features + """ + self.global_mean.data = torch.from_numpy(np_loadtxt_with_retry(mean_file)) + self.global_invstd.data = torch.from_numpy(np_loadtxt_with_retry(invstd_file)) + + if cuside_features: + self.global_mean.data = torch.cat((self.global_mean.data, self.global_mean.data), 0) + self.global_invstd.data = torch.cat( + (self.global_invstd.data, self.global_invstd.data), 0 + ) + +class CausalConv1D(nn.Conv1d): + """ + A causal version of nn.Conv1d where each step would have limited access to locations on its right or left + All arguments are the same as nn.Conv1d except padding. + + If padding is set None, then paddings are set automatically to make it a causal convolution where each location would not see any steps on its right. + + If padding is set as a list (size of 2), then padding[0] would be used as left padding and padding[1] as right padding. + It would make it possible to control the number of steps to be accessible on the right and left. + This mode is not supported when stride > 1. padding[0]+padding[1] should be equal to (kernel_size - 1). + """ + + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = 1, + padding: Union[str, int] = 0, + dilation: int = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = "zeros", + device=None, + dtype=None, + ) -> None: + self.cache_drop_size = None + if padding is None: + self._left_padding = kernel_size - 1 + self._right_padding = stride - 1 + else: + if stride != 1 and padding != kernel_size - 1: + raise ValueError("No striding allowed for non-symmetric convolutions!") + if isinstance(padding, int): + self._left_padding = padding + self._right_padding = padding + elif ( + isinstance(padding, list) + and len(padding) == 2 + and padding[0] + padding[1] == kernel_size - 1 + ): + self._left_padding = padding[0] + self._right_padding = padding[1] + else: + raise ValueError(f"Invalid padding param: {padding}!") + + self._max_cache_len = self._left_padding + + super().__init__( + in_channels=in_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + padding=0, + dilation=dilation, + groups=groups, + bias=bias, + padding_mode=padding_mode, + device=device, + dtype=dtype, + ) + + def update_cache(self, x, cache=None): + if cache is None: + new_x = F.pad(x, pad=(self._left_padding, self._right_padding)) + next_cache = cache + else: + new_x = F.pad(x, pad=(0, self._right_padding)) + new_x = torch.cat([cache, new_x], dim=-1) + if self.cache_drop_size > 0: + next_cache = new_x[:, :, : -self.cache_drop_size] + else: + next_cache = new_x + next_cache = next_cache[:, :, -cache.size(-1) :] + return new_x, next_cache + + def forward(self, x, cache=None): + x, cache = self.update_cache(x, cache=cache) + x = super().forward(x) + if cache is None: + return x + else: + return x, cache + + +class CausalConv2D(nn.Conv2d): + """ + A causal version of nn.Conv2d where each location in the 2D matrix would have no access to locations on its right or down + All arguments are the same as nn.Conv2d except padding which should be set as None + """ + + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = 1, + padding: Union[str, int] = 0, + dilation: int = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = "zeros", + device=None, + dtype=None, + ) -> None: + if padding is not None: + raise ValueError("Argument padding should be set to None for CausalConv2D.") + self._left_padding = kernel_size - 1 + self._right_padding = stride - 1 + + padding = 0 + super().__init__( + in_channels, + out_channels, + kernel_size, + stride, + padding, + dilation, + groups, + bias, + padding_mode, + device, + dtype, + ) + + def forward( + self, + x, + ): + if self.training: + x = F.pad( + x, + pad=( + self._left_padding, + self._right_padding, + self._left_padding, + self._right_padding, + ), + ) + else: + x = F.pad( + x, + pad=(self._left_padding, self._right_padding, 0, 0), + ) + x = super().forward(x) + return x + + +class NemoConvSubsampling(torch.nn.Module): + """Convlutional subsampling module, taken from NeMo ASR + (https://github.com/NVIDIA/NeMo/blob/b367413645d5c72db3c2c96e46e95a34501479cf/nemo/collections/asr/parts/submodules/subsampling.py) + + Striding Subsampling: "Speech-Transformer: A No-Recurrence Sequence-to-Sequence Model for + Speech Recognition" by Linhao Dong et al. (https://ieeexplore.ieee.org/document/8462506) + + + Compared with the EncoderConv2D (`input_layer: custom`), this is a much simplified approach, + and uses no LayerNorm and far fewer Conv2Ds. Moreover, depthwise convolutions are used to reduce + FLOPs, but the first layer is kept as a regular convolution so as not to degrade accuracy. + + `Striding` and `dw_striding` are the same except that the latter uses depthwise convolutions + after the first layer, whereas the former does not. + + Args: + subsampling_factor (int): Time reduction factor + feat_in (int): size of the input features + feat_out (int): size of the output features + subsampling (str): The subsampling technique, choose from + {"striding", "dw-striding", "striding_conv1d", "dw_striding_conv1d"} + conv_channels (int): Number of channels for the convolution layers, default is 256. + subsampling_conv_chunking_factor (int): Input chunking factor which can be -1 (no chunking) + 1 (auto) or a power of 2. Default is 1 + activation (Module): activation function, default is nn.ReLU() + is_causal (bool): whether to use causal Conv1/2D, where each step will have limited access + to locations on its right or left + """ + + def __init__( + self, + feat_in, + feat_out, + subsampling_factor=4, + subsampling="dw_striding", + conv_channels=256, + subsampling_conv_chunking_factor=1, + activation=nn.ReLU(), + is_causal=False, + ): + super().__init__() + self._subsampling = subsampling + self._conv_channels = conv_channels + self._feat_in = feat_in + self._feat_out = feat_out + + if subsampling_factor % 2 != 0: + raise ValueError("Sampling factor should be a multiply of 2!") + self._sampling_num = int(math.log(subsampling_factor, 2)) + self.subsampling_factor = subsampling_factor + self.is_causal = is_causal + self.subsampling_causal_cond = subsampling in ("dw_striding", "striding", "striding_conv1d") + + if ( + subsampling_conv_chunking_factor != -1 + and subsampling_conv_chunking_factor != 1 + and subsampling_conv_chunking_factor % 2 != 0 + ): + raise ValueError("subsampling_conv_chunking_factor should be -1, 1, or a power of 2") + self.subsampling_conv_chunking_factor = subsampling_conv_chunking_factor + + in_channels = 1 + layers = [] + + if subsampling == "dw_striding": + self._stride = 2 + self._kernel_size = 3 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + # Layer 1 + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + in_channels = conv_channels + layers.append(activation) + + for i in range(self._sampling_num - 1): + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + groups=in_channels, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ) + ) + + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "striding": + self._stride = 2 + self._kernel_size = 3 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + for i in range(self._sampling_num): + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "striding_conv1d": + in_channels = feat_in + + self._stride = 2 + self._kernel_size = 5 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + for i in range(self._sampling_num): + if self.is_causal: + layers.append( + CausalConv1D( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 1 else conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 1 else conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "dw_striding_conv1d": + in_channels = feat_in + + self._stride = 2 + self._kernel_size = 5 + self._ceil_mode = False + + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + + # Layer 1 + layers.extend( + [ + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ), + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == 1 else conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ), + ] + ) + in_channels = conv_channels + layers.append(activation) + + for i in range(self._sampling_num - 1): + layers.extend( + [ + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ), + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 2 else conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ), + ] + ) + layers.append(activation) + in_channels = conv_channels + + else: + raise ValueError(f"Not valid sub-sampling: {subsampling}!") + + if subsampling in ["dw_striding", "striding"]: + in_length = torch.tensor(feat_in, dtype=torch.float) + out_length = calc_length( + lengths=in_length, + all_paddings=self._left_padding + self._right_padding, + kernel_size=self._kernel_size, + stride=self._stride, + ceil_mode=self._ceil_mode, + repeat_num=self._sampling_num, + ) + self.out = torch.nn.Linear(conv_channels * int(out_length), feat_out) + self.conv2d_subsampling = True + elif subsampling in ["striding_conv1d", "dw_striding_conv1d"]: + self.out = None + self.conv2d_subsampling = False + else: + raise ValueError(f"Not valid sub-sampling: {subsampling}!") + + self.conv = torch.nn.Sequential(*layers) + + def get_sampling_frames(self): + return [1, self.subsampling_factor] + + def get_streaming_cache_size(self): + return [0, self.subsampling_factor + 1] + + def forward(self, x, mask): + """ + Forward method for NeMo subsampling. + + Args: + x[Batch, Time, Filters]: torch.Tensor + input tensor + x_mask: torch.Tensor + input mask + + Returns: + x: torch.Tensor + Resulting tensor from subsampling (B, T // time_reduction_factor, feat_out) + pad_mask: torch.Tensor + tensor of padded hidden state sequences (B, 1, T // time_reduction_factor) + """ + batch_size = x.shape[0] + # Unsqueeze Channel Axis + if self.conv2d_subsampling: + x = x.unsqueeze(1) + # Transpose to Channel First mode + else: + x = x.transpose(1, 2) + + # split inputs if chunking_factor is set + if self.subsampling_conv_chunking_factor != -1 and self.conv2d_subsampling: + if self.subsampling_conv_chunking_factor == 1: + # if subsampling_conv_chunking_factor is 1, we split only if needed + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + x_ceil = 2**31 / self._conv_channels * self._stride * self._stride + if torch.numel(x) > x_ceil: + need_to_split = True + else: + need_to_split = False + else: + # if subsampling_conv_chunking_factor > 1 we always split + need_to_split = True + + if need_to_split: + x, success = self.conv_split_by_batch(x) + if not success: # if unable to split by batch, try by channel + if self._subsampling == "dw_striding": + x = self.conv_split_by_channel(x) + else: + x = self.conv(x) # try anyway + else: + x = self.conv(x) + else: + x = self.conv(x) + + # Flatten Channel and Frequency Axes + if self.conv2d_subsampling: + b, c, t, f = x.size() + x = self.out(x.transpose(1, 2).reshape(b, t, -1)) + # Transpose to Channel Last mode + else: + x = x.transpose(1, 2) + + max_audio_length = x.shape[1] + feature_lens = mask.sum(1) + padding_length = torch.ceil(feature_lens.to(torch.float32) / float(self.subsampling_factor)).to(torch.int64) + if self.is_causal and self.subsampling_causal_cond: + feature_lens_remainder = feature_lens % self.subsampling_factor + padding_length[feature_lens_remainder != 1] += 1 + pad_mask = ( + torch.arange(0, max_audio_length, device=x.device).expand(padding_length.size(0), -1) + < padding_length.unsqueeze(1) + ) + + condition = torch.full_like(pad_mask, batch_size != 1).bool() + pad_mask = pad_mask * condition + return x, pad_mask.unsqueeze(1) + + def reset_parameters(self): + # initialize weights + if self._subsampling == "dw_striding": + with torch.no_grad(): + # init conv + scale = 1.0 / self._kernel_size + dw_max = (self._kernel_size**2) ** -0.5 + pw_max = self._conv_channels**-0.5 + + torch.nn.init.uniform_(self.conv[0].weight, -scale, scale) + torch.nn.init.uniform_(self.conv[0].bias, -scale, scale) + + for idx in range(2, len(self.conv), 3): + torch.nn.init.uniform_(self.conv[idx].weight, -dw_max, dw_max) + torch.nn.init.uniform_(self.conv[idx].bias, -dw_max, dw_max) + torch.nn.init.uniform_(self.conv[idx + 1].weight, -pw_max, pw_max) + torch.nn.init.uniform_(self.conv[idx + 1].bias, -pw_max, pw_max) + + # init fc (80 * 64 = 5120 from https://github.com/kssteven418/Squeezeformer/blob/13c97d6cf92f2844d2cb3142b4c5bfa9ad1a8951/src/models/conformer_encoder.py#L487 + fc_scale = (self._feat_out * self._feat_in / self._sampling_num) ** -0.5 + torch.nn.init.uniform_(self.out.weight, -fc_scale, fc_scale) + torch.nn.init.uniform_(self.out.bias, -fc_scale, fc_scale) + + def conv_split_by_batch(self, x): + """Tries to split input by batch, run conv and concat results""" + b, _, _, _ = x.size() + if b == 1: # can't split if batch size is 1 + return x, False + + if self.subsampling_conv_chunking_factor > 1: + cf = self.subsampling_conv_chunking_factor + else: + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + x_ceil = 2**31 / self._conv_channels * self._stride * self._stride + p = math.ceil(math.log(torch.numel(x) / x_ceil, 2)) + cf = 2**p + + new_batch_size = b // cf + if new_batch_size == 0: # input is too big + return x, False + + return torch.cat([self.conv(chunk) for chunk in torch.split(x, new_batch_size, 0)]), True + + def conv_split_by_channel(self, x): + """For dw convs, tries to split input by time, run conv and concat results""" + x = self.conv[0](x) # full conv2D + x = self.conv[1](x) # activation + + for i in range(self._sampling_num - 1): + _, c, t, _ = x.size() + + if self.subsampling_conv_chunking_factor > 1: + cf = self.subsampling_conv_chunking_factor + else: + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + p = math.ceil(math.log(torch.numel(x) / 2**31, 2)) + cf = 2**p + + new_c = int(c // cf) + if new_c == 0: + new_c = 1 + + new_t = int(t // cf) + if new_t == 0: + new_t = 1 + + x = self.channel_chunked_conv(self.conv[i * 3 + 2], new_c, x) # conv2D, depthwise + + # splitting pointwise convs by time + x = torch.cat( + [self.conv[i * 3 + 3](chunk) for chunk in torch.split(x, new_t, 2)], 2 + ) # conv2D, pointwise + x = self.conv[i * 3 + 4](x) # activation + return x + + def channel_chunked_conv(self, conv, chunk_size, x): + """Performs channel chunked convolution""" + + ind = 0 + out_chunks = [] + for chunk in torch.split(x, chunk_size, 1): + step = chunk.size()[1] + + if self.is_causal: + chunk = nn.functional.pad( + chunk, + pad=( + self._kernel_size - 1, + self._stride - 1, + self._kernel_size - 1, + self._stride - 1, + ), + ) + ch_out = nn.functional.conv2d( + chunk, + conv.weight[ind : ind + step, :, :, :], + bias=conv.bias[ind : ind + step], + stride=self._stride, + padding=0, + groups=step, + ) + else: + ch_out = nn.functional.conv2d( + chunk, + conv.weight[ind : ind + step, :, :, :], + bias=conv.bias[ind : ind + step], + stride=self._stride, + padding=self._left_padding, + groups=step, + ) + out_chunks.append(ch_out) + ind += step + + return torch.cat(out_chunks, 1) + + def change_subsampling_conv_chunking_factor(self, subsampling_conv_chunking_factor: int): + if ( + subsampling_conv_chunking_factor != -1 + and subsampling_conv_chunking_factor != 1 + and subsampling_conv_chunking_factor % 2 != 0 + ): + raise ValueError("subsampling_conv_chunking_factor should be -1, 1, or a power of 2") + self.subsampling_conv_chunking_factor = subsampling_conv_chunking_factor + + +def calc_length(lengths, all_paddings, kernel_size, stride, ceil_mode, repeat_num=1): + """Calculates the output length of a Tensor passed through a convolution or max pooling layer""" + add_pad: float = all_paddings - kernel_size + one: float = 1.0 + for i in range(repeat_num): + lengths = torch.div(lengths.to(dtype=torch.float) + add_pad, stride) + one + if ceil_mode: + lengths = torch.ceil(lengths) + else: + lengths = torch.floor(lengths) + return lengths.to(dtype=torch.int) + +#### multihead attention starts here +class AttModule(nn.Module): + """Attention abstraction module""" + + def __init__(self): + super().__init__() + self.export_mode = False + + def set_export(self, mode=True): + """set the export mode""" + self.export_mode = mode + + def forward( + self, + x: Tensor, + memory: Optional[Tensor] = None, + pos_emb: Optional[Tensor] = None, + att_mask: Optional[Tensor] = None, + ) -> Tuple[Tensor, Tensor, Optional[Tensor], Optional[Tensor]]: + """AttModule forward + + Args: + x: torch.Tensor + input tensor. + memory: torch.Tensor, optional + memory tensor. + pos_emb: torch.Tensor, optional + positional encoder embedding. + att_mask: torch.Tensor, optional + attention mask tensor. + """ + return x, memory, pos_emb, att_mask + + +class AttBlock(Block, AttModule): + """Attention Block module to support both Attention and Block module.""" + + def memory_dims(self, max_len=False): + """memory dimensions""" + return (1, self.input_size) + +def masked_softmax( + scores, + mask: Optional[Tensor], +): + if mask is not None: + # mask = mask.unsqueeze(1).eq(0) # (batch, 1, time1, time2) + scores = scores.masked_fill(mask, -torch.inf) + attn = torch.softmax(scores, dim=-1).masked_fill(mask, 0.0) # (batch, head, time1, time2) + else: + attn = torch.softmax(scores, dim=-1) # (batch, head, time1, time2) + return attn + + +class MultiHeadedAttention(nn.Module): + """Multi-Head Attention layer with optional relative position embedding and GLU. + + Args: + n_head: int + the number of heads. + n_feat: int + input size features. + dropout_rate: float + dropout rate. + use_LN: bool + apply layer norm or not + dropout_at_output: bool + whether to apply dropout at output + attention_inner_dim: int, optional + the attention dimension used in the class, + it can be different from the input dimension n_feat. + default: -1 (equal to n_feat). + use_pt_scaled_dot_product_attention: bool, optional + if set True, use pytorch scaled dot product attention in training. NOTE: this will NOT + be used in ONNX decoding due to a lack of support. In that case, we use the original + attention implementation, which shows no regression. + default: False. + n_value: int, optional + if set to values other than -1, use a different dimension for value. With the default value (i.e. -1), it is backward compatible. + group_size: int, optional. must divide `n_head` + if group_size > 1: GQA + if group_size = 1: MHA + if group_size = n_head: MQA + """ + + inv_sqrt_d_k: torch.jit.Final[float] + h: torch.jit.Final[int] + h_k: torch.jit.Final[int] + g: torch.jit.Final[int] + + def __init__( + self, + n_head, + n_feat, + dropout_rate, + attention_inner_dim=-1, + glu_type="swish", + bias_in_glu=True, + use_pt_scaled_dot_product_attention=False, + n_value=-1, + group_size: int = 1, + ): + super().__init__() + if n_value == -1: + n_value = n_feat + if attention_inner_dim == -1: + attention_inner_dim = n_feat + assert attention_inner_dim % n_head == 0 + + # We assume d_v always equals d_k + self.d_k = attention_inner_dim // n_head + self.inv_sqrt_d_k = 1.0 / math.sqrt(self.d_k) + self.h = n_head + assert n_head % group_size == 0, "group_size must divide n_head" + self.g = group_size + self.h_k = n_head // group_size + + self.linear_q = nn.Linear(n_feat, attention_inner_dim) + self.linear_k = nn.Linear(n_feat, attention_inner_dim // group_size) + self.linear_v = nn.Linear(n_value, attention_inner_dim // group_size) + self.linear_out = nn.Linear(attention_inner_dim // group_size, n_value) + + self.attn = torch.jit.Attribute(None, Optional[Tensor]) + self.dropout = nn.Dropout(p=dropout_rate) + self.dropout_rate = dropout_rate + self.use_pt_scaled_dot_product_attention = use_pt_scaled_dot_product_attention + + if use_pt_scaled_dot_product_attention and group_size > 1: + raise ValueError("Cannot use PT Scaled Attention with GQA") + + # Torchscript eager quantization. Note that these functions below are + # NOOPs and have very little impact on performance unless quantization is + # enabled. + self.quant_q = torch.ao.quantization.QuantStub() + self.quant_x = torch.ao.quantization.QuantStub() + self.dequant = torch.ao.quantization.DeQuantStub() + self.ffunc = torch.ao.nn.quantized.FloatFunctional() + + def forward( + self, + query: Tensor, + key: Tensor, + value: Tensor, + pos_k: Tensor, + pos_v: Tensor, + mask: Optional[Tensor], + relative_attention_bias: Optional[Tensor] = None, + ): + """Compute 'Scaled Dot Product Attention'. + + Args: + query: torch.Tensor + query tensor (batch, time1, size) + key: torch.Tensor + key tensor (batch, time2, size) + value: torch.Tensor + value tensor (batch, time1, size) + pos_k: torch.Tensor + key tensor used for relative positional embedding. + pos_v: torch.Tensor + value tensor used for relative positional embedding. + mask: torch.Tensor + mask tensor (batch, time1, time2) + relative_attention_bias: torch.Tensor + bias added to attention logits w.r.t. relative positions (1, n_head, time1, time2) + """ + # self.h = num_heads + # self.h_k = num_kv_heads + # self.d_k = head_size + n_batch, seq_len, _ = query.size() + + q = self.linear_q(query).view(n_batch, seq_len, self.h, self.d_k) # (b, t, d) + k = self.linear_k(key).view(n_batch, seq_len, self.h_k, self.d_k) # (b, t, d) + v = self.linear_v(value).view(n_batch, seq_len, self.h_k, self.d_k) + q = ( + q.transpose(1, 2) + if self.use_pt_scaled_dot_product_attention and not torch.jit.is_scripting() + else q.transpose(1, 2) * self.inv_sqrt_d_k + ) + k = k.transpose(1, 2) # (batch, head_k, time2, d_k) + v = v.transpose(1, 2) # (batch, head_k, time2, d_k) + + if self.use_pt_scaled_dot_product_attention and not torch.jit.is_scripting(): + attn_mask = None + if mask is not None: + mask = mask.unsqueeze(1) + if relative_attention_bias is not None: + attn_mask = mask + relative_attention_bias + else: + attn_mask = mask + if mask.dtype != q.dtype: + attn_mask = attn_mask.to(q.dtype) + + with torch.backends.cuda.sdp_kernel( + enable_flash=True, enable_math=True, enable_mem_efficient=True + ): + x = torch.nn.functional.scaled_dot_product_attention( + q, + k, + v, + attn_mask=attn_mask, + dropout_p=self.dropout_rate, + ) + else: + if self.h != self.h_k: + q = q.reshape(n_batch, self.g, self.h_k, -1, self.d_k) + A = torch.einsum("b g h t d, b h s d -> b h t s", q, k) + else: + A = torch.matmul(q, k.transpose(-2, -1)) + if pos_k is not None: + if self.h != self.h_k: + B = torch.einsum("b g h t d, t s d -> b h t s", q, pos_k) + else: + reshape_q = ( + q.contiguous().view(n_batch * self.h, -1, self.d_k).transpose(0, 1) + ) # (t1,nh,dk) + B = torch.matmul(reshape_q, pos_k.transpose(-2, -1)) # pos_k: (t1,dk,t2) + B = B.transpose(0, 1).view(n_batch, self.h, pos_k.size(0), pos_k.size(1)) + scores = A + B + else: + scores = A + + if relative_attention_bias is not None: + scores = scores + relative_attention_bias + + attn = masked_softmax(scores, mask) # (batch, head, time1, time2) + + self.attn = attn + + p_attn = self.dropout(attn) + x = torch.matmul(p_attn.to(v.dtype), v) # (batch, head, time1, d_k) + if pos_v is not None: + reshape_attn = ( + p_attn.contiguous() + .view(n_batch * self.h, pos_v.size(0), pos_v.size(1)) + .transpose(0, 1) + ) # (t1, bh, t2) + + attn_v = ( + torch.matmul(reshape_attn, pos_v) + .transpose(0, 1) + .contiguous() + .view(n_batch, self.h, pos_v.size(0), self.d_k) + ) + x = x + attn_v + x = ( + x.transpose(1, 2).contiguous().view(n_batch, seq_len, self.h_k * self.d_k) + ) # (batch, time1, d_model) + + return self.linear_out(x) # (batch, time1, d_model) + + +def unfold_tensor(xs_pad, max_seq_len): + """ + For a given tensor with shape of (N, T, D), if sequence length T is longer than max_seq_len, + this function unfold it to a (NT', max_seq_len, D) where T' is T // max_seq_len. + Args: + xs_pad: N, T, D + """ + _, _, D = xs_pad.shape + xs_pad = xs_pad.transpose(-1, -2) # convert to N, D, T + # N x D x 1 x T => N x (D x max_seq_len) x T' + xs_pad = F.unfold( + xs_pad[..., None, :], + kernel_size=(1, max_seq_len), + stride=(1, max_seq_len), + ) + + new_bsz, _, slen = xs_pad.shape + # N x D x max_seq_len x T' + xs_pad = xs_pad.view(new_bsz, -1, max_seq_len, slen) + # N x T' x max_seq_len x D + xs_pad = xs_pad.permute(0, 3, 2, 1).contiguous() + # NT' x max_seq_len x D + xs_pad = xs_pad.view(-1, max_seq_len, D) + return xs_pad + +# conformer_encoder.py +class MultiSequential(torch.nn.Sequential): + """Multi-input multi-output torch.nn.Sequential""" + + # @torch.jit.ignore + def forward(self, *args): + """Forward method implementation.""" + for m in self: + args = m(*args) + return args + +def repeat(repeat_num, module_gen_fn): + """repeat module N times + + :param int repeat_num: repeat time + :param function module_gen_fn: function to generate module + :return: repeated modules + :rtype: MultiSequential + """ + return MultiSequential(*[module_gen_fn(i) for i in range(repeat_num)]) + +class ConformerEncoderLayer(nn.Module): + """ConformerEncoder Layer module. + for more details see conformer paper: + https://arxiv.org/abs/2005.08100 + This module implement the Conformer block layer. + + Args: + d_model: int + attention dim. + ext_pw_out_channel: int + if > 0, ext_pw_out_channel is a dim channel size + for the last pointwise conv after swish activation. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + n_head: int + the number of heads for multihead attention module. + d_ffn: int + output size of the feed_forward blocks. + ext_pw_kernel_size: int + kernel size of the conv pointwise of the conformer. + kernel_size: int + kernel size. + dropout_rate: float + dropout rate. + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation + in ConvModule layer of the conformer. + default False + activation: str, optional + activation function name, + one of ["relu", "swish", "sigmoid"], + sigmoid activation is only used with "glu_in_fnn=True", + default "relu". + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + default 0. + chunk_size: int, optional + chunk_size for cnn. default 18 + conv_activation: str, optional + activation function used in ConvModule part + of the conformer, default "relu". + conv_glu_type: str, optional + activation function used for the glu inside + the ConvModule part of the conformer. + default: "sigmoid". + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + attention_innner_dim: int, otional + if equal to -1, attention dim for linears k/q/v is + equal to d_model. otherwise attention_innner_dim is used. + default -1. + attention_glu_type: str, optional + activation function for glu used in the multihead attention, + default "swish". + activation_checkpointing: str, optional + a dictionarry of {"module","interval","offload"}, where + "module": str + accept ["transformer", "attention"] to select + which module should do activation checkpointing. + "interval": int, default 1, + interval of applying activation checkpointing, + interval = 1 means that we apply checkpointing + on every layer (if activation), otherwise, + we apply it every x interval. + "offload": bool, default False, + if set to True, we offload activation to cpu and + reload it during backward, otherwise, + we recalculate activation in backward. + default "". + export: bool, optional + if set to True, it remove the padding from convolutional layers + and allow the onnx conversion for inference. + default False. + use_pt_scaled_dot_product_attention: bool, optional + if set to True, use pytorch's scaled dot product attention implementation in training. + attn_group_sizes: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attn_group_sizes < attention_heads = Grouped-Query Attention + attn_group_sizes = attenion_heads = Multi-Query Attention + """ + + def __init__( + self, + d_model=512, + ext_pw_out_channel=0, + depthwise_seperable_out_channel=256, + depthwise_multiplier=1, + n_head=4, + d_ffn=2048, + ext_pw_kernel_size=1, + kernel_size=3, + dropout_rate=0.1, + causal=False, + batch_norm=False, + activation="relu", + chunk_se=0, + chunk_size=18, + conv_activation="relu", + conv_glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + attention_innner_dim=-1, + attention_glu_type="swish", + activation_checkpointing="", + export=False, + use_pt_scaled_dot_product_attention=False, + attn_group_sizes: int = 1, + ): + super().__init__() + + self.feed_forward_in = FeedForward( + d_model=d_model, + d_inner=d_ffn, + dropout_rate=dropout_rate, + activation=activation, + bias_in_glu=bias_in_glu, + ) + + self.self_attn = encoder_checkpoint_wrapper( + activation_checkpointing, + MultiHeadedAttention, + )( + MultiHeadedAttention( + n_head, + d_model, + dropout_rate, + attention_innner_dim, + attention_glu_type, + bias_in_glu, + use_pt_scaled_dot_product_attention=use_pt_scaled_dot_product_attention, + group_size=attn_group_sizes, + ) + ) + self.conv = ConvModule( + d_model, + ext_pw_out_channel, + depthwise_seperable_out_channel, + ext_pw_kernel_size, + kernel_size, + depthwise_multiplier, + dropout_rate, + causal, + batch_norm, + chunk_se, + chunk_size, + conv_activation, + conv_glu_type, + bias_in_glu, + linear_glu_in_convm, + export=export, + ) + + self.feed_forward_out = FeedForward( + d_model=d_model, + d_inner=d_ffn, + dropout_rate=dropout_rate, + activation=activation, + bias_in_glu=bias_in_glu, + ) + + self.layer_norm_att = nn.LayerNorm(d_model) + self.layer_norm = nn.LayerNorm(d_model) + + def forward( + self, + x, + pos_k, + pos_v, + mask, + relative_attention_bias: Optional[Tensor] = None, + ): + """ConformerEncoder forward. + + Args: + x: torch.Tensor + input feature of shape (batch, max_time_in, size) + pos_k: torch.Tensor + positional key embedding. + mask: torch.Tensor + mask for x (batch, max_time_in) + relative_attention_bias: Optional[torch.Tensor] + bias added to attention logits w.r.t. relative positions (1, n_head, time1, time2) + """ + x = x + 0.5 * self.feed_forward_in(x) + norm_x = self.layer_norm_att(x) + + x = x + self.self_attn( + norm_x, + norm_x, + norm_x, + pos_k, + pos_v, + mask, + relative_attention_bias=relative_attention_bias, + ) + x = x + self.conv(x) + x = x + 0.5 * self.feed_forward_out(x) + + out = self.layer_norm(x) + + return out, pos_k, pos_v + +class TransformerEncoderBase(abc.ABC, nn.Module): + """The Base class for Transformer based encoders + + Please set causal = True in streaming model + Args: + input_size: int + input feature dimension. + chunk_size: int, list(int) + Number of frames for each chunk + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training + Some examples for the 2 cases: + chunk_size = 12 + chunk_size = [6, 8, 12, 24] + left_chunk: int, list(int) + Number of chunks used for masking in streaming mode. + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training. When + chunk_size is a list, left_chunk must be a list with same length. + Some examples for the 2 cases: + left_chunk = 6 + left_chunk = [12, 9, 6, 3] + attention_dim: int, optional + attention dimension. default 256. + attention_heads: int, optional + the number of heads. default 4 + input_layer: str, optional + input layer type before Conformer, + one of ["linear", "conv2d", "custom", "vgg2l", "embed"], + default "conv2d" + cnn_out: int, optional + the number of CNN channels before Conformer. + default -1. + cnn_layer_norm: bool, optional + layer norm between Conformer and the first CNN. + default False. + time_reduction: int, optional + time reduction factor + default 4 + dropout_rate: float, optional + dropout rate. default 0.1 + padding_idx: int, optional + padding index for input_layer=embed + default -1 + relative_attention_bias_args: dict, optional + use more efficient scalar bias-based relative multihead attention (Q*K^T + B) + implemented in cmb.basics.embedding.[T5/ALiBi]RelativeAttentionLogitBias + usage: relative_attention_bias_args={"type": t5/alibi} + additional method-specific arguments can be provided (see transformer_base.py) + positional_dropout_rate: float, optional + dropout rate after positional encoding. default 0.0 + nemo_conv_settings: dict, optional + A dictionary of settings for NeMo Subsampling. + default None + conv2d_extra_padding: str, optional + Add extra padding in conv2d subsampling layers. Choices are + (feat, feat_time, none, True). + if True or feat_time, the extra padding is added into non full + supraframe utts in batch. + Default: none + attention_group_size: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attention_group_size < attention_heads = Grouped-Query Attention + attention_group_size = attenion_heads = Multi-Query Attention + """ + + def __init__( + self, + input_size, + chunk_size, + left_chunk, + attention_dim=256, + attention_heads=4, + input_layer="nemo_conv", + cnn_out=-1, + cnn_layer_norm=False, + time_reduction=4, + dropout_rate=0.0, + padding_idx=-1, + relative_attention_bias_args=None, + positional_dropout_rate=0.0, + nemo_conv_settings=None, + conv2d_extra_padding: Literal["feat", "feat_time", "none", True] = "none", + attention_group_size=1, + encoder_embedding_config=None, + ): + super().__init__() + self.input_size = input_size + self.input_layer = input_layer + self.chunk_size = chunk_size + self.left_chunk = left_chunk + self.attention_dim = attention_dim + self.num_heads = attention_heads + self.attention_group_size = attention_group_size + self.time_reduction = time_reduction + self.nemo_conv_settings = nemo_conv_settings + self.encoder_embedding_config = encoder_embedding_config + + if self.input_layer == "nemo_conv": + default_nemo_conv_settings = { + "subsampling": "dw_striding", + "subsampling_factor": self.time_reduction, + "feat_in": input_size, + "feat_out": attention_dim, + "conv_channels": 256, + "subsampling_conv_chunking_factor": 1, + "activation": nn.ReLU(), + "is_causal": False, + } + # Override any of the defaults with the incoming, user settings + if nemo_conv_settings: + default_nemo_conv_settings.update(nemo_conv_settings) + for i in ["subsampling_factor", "feat_in", "feat_out"]: + assert ( + i not in nemo_conv_settings + ), "{i} should be specified outside of the NeMo dictionary" + + self.embed = NemoConvSubsampling( + **default_nemo_conv_settings, + ) + else: + raise ValueError("unknown input_layer: " + input_layer) + + self.pos_emb = AbsolutePositionalEncoding(attention_dim, positional_dropout_rate) + + self.relative_attention_bias_type = ( + relative_attention_bias_args.get("type") if relative_attention_bias_args else None + ) + if self.relative_attention_bias_type == "t5": + assert ( + self.num_heads % self.attention_group_size == 0 + ), "attention_group_size must divide n_head" + self.relative_attention_bias_layer = T5RelativeAttentionLogitBias( + self.num_heads // self.attention_group_size, + max_distance=relative_attention_bias_args.get("t5_bias_max_distance", 1000), + symmetric=relative_attention_bias_args.get("t5_bias_symmetric", False), + ) + else: + raise NotImplementedError + + + def post_init(self, init_model_config): + + pretrained_speech_encoder_path = init_model_config.get('pretrained_speech_encoder_path', None) + if pretrained_speech_encoder_path: + model_state = torch.load(pretrained_speech_encoder_path, map_location="cpu") + encoder_state_dict = {} + for k, v in model_state.items(): + if "encoder." in k: + tmp_k = k.replace("encoder.", "") + encoder_state_dict[tmp_k] = v + + if hasattr(self, "encoder_embedding"): + del self.encoder_embedding + self.load_state_dict(encoder_state_dict) + + if not hasattr(self, "encoder_embedding"): + self.encoder_embedding = MeanVarianceNormLayer(self.encoder_embedding_config["input_size"]) + + mean_file = init_model_config.get('mean_file', None) + invstd_file = init_model_config.get('invstd_file', None) + if mean_file is not None and invstd_file is not None: + self.encoder_embedding.load_mean_invstd(mean_file, invstd_file) + + def compute_lens_change(self, feature_lens): + """feature_lens: int + return updated feature lens. + + This used to return a different lambda function for each case that computed + the right thing. That does not work within Torchscript. If you really + need this to be faster, create nn.Module()-s for all the cases and return + one of them. Torchscript does support that. + """ + if self.input_layer == "nemo_conv": + # Handle the special causal case + subsampling_causal_cond = self.nemo_conv_settings.get("subsampling", "dw_striding") in [ + "dw_striding", + "striding", + "striding_conv1d", + ] + is_causal = self.nemo_conv_settings.get("is_causal", False) + if is_causal and subsampling_causal_cond: + lens_change = ( + torch.ceil(feature_lens / self.time_reduction).long() + if isinstance(feature_lens, Tensor) + else math.ceil(feature_lens / self.time_reduction) + ) + feature_lens_remainder = feature_lens % self.time_reduction + if isinstance(feature_lens, Tensor): + lens_change[feature_lens_remainder != 1] += 1 + elif feature_lens_remainder != 1: + lens_change += 1 + return lens_change + # ceil_func = math.ceil if isinstance(feature_lens, int) else torch.ceil + # return ceil_func(feature_lens / self.time_reduction) + return math.ceil(feature_lens / self.time_reduction) + + @abc.abstractmethod + def forward(self): + """Abstract forward method implementation.""" + + def _chunk_size_selection(self, chunk_size=None, left_chunk=None): + """If chunk size is a list, we will randomly select a chunk size.""" + + if chunk_size is None: + chunk_size = self.chunk_size + if left_chunk is None: + left_chunk = self.left_chunk + if isinstance(chunk_size, list): + # Variable chunk size during training + chunk_size_index = int(torch.randint(low=0, high=len(chunk_size), size=(1,))) + chunk_size_train_eff = chunk_size[chunk_size_index] + if not isinstance(left_chunk, list): + raise ValueError("Since chunk_size is a list, left_chunk must be a list") + if len(left_chunk) != len(chunk_size): + raise ValueError( + "The length of left_chunk must be the same as length of chunk_size." + ) + left_chunk_train_eff = left_chunk[chunk_size_index] + else: + chunk_size_train_eff = chunk_size + left_chunk_train_eff = left_chunk + + return chunk_size_train_eff, left_chunk_train_eff + + def _get_embed_class(self, embed): + # pylint: disable=protected-access + is_embed_using_act_chkpt = isinstance(embed, CheckpointWrapper) + is_embed_fsdp_wrapped = isinstance(embed, FullyShardedDataParallel) + embed_class = embed + if is_embed_using_act_chkpt: + embed_class = embed._checkpoint_wrapped_module + if is_embed_fsdp_wrapped: + embed_class = embed.module + return embed_class + + def _forward_embeddings_core(self, input_tensor, masks): + embed_class = self._get_embed_class(self.embed) + assert isinstance(embed_class, NemoConvSubsampling) + input_tensor, masks = self.embed(input_tensor, masks) + return input_tensor, masks + + def _position_embedding(self, input_tensor): + pos_k = None + pos_v = None + if self.relative_attention_bias_layer is None: + input_tensor = self.pos_emb(input_tensor) # default to add abs sinusoid embedding + return pos_k, pos_v + + def _streaming_mask(self, seq_len, batch_size, chunk_size, left_chunk): + chunk_size_train_eff, left_chunk_train_eff = self._chunk_size_selection( + chunk_size, left_chunk + ) + + # Create mask matrix for streaming + # S stores start index. if chunksize is 18, s is [0,18,36,....] + # chunk_start_idx = np.arange(0, seq_len, chunk_size_train_eff) + # avoid randomness when run evaluation or decoding + # if self.training:# and np.random.rand() > 0.5: + # # Either first or last chunk is not complete. + # # If only the last one is not complete, EOS is not effective + # chunk_start_idx = seq_len - chunk_start_idx + # chunk_start_idx = chunk_start_idx[::-1] + # chunk_start_idx = chunk_start_idx[:-1] + # chunk_start_idx = np.insert(chunk_start_idx, 0, 0) + # else: + chunk_start_idx = torch.tensor([], dtype=torch.int64) + + enc_streaming_mask = ( + adaptive_enc_mask(seq_len, chunk_start_idx, left_window=left_chunk_train_eff) + .unsqueeze(0) + .expand([batch_size, -1, -1]) + ) + return enc_streaming_mask + + def expand_mask(self, mask): + # Convert `mask = torch.tensor([])` to `mask = torch.tensor(0)` + # and leave `mask` unmodified otherwise + orig_num_elements = mask.numel() + new_num_elements = max(1, orig_num_elements) + mask_shape = list(mask.shape) + mask_shape[0] = max(1, mask_shape[0]) + expanded_mask = torch.zeros(new_num_elements, dtype=mask.dtype) + expanded_mask[ : orig_num_elements] = mask.flatten() + expanded_mask = expanded_mask.view(mask_shape) + return expanded_mask + + def forward_embeddings(self, xs_pad, masks, chunk_size_nc=None, left_chunk_nc=None): + """Forwarding the inputs through the top embedding layers + + Args: + xs_pad: torch.Tensor + input tensor + masks: torch.Tensor + input mask + chunk_size_nc: (optional, default is None) chunk size for non-causal layers + left_chunk_nc: (optional, default is None) # of left chunks for non-causal layers + """ + # pylint: disable=R0915 + # get new lens. + seq_len = self.compute_lens_change(xs_pad.shape[1]) + if seq_len <= 0: + raise ValueError( + f"""The sequence length after time reduction is invalid: {seq_len}. + Your input feature is too short. Consider filtering out the very + short sentence from data loader""", + ) + + batch_size = xs_pad.shape[0] + + enc_streaming_mask = self._streaming_mask( + seq_len, batch_size, self.chunk_size, self.left_chunk + ) + + if xs_pad.is_cuda: + enc_streaming_mask = enc_streaming_mask.cuda() + xs_pad = xs_pad.cuda() + + input_tensor = xs_pad + input_tensor, masks = self._forward_embeddings_core(input_tensor, masks) + + # Select correct `hs_mask` + streaming_mask = enc_streaming_mask + expanded_masks = self.expand_mask(masks) + expanded_streaming_mask = self.expand_mask(streaming_mask) + + if_condition = torch.full_like(expanded_streaming_mask, streaming_mask.numel() > 0 and batch_size > 1).bool() + elif_condition = torch.full_like(expanded_masks, streaming_mask.numel() == 0 and batch_size > 1).bool() + else_condition = ~elif_condition + hs_mask = (expanded_masks & expanded_streaming_mask) * if_condition + expanded_masks * elif_condition + expanded_streaming_mask * else_condition + + if chunk_size_nc is not None: + enc_streaming_mask_nc = self._streaming_mask( + seq_len, batch_size, chunk_size_nc, left_chunk_nc + ) + if xs_pad.is_cuda: + enc_streaming_mask_nc = enc_streaming_mask_nc.cuda() + if masks is not None: + hs_mask_nc = masks & enc_streaming_mask_nc + else: + hs_mask_nc = enc_streaming_mask_nc + else: + hs_mask_nc = None + + pos_k, pos_v = self._position_embedding(input_tensor) + + if chunk_size_nc is None: + return input_tensor, pos_k, pos_v, hs_mask, masks + return input_tensor, pos_k, pos_v, hs_mask, masks, hs_mask_nc + + def get_offset(self): + """Returns offset used when retaining inputs for decoding. + + This is essentially, how many additional frames have to be added to + the front-end CNN input to ensure it can produce a single output. + So if the "padding" parameter is 0, typically offset will be > 0. + """ + return get_offset(self.input_layer, self.time_reduction) + + +def get_offset(input_layer: str, time_reduction: int): + """Get an offset. We will use the offset for determining #frames of a subsampled feature. + + Args: + input_layer (str): Type of an input layer + time_reduction (int): time reduction factor for downsampling a feature + Returns: + int: offset + """ + if input_layer in ("conv2d", "nemo_conv") and time_reduction == 4: + return 3 + if input_layer in ("conv2d",) and time_reduction == 6: + return 1 + if input_layer in ("conv2d", "nemo_conv") and time_reduction == 8: + return 7 + return 0 + + +class ConformerEncoder(TransformerEncoderBase): + """ConformerEncoder module. + see original paper for more details: + https://arxiv.org/abs/2005.08100 + + Please set causal = True in streaming model + Args: + input_size: int + input feature dimension. + chunk_size: int, list(int) + Number of frames for each chunk + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training + Some examples for the 2 cases: + chunk_size = 12 + chunk_size = [6, 8, 12, 24] + left_chunk: int, list(int) + Number of chunks used for masking in streaming mode. + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training. When + chunk_size is a list, left_chunk must be a list with same length. + Some examples for the 2 cases: + left_chunk = 6 + left_chunk = [12, 9, 6, 3] + left_chunk: int + number of chunks used for masking in streaming mode. + num_lang: int + This parameter is used to store the number of languages in the lang_dict, + only used for multiseed/multilingual models. default None. + attention_dim: int, optional + attention dimension. default 256. + attention_heads: int, optional + the number of heads. default 4 + linear_units: + the number of units of position-wise feed forward. + default 2048 + num_block: + number of Transformer layer. default 6 + dropout_rate: float, optional + dropout rate. default 0.1 + input_layer: str, optional + input layer type before Conformer, + one of ["linear", "conv2d", "custom", "vgg2l", "embed"], + default "conv2d" + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation + in ConvModule layer of the conformer. + default False + cnn_out: int, optional + the number of CNN channels before Conformer. + default -1. + cnn_layer_norm: bool, optional + layer norm between Conformer and the first CNN. + default False. + ext_pw_out_channel: int, optional + the number of channel for CNN + before depthwise_seperable_CNN. + If 0 then use linear. default 0. + ext_pw_kernel_size: int, optional + kernel size of N before depthwise_seperable_CNN. + only work for ext_pw_out_channel > 0. + default 1 + depthwise_seperable_out_channel: int, optional + the number of channel for + depthwise_seperable_CNN. + default 256. + depthwise_multiplier: int, optional + the number of multiplier for + depthwise_seperable_CNN. + default 1. + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + default 0. + kernel_size: int, optional + the number of kernels for depthwise_seperable_CNN. + default 3. + activation: str, optional + FeedForward block activation. + one of ["relu", "swish", "sigmoid"] + default "relu". + conv_activation: str, optional + activation function used in ConvModule part + of the conformer, default "relu". + conv_glu_type: str, otional + activation used use glu in depthwise_seperable_CNN, + default "sigmoid" + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. default True + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + attention_glu_type: str + only work for glu_in_attention !=0 + default "swish". + export: bool, optional + if set to True, it remove the padding from convolutional layers + and allow the onnx conversion for inference. + default False. + activation_checkpointing: str, optional + a dictionarry of {"module","interval","offload"}, where + "module": str + accept ["transformer", "attention"] to select + which module should do activation checkpointing. + "interval": int, default 1, + interval of applying activation checkpointing, + interval = 1 means that we apply checkpointing + on every layer (if activation), otherwise, + we apply it every x interval. + "offload": bool, default False, + if set to True, we offload activation to cpu and + reload it during backward, otherwise, + we recalculate activation in backward. + default "". + extra_layer_output_idx: int + the layer index to be exposed. + relative_attention_bias_args: dict, optional + use more efficient scalar bias-based relative multihead attention (Q*K^T + B) + implemented in cmb.basics.embedding.[T5/ALiBi]RelativeAttentionLogitBias + usage: relative_attention_bias_args={"type": t5/alibi} + additional method-specific arguments can be provided (see transformer_base.py) + time_reduction: int optional + time reduction factor + default 4 + use_pt_scaled_dot_product_attention: whether to use pytorch scaled dot product attention + in training. + Default: False + nemo_conv_settings: dict, optional + A dictionary of settings for NeMo Subsampling. + default: None + usage: nemo_conv_settings= + { + "subsampling": + dw_striding/striding/dw_striding_conv1d/striding_conv1d, + "conv_channels": int, + "subsampling_conv_chunking_factor": int, + "is_causal": True/False + } + conv2d_extra_padding: str, optional + Add extra padding in conv2d subsampling layers. Choices are + (feat, feat_time, none, True) + Default: none + replication_pad_for_subsample_embedding: For batched-streaming decoding, use + "replication" padding for the cache at start of utterance. + Default: False + attention_group_size: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attention_group_size < attention_heads = Grouped-Query Attention + attention_group_size = attenion_heads = Multi-Query Attention + """ + + extra_multi_layer_output_idxs: List[int] + + def __init__( # pylint: disable-all + self, + input_size, + chunk_size, + left_chunk, + num_lang=None, + attention_dim=256, + attention_heads=4, + linear_units=2048, + num_blocks=6, + dropout_rate=0.1, + input_layer="nemo_conv", + causal=True, + batch_norm=False, + cnn_out=-1, + cnn_layer_norm=False, + ext_pw_out_channel=0, + ext_pw_kernel_size=1, + depthwise_seperable_out_channel=256, + depthwise_multiplier=1, + chunk_se=0, + kernel_size=3, + activation="relu", + conv_activation="relu", + conv_glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + attention_glu_type="swish", + export=False, + extra_layer_output_idx=-1, + extra_multi_layer_output_idxs=[], + activation_checkpointing="", + relative_attention_bias_args=None, + time_reduction=4, + use_pt_scaled_dot_product_attention=False, + nemo_conv_settings=None, + conv2d_extra_padding: Literal["feat", "feat_time", "none", True] = "none", + replication_pad_for_subsample_embedding=False, + attention_group_size=1, + encoder_embedding_config=None, + ): + super().__init__( + input_size, + chunk_size, + left_chunk, + attention_dim, + attention_heads, + input_layer, + cnn_out, + cnn_layer_norm, + time_reduction, + dropout_rate=dropout_rate, + relative_attention_bias_args=relative_attention_bias_args, + positional_dropout_rate=0.0, + nemo_conv_settings=nemo_conv_settings, + conv2d_extra_padding=conv2d_extra_padding, + attention_group_size=attention_group_size, + encoder_embedding_config=encoder_embedding_config, + ) + self.num_blocks = num_blocks + self.num_lang = num_lang + self.kernel_size = kernel_size + self.embed = embedding_checkpoint_wrapper(activation_checkpointing)(self.embed) + self.replication_pad_for_subsample_embedding: bool = replication_pad_for_subsample_embedding + assert self.num_heads % attention_group_size == 0, "attention_group_size must divide n_head" + self.num_heads_k = self.num_heads // attention_group_size + + self.encoders = repeat( + num_blocks, + lambda i: encoder_checkpoint_wrapper( + activation_checkpointing, ConformerEncoderLayer, i + )( + ConformerEncoderLayer( + d_model=attention_dim, + ext_pw_out_channel=ext_pw_out_channel, + depthwise_seperable_out_channel=depthwise_seperable_out_channel, + depthwise_multiplier=depthwise_multiplier, + n_head=attention_heads, + d_ffn=linear_units, + ext_pw_kernel_size=ext_pw_kernel_size, + kernel_size=kernel_size, + dropout_rate=dropout_rate, + causal=causal, + batch_norm=batch_norm, + activation=activation, + chunk_se=chunk_se, + chunk_size=chunk_size, + conv_activation=conv_activation, + conv_glu_type=conv_glu_type, + bias_in_glu=bias_in_glu, + linear_glu_in_convm=linear_glu_in_convm, + attention_glu_type=attention_glu_type, + activation_checkpointing=attn_checkpointing(activation_checkpointing, i), + export=export, + use_pt_scaled_dot_product_attention=use_pt_scaled_dot_product_attention, + attn_group_sizes=attention_group_size, + ) + ), + ) + self.extra_layer_output_idx = extra_layer_output_idx + self.extra_multi_layer_output_idxs = extra_multi_layer_output_idxs + # Make a zeros scalar we can use in get_initial_state to determine + # the device and the needed dtype: + self.register_buffer("dev_type", torch.zeros(()), persistent=False) + + for i in range(len(self.encoders)): + self.encoders[i] = self.encoders[i]._checkpoint_wrapped_module + + def init_relative_attention_bias(self, input_tensor): + if self.relative_attention_bias_layer: + return self.relative_attention_bias_layer(input_tensor) + + def calculate_hs_mask(self, xs_pad, device, mask): + max_audio_length = xs_pad.shape[1] + batch_size = xs_pad.shape[0] + enc_streaming_mask = self._streaming_mask( + max_audio_length, batch_size, self.chunk_size, self.left_chunk + ) + enc_streaming_mask = enc_streaming_mask.to(device) + + feature_lens = mask.sum(1) + padding_length = feature_lens + pad_mask = ( + torch.arange(0, max_audio_length, device=device).expand(padding_length.size(0), -1) + < padding_length.unsqueeze(1) + ) + pad_mask = pad_mask.unsqueeze(1) + pad_mask = pad_mask & enc_streaming_mask + + if_condition = torch.full_like(enc_streaming_mask, batch_size == 1).bool() + else_condition = ~if_condition + return enc_streaming_mask * if_condition + pad_mask * else_condition + + # @torch.jit.ignore + def forward(self, xs_pad, masks): + """Conformer Forward function + + Args: + xs_pad: torch.Tensor + input tensor + masks: torch.Tensor + post-embedding input lengths + """ + xs_pad = self.encoder_embedding(xs_pad) + input_tensor, pos_k, pos_v, hs_mask, masks = self.forward_embeddings(xs_pad, masks) + + # Rewritten unfold logic + ori_bz, seq_len, D = input_tensor.shape + max_seq_len = 500 # maximum position for absolute positional encoding + + chunk_pad_size = (max_seq_len - (seq_len % max_seq_len)) % max_seq_len + # the unfold op will drop residual frames, pad it to the multiple of max_seq_len + if_padding_tensor = torch.zeros((ori_bz, chunk_pad_size, D), device=input_tensor.device) + if_padded_input_tensor = torch.cat((input_tensor, if_padding_tensor), dim=1).to(input_tensor.device) + + new_bz = ori_bz * ((seq_len + chunk_pad_size) // max_seq_len) + if_unfolded_tensor = if_padded_input_tensor.reshape(new_bz, max_seq_len, D) + + # revise hs_mask here because the previous calculated hs_mask did not consider extra pad + subsampled_pad_mask = masks.squeeze(1) # [bz, subsampled_unmask_seq_len] + extra_padded_subsampled_padding_tensor = torch.zeros((ori_bz, chunk_pad_size), device=subsampled_pad_mask.device) + extra_padded_subsampled_pad_mask = torch.cat((subsampled_pad_mask, extra_padded_subsampled_padding_tensor), dim=1).to(subsampled_pad_mask.device) # extra padding to the pad mask + if_masks_unfold = extra_padded_subsampled_pad_mask.reshape(new_bz, max_seq_len) # unfold the pad mask like we did to the input tensor + + # Calculate values in masks_unfold to use + # If condition is true, all values in masks_unfold are left as is. + # If condition is false, all values in masks_unfold are set to 0. + condition = torch.full_like(if_masks_unfold, ori_bz != 1).bool() + masks_unfold = if_masks_unfold * condition + + if_hs_mask = self.calculate_hs_mask(if_unfolded_tensor, if_unfolded_tensor.device, masks_unfold) + + # Pad original hs_mask to be the same shape as if_hs_mask + hs_mask_dim0, hs_mask_dim1, hs_mask_dim2 = hs_mask.shape + if_hs_mask_dim0, if_hs_mask_dim1, if_hs_mask_dim2 = if_hs_mask.shape + padded_dim0 = max(hs_mask_dim0, if_hs_mask_dim0) + padded_dim1 = max(hs_mask_dim1, if_hs_mask_dim1) + padded_dim2 = max(hs_mask_dim2, if_hs_mask_dim2) + + padded_hs_mask = torch.zeros(padded_dim0, padded_dim1, padded_dim2, device=input_tensor.device) + padded_hs_mask[:hs_mask_dim0, :hs_mask_dim1, :hs_mask_dim2] = hs_mask + padded_if_hs_mask = torch.zeros(padded_dim0, padded_dim1, padded_dim2, device=input_tensor.device) + padded_if_hs_mask[:if_hs_mask_dim0, :if_hs_mask_dim1, :if_hs_mask_dim2] = if_hs_mask + + if_condition = torch.full_like(padded_if_hs_mask, seq_len > max_seq_len).bool() + else_condition = ~if_condition + chosen_padded_hs_mask = padded_if_hs_mask * if_condition + padded_hs_mask * else_condition + + # Remove any padding from chosen_padded_hs_mask + shape_dim1, shape_dim2 = min(hs_mask_dim1, if_hs_mask_dim1), min(hs_mask_dim2, if_hs_mask_dim2) + hs_mask = chosen_padded_hs_mask[:, :shape_dim1, :shape_dim2] + + # layer_emb = None + hs_mask = hs_mask.to(torch.int32).unsqueeze(1).eq(0) # (batch, 1, time1, time2) + + relative_attention_bias = self.init_relative_attention_bias(input_tensor) + + _simplified_path = ( + self.extra_layer_output_idx == -1 + and relative_attention_bias is None + ) + + if _simplified_path: + input_tensor, *_ = self.encoders(input_tensor, pos_k, pos_v, hs_mask) + else: + for i, layer in enumerate(self.encoders): + input_tensor, _, _ = layer( + input_tensor, + pos_k, + pos_v, + hs_mask, + relative_attention_bias=relative_attention_bias, + ) + + # if i == self.extra_layer_output_idx: + # layer_emb = input_tensor + + embed_dim = input_tensor.shape[-1] + input_tensor = input_tensor.reshape(ori_bz, -1, embed_dim) + # if we ever padded before unfolding, we need to remove the padding + input_tensor = input_tensor[:, :seq_len, :] # original code does :-chunk_pad_size to remove padding, which makes the tensor the same shape as before any padding + + return input_tensor, masks #, layer_emb + + def gradient_checkpointing_enable(self): + pass diff --git a/cpp/gemma_v1/speech_conformer_encoder_old.py b/cpp/gemma_v1/speech_conformer_encoder_old.py new file mode 100644 index 0000000000000000000000000000000000000000..17c442e0bc80fdd31f6064935efe23c0ce66d3f9 --- /dev/null +++ b/cpp/gemma_v1/speech_conformer_encoder_old.py @@ -0,0 +1,2906 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT license. + +#!/usr/bin/env python3 + +# activation_checkpointing.py +"""helper function for activation checkpointing""" + +from typing import Union, Dict, Callable +from functools import partial +from torch.distributed.algorithms._checkpoint.checkpoint_wrapper import ( + checkpoint_wrapper, + offload_wrapper, + CheckpointImpl, +) + + +# utils.py +"""cascade basic blocks""" + +import math +import backoff +import random +import numpy as np +from typing import Optional, Tuple, Union +import torch +from torch import nn +from torch import Tensor +import torch.nn.functional as F + + +# conformer_encoder.py +"""ConformerEncoder Module""" + +from typing import Optional, Tuple, List, Literal +import abc +import math +import numpy as np + +import torch +from torch import nn, Tensor + +from torch.distributed.algorithms._checkpoint.checkpoint_wrapper import CheckpointWrapper +from torch.distributed.fsdp.fully_sharded_data_parallel import FullyShardedDataParallel + + +# activation_checkpointing.py +def validate_checkpointing_config(activation_checkpointing): + """validate activation checkpointing configuration""" + if isinstance(activation_checkpointing, str): + assert activation_checkpointing in ( + "", + "checkpoint", + "offload", + ), "activation_checkpointing has to be a dict or a str in ('', 'checkpoint', 'offload')." + elif isinstance(activation_checkpointing, dict): + assert activation_checkpointing.get("module", "transformer") in ( + "transformer", + "attention", + ), "module in activation_checkpointing has to be in ('transformer', 'attention')." + else: + raise ValueError("activation_checkpointing has to be a str or dict.") + + +def embedding_checkpoint_wrapper( + activation_checkpointing: Union[str, Dict], +) -> Callable: + """return encoder embedding activation checkpoint wrapper""" + validate_checkpointing_config(activation_checkpointing) + + if isinstance(activation_checkpointing, str): + if activation_checkpointing: + if activation_checkpointing == "offload": + return offload_wrapper + return partial(checkpoint_wrapper) + return lambda x: x + + if isinstance(activation_checkpointing, dict): + enabled = activation_checkpointing.get("embed", False) + if enabled: + offloading = activation_checkpointing.get("offload", False) + if offloading: + return offload_wrapper + impl = ( + CheckpointImpl.REENTRANT + if activation_checkpointing.get("reentrant", False) + else CheckpointImpl.NO_REENTRANT + ) + return partial(checkpoint_wrapper, checkpoint_impl=impl) + return lambda x: x + raise ValueError("Invalid activation_checkpointing config") + + +def encoder_checkpoint_wrapper( + activation_checkpointing: Union[str, Dict], + layer_cls: type, + idx: int = 0, +) -> Callable: + """return encoder activation checkpoint wrapper""" + validate_checkpointing_config(activation_checkpointing) + + if isinstance(activation_checkpointing, str): + if activation_checkpointing: + if activation_checkpointing == "offload": + return offload_wrapper + return partial(checkpoint_wrapper) + return lambda x: x + + if isinstance(activation_checkpointing, dict): + target_layer_cls = activation_checkpointing.get("module", "transformer") + if target_layer_cls.lower() == "transformer": + target_layer_cls = ( + "EncoderLayer", + "ConformerEncoderLayer", + ) + elif target_layer_cls.lower() == "attention": + target_layer_cls = ("MultiHeadedAttention", "MultiHeadAttention") + checkpointing_interval = activation_checkpointing.get("interval", 1) + offloading = activation_checkpointing.get("offload", False) + impl = ( + CheckpointImpl.REENTRANT + if activation_checkpointing.get("reentrant", True) + else CheckpointImpl.NO_REENTRANT + ) + + if idx % checkpointing_interval == 0 and layer_cls.__name__ in target_layer_cls: + if offloading: + return offload_wrapper + return partial(checkpoint_wrapper, checkpoint_impl=impl) + return lambda x: x + + raise ValueError("Invalid activation_checkpointing config") + + +def attn_checkpointing(activation_checkpointing: Union[str, Dict], i) -> Union[str, Dict]: + """return activation checkpointing config for attention layer""" + if isinstance(activation_checkpointing, str): + return "" + + if isinstance(activation_checkpointing, dict): + target_layer_cls = activation_checkpointing.get("module", "transformer") + checkpointing_interval = activation_checkpointing.get("interval", 1) + if target_layer_cls == "attention" and i % checkpointing_interval == 0: + return activation_checkpointing + return "" + + raise ValueError("Invalid activation_checkpointing config") + + +# utils.py +class Block(nn.Module): + """Block abstract module""" + + def __init__(self, input_size, output_size): + super().__init__() + self.input_size = input_size + self.output_size = output_size + +def get_activation(name="relu"): + """Select an activation function by name + + Args: + name: str + activation function name, + one of ["relu", "gelu", "swish", "sigmoid"], + default "relu". + """ + name = name.lower() + if name == "relu": + return nn.ReLU(inplace=True) + if name == "gelu": + return nn.GELU() + if name == "swish": + return Swish() + if name == "sigmoid": + return torch.nn.Sigmoid() + return nn.Identity() + +def adaptive_enc_mask(x_len, chunk_start_idx, left_window=0, right_window=0): + """ + The function is very important for Transformer Transducer Streaming mode + Args: + xs_len (int): sequence length + chunk_start_idx (list): first idx of each chunk, such as [0,18,36,48]. It also supports adaptive chunk size [0,10,15,45] + left_window (int): how many left chunks can be seen + right_window (int): how many right chunks can be seen. It is used for chunk overlap model. + Returns: + mask (torch.Tensor): a mask tensor for streaming model + Torch 1.0.1 + tensor([[1., 1., 0., 0.], + [0., 1., 1., 0.], + [0., 0., 1., 1.]]) + Torch 1.4.1 + tensor([[True., True., False., False.], + [False., True., True., False.], + [False., False., True., True.]]) + """ + chunk_start_idx = torch.Tensor( + chunk_start_idx + ).long() # first idx of each chunk, such as [0,18,36,48]. + start_pad = torch.nn.functional.pad( + chunk_start_idx, (1, 0) + ) # append 0 to the beginning, so it becomes [0, 0, 18, 36, 48] + end_pad = torch.nn.functional.pad( + chunk_start_idx, (0, 1), value=x_len + ) # append x_len to the end, so it becomes [0,18,36,48, x_len] + seq_range = torch.arange(0, x_len).unsqueeze(-1) # seq_range size: [x_len, 1] + idx = ((seq_range < end_pad) & (seq_range >= start_pad)).nonzero()[:, 1] # idx size: [x_len] + boundary = end_pad[idx] # boundary size: [x_len] + seq_range_expand = ( + torch.arange(0, x_len).unsqueeze(0).expand(x_len, -1) + ) # seq_range_expand size [x_len, x_len] + idx_left = idx - left_window + idx_left[idx_left < 0] = 0 + boundary_left = start_pad[idx_left] + mask_left = seq_range_expand >= boundary_left.unsqueeze(-1) + idx_right = idx + right_window + idx_right[idx_right > len(chunk_start_idx)] = len(chunk_start_idx) + boundary_right = end_pad[idx_right] + mask_right = seq_range_expand < boundary_right.unsqueeze(-1) + return mask_left & mask_right + +class Swish(nn.Module): + """Implement Swish activation module. + From https://arxiv.org/pdf/2005.03191.pdf + + """ + + def __init__(self) -> None: + super().__init__() + self.act_fn = nn.Sigmoid() + + def forward(self, x: Tensor) -> Tensor: + """Apply Swish function + + Args: + x: torch.Tensor + Input. + """ + return x * self.act_fn(x) + +class GLU(nn.Module): + """Implement Gated Linear Unit (GLU) module""" + + def __init__(self, dim: int = -1, act_name: str = "sigmoid") -> None: + super().__init__() + self.dim = dim + self.act_name = act_name.lower() + + if self.act_name == "relu": + self.act_fn = nn.ReLU(inplace=True) + elif self.act_name == "gelu": + self.act_fn = nn.GELU() + elif self.act_name == "swish": + self.act_fn = Swish() + elif self.act_name == "sigmoid": + self.act_fn = nn.Sigmoid() + else: + self.act_fn = nn.Identity() + + def forward(self, x: Tensor) -> Tensor: + """GLU forward + Apply Swish function on the first half of input matrices + with sigmoid of the second half. + + Args: + x: torch.Tensor + Input. + + """ + half_x, gate = x.chunk(2, dim=self.dim) + return half_x * self.act_fn(gate) + +# TODO: Abdel, this can be improved using GLU module +class GLUPointWiseConv(nn.Module): + """GLUPointWiseConv module + used for conformer architecture, + for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + output_dim: int + output channel size. + kernel_size: int + kernel size + glu_type: str, optional + activation function one of + ["sigmoid", "relu", "gelu"] + default "sigmoid". + bias_in_glu: bool, optional + use addtive bias in glu + causal: bool, optional + if set to True, padding is set to the half of + kernel size, ie, convolution can't see future frames. + default False. + + """ + + def __init__( + self, input_dim, output_dim, kernel_size, glu_type="sigmoid", bias_in_glu=True, causal=False + ): + super().__init__() + + self.glu_type = glu_type + self.output_dim = output_dim + self.bias_in_glu = bias_in_glu + if causal: + self.ext_pw_conv_1d = nn.Conv1d( + input_dim, output_dim * 2, kernel_size, 1, padding=(kernel_size - 1) + ) + else: + self.ext_pw_conv_1d = nn.Conv1d( + input_dim, output_dim * 2, kernel_size, 1, padding=(kernel_size - 1) // 2 + ) + + if glu_type == "sigmoid": + self.glu_act = nn.Sigmoid() + elif glu_type == "relu": + self.glu_act = nn.ReLU() + elif glu_type == "gelu": + self.glu_act = nn.GELU() + elif glu_type == "swish": + self.glu_act = Swish() + else: + raise ValueError(f"Unsupported activation type {self.glu_act}") + + if bias_in_glu: + self.b1 = nn.Parameter(torch.zeros(1, output_dim, 1)) + self.b2 = nn.Parameter(torch.zeros(1, output_dim, 1)) + + def forward(self, x): + """ + Args: + x: torch.Tensor + input tensor + """ + # to be consistent with GLULinear, we assume the input always has the #channel (#dim) in the last dimension of the tensor, so need to switch the dimension first for 1D-Conv case + x = x.permute([0, 2, 1]) + x = self.ext_pw_conv_1d(x) + if self.glu_type == "bilinear": + if self.bias_in_glu: + x = (x[:, 0 : self.output_dim, :] + self.b1) * ( + x[:, self.output_dim : self.output_dim * 2, :] + self.b2 + ) + else: + x = (x[:, 0 : self.output_dim, :]) * ( + x[:, self.output_dim : self.output_dim * 2, :] + ) + else: + if self.bias_in_glu: + x = (x[:, 0 : self.output_dim, :] + self.b1) * self.glu_act( + x[:, self.output_dim : self.output_dim * 2, :] + self.b2 + ) + else: + x = (x[:, 0 : self.output_dim, :]) * self.glu_act( + x[:, self.output_dim : self.output_dim * 2, :] + ) + + x = x.permute([0, 2, 1]) + return x + + +class DepthWiseSeperableConv1d(nn.Module): + """DepthWiseSeperableConv1d module used in Convnet module + for the conformer, for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + kernel_size: int + kernel_size + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + padding: int, optional + padding for the conv1d, + default: 0. + + """ + + def __init__( + self, + input_dim, + depthwise_seperable_out_channel, + kernel_size, + depthwise_multiplier, + padding=0, + ): + super().__init__() + + self.dw_conv = nn.Conv1d( + input_dim, + input_dim * depthwise_multiplier, + kernel_size, + 1, + padding=padding, + groups=input_dim, + ) + + if depthwise_seperable_out_channel != 0: + self.pw_conv = nn.Conv1d( + input_dim * depthwise_multiplier, depthwise_seperable_out_channel, 1, 1, 0 + ) + else: + self.pw_conv = nn.Identity() + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + + def forward(self, x): + """ + + Args: + x: torch.Tensor + input tensor + """ + x = self.dw_conv(x) + if self.depthwise_seperable_out_channel != 0: + x = self.pw_conv(x) + return x + + +class ConvModule(nn.Module): + """ConvModule Module for the conformer block. + for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + ext_pw_out_channel: int + if > 0, ext_pw_out_channel is a dim channel size + for the last pointwise conv after swish activation. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + ext_pw_kernel_size: int + kernel size of the conv pointwise of the conformer. + kernel_size: int + kernel size. + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + dropout_rate: float + dropout rate. + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation. + default False + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + chunk_size: int, optional + chunk size for cnn. default 18 + activation: str, optional + activation function used in ConvModule, + default: "relu". + glu_type: str, optional + activation function used for the glu, + default: "sigmoid". + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + export: bool, optional, + if set to True, padding is equal to 0. This is for inference, + or onnx export. Typically this is set by the export program or + the decoder program, and it isn't present in your config file. + default False + """ + + def __init__( + self, + input_dim, + ext_pw_out_channel, + depthwise_seperable_out_channel, + ext_pw_kernel_size, + kernel_size, + depthwise_multiplier, + dropout_rate, + causal=False, + batch_norm=False, + chunk_se=0, + chunk_size=18, + activation="relu", + glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + export=False, + ): + super().__init__() + self.layer_norm = nn.LayerNorm(input_dim) + self.input_dim = input_dim + self.ext_pw_out_channel = ext_pw_out_channel + self.ext_pw_kernel_size = ext_pw_kernel_size + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + self.glu_type = glu_type + self.bias_in_glu = bias_in_glu + self.linear_glu_in_convm = linear_glu_in_convm + self.causal = causal + + self._add_ext_pw_layer() + + self.batch_norm = batch_norm + self.kernel_size = kernel_size + + if batch_norm: + self.bn_layer = nn.BatchNorm1d(input_dim) + + self.act = get_activation(activation) + self.dropout = nn.Dropout(dropout_rate) + self.export = export + + if causal: + if export: # Inference only. + padding = 0 # A cache is concatenated to the left. No padding in the kernel. + else: + # Training only. Padding will be added symmetrically on both sides. + # After convolution, clip off kernel_size-1 points on the right. + padding = kernel_size - 1 + else: + padding = (kernel_size - 1) // 2 + + self.dw_sep_conv_1d = DepthWiseSeperableConv1d( + input_dim, + depthwise_seperable_out_channel, + kernel_size, + depthwise_multiplier, + padding=padding, + ) + + if depthwise_seperable_out_channel != 0: + if input_dim != depthwise_seperable_out_channel: + self.ln2 = nn.Linear(depthwise_seperable_out_channel, input_dim) + else: + if depthwise_multiplier != 1: + self.ln2 = nn.Linear(input_dim * depthwise_multiplier, input_dim) + + def _add_ext_pw_layer(self): + """ + This function is an extension of __init__ function + and dedicated to the convolution module creation + of the conformer. + """ + self.ln1 = self.glu = self.bn_layer = self.ext_pw_conv_1d = nn.Identity() # jit hacks. + self.squeeze_excitation = nn.Identity() # jit. + self.apply_ln1 = self.fix_len1 = False # jit. + + if self.ext_pw_out_channel != 0: + if self.causal: + self.ext_pw_conv_1d = nn.Conv1d( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + 1, + padding=(self.ext_pw_kernel_size - 1), + ) + if self.ext_pw_kernel_size > 1: + self.fix_len1 = True + else: + self.fix_len1 = False + else: + self.ext_pw_conv_1d = nn.Conv1d( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + 1, + padding=(self.ext_pw_kernel_size - 1) // 2, + ) + self.fix_len1 = False + + if self.linear_glu_in_convm: + self.glu = GLULinear( + self.input_dim, self.ext_pw_out_channel, self.glu_type, self.bias_in_glu + ) + else: + self.glu = GLUPointWiseConv( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + self.glu_type, + self.bias_in_glu, + self.causal, + ) + + if self.input_dim != self.ext_pw_out_channel: + self.apply_ln1 = True + self.ln1 = nn.Linear(self.ext_pw_out_channel, self.input_dim) + else: + self.apply_ln1 = False + else: + self.pw_conv_simplify_w = torch.nn.Parameter(torch.ones(3)) + self.pw_conv_simplify_b = torch.nn.Parameter(torch.zeros(3)) + + def forward(self, x): + """ConvModule Forward. + + Args: + x: torch.Tensor + input tensor. + """ + x = self.layer_norm(x) + + if self.ext_pw_out_channel != 0: + x = self.glu(x) + if self.causal and self.ext_pw_kernel_size > 1: + x = x[:, : -(self.ext_pw_kernel_size - 1), :] + if self.apply_ln1: + x = self.ln1(x) + else: + x_0 = x * self.pw_conv_simplify_w[0] + self.pw_conv_simplify_b[0] + x_1 = x * self.pw_conv_simplify_w[1] + self.pw_conv_simplify_b[1] + x = x_0 + x_1 + + x = x.permute([0, 2, 1]) + + x = self.dw_sep_conv_1d(x) + if self.causal and self.kernel_size > 1: + x = x[:, :, : -(self.kernel_size - 1)] + if hasattr(self, "ln2"): + x = x.permute([0, 2, 1]) + x = self.ln2(x) + x = x.permute([0, 2, 1]) + if self.batch_norm: + x = self.bn_layer(x) + x = self.act(x) + + if self.ext_pw_out_channel != 0: + x = self.ext_pw_conv_1d(x) + if self.fix_len1: + x = x[:, :, : -(self.ext_pw_kernel_size - 1)] + + if self.apply_ln1: + x = x.permute([0, 2, 1]) + x = self.ln1(x) + x = x.permute([0, 2, 1]) + + x = x.permute([0, 2, 1]) + else: + x = x.unsqueeze(1).permute([0, 1, 3, 2]) + x = x * self.pw_conv_simplify_w[2] + self.pw_conv_simplify_b[2] + x = x.squeeze(1) + + x = self.dropout(x) + return x + +class GLULinear(nn.Module): + """Linear + GLU module + + Args: + input_dim: int + input size + output_dim: int + output size. + glu_type: + activation function name used in glu module. + default "sigmoid" (swish function). + bias_in_glu: bool, optional + If True, the addtive bias is added. Default False. + """ + + def __init__( + self, + input_dim, + output_dim, + glu_type="sigmoid", + bias_in_glu=True, + ): + super().__init__() + self.linear = nn.Linear(input_dim, output_dim * 2, bias_in_glu) + self.glu_act = GLU(-1, glu_type) + + def forward(self, x): + """GLULinear forward + + Args: + x: torch.Tensor + inpute tensor. + """ + x = self.linear(x) + return self.glu_act(x) + +class FeedForward(nn.Module): + """FeedForward Module. + For more details see Conformer paper: + https://arxiv.org/pdf/2005.08100.pdf + + Args: + d_model: int + input size. + d_inner: int + output size. + dropout_rate: float, + dropout rate. + activation: str, + activation function name, + one of ["relu", "swish", "sigmoid"], + sigmoid activation is only used with "glu_in_fnn=True", + default "sigmoid". + bias_in_glu: bool, optional + """ + + def __init__( + self, + d_model, + d_inner, + dropout_rate, + activation="sigmoid", + bias_in_glu=True, + ): + super().__init__() + self.d_model = d_model + self.d_inner = d_inner + + self.layer_norm = nn.LayerNorm(d_model) + module = GLULinear(d_model, d_inner, activation, bias_in_glu) + self.net = nn.Sequential( + module, + nn.Dropout(dropout_rate), + nn.Linear(d_inner, d_model), + nn.Dropout(dropout_rate), + ) + + def forward(self, x): + """FeedForward forward function. + + Args: + x: torch.Tensor + input tensor. + """ + out = self.net(self.layer_norm(x)) + + return out + +#### positional encoding starts here +def _pre_hook( + state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs +): + """Perform pre-hook in load_state_dict for backward compatibility. + + Note: + We saved self.pe until v.0.5.2 but we have omitted it later. + Therefore, we remove the item "pe" from `state_dict` for backward compatibility. + + """ + k = prefix + "pe" + if k in state_dict: + state_dict.pop(k) + +class T5RelativeAttentionLogitBias(nn.Module): + """ + This module implements the relative position bias described in Section 2.1 of + the T5 paper: https://arxiv.org/pdf/1910.10683.pdf + + The Huggingface implementation is used as a reference + https://github.com/huggingface/transformers/blob/v4.30.0/src/transformers/models/t5/modeling_t5.py#L435 + + Modifies attention as Q*K^T + B, where B is a learned scalar bias based on relative position + of the query and key. It is HxNxN, where H is the number of heads, N is the sequence length. + + I've made these modifications to the original T5 bias: + - Skipping of the bucketing step. Original T5 bias converted rel position distances into + logarithmically increasing buckets. This is supposed to help with length generalization. + - I just directly use rel position index as bias values, as we don't need length + generalization (40s max is good enough for ASR encoder), and it keeps ONNX export simple. + - I've also extended it so that biases can be asymmetric, the default implementation treats + L->R and R->L the same. Asymmetric was found to yield better results in my experiments. + + Args: + num_heads: int + Number of attention heads + num_buckets: int + Number of buckets to use for relative attention bias. This is the size of the learnable + bias parameter. Bucketing is not yet supported, so this defaults to -1 which means + no bucketing is used (max_distance determines size of bias param). + max_distance: int + Maximum distance to use for relative attention bias. With num_buckets=-1, this directly + controls the max size of the bias parameter. When num_buckets > 0 is supported, this + will control the maximum distance for logarithmic bucketing after which all positions + are in the same bucket. + symmetric: bool + Whether to use symmetric or asymmetric biases. symmetric=False uses 2x number of bias + params to distinguish L->R from R->L. This was found to be better for the encoder. + """ + + def __init__(self, num_heads, num_buckets=-1, max_distance=1000, symmetric=False): + super().__init__() + self.num_heads = num_heads + self.num_buckets = num_buckets + self.max_distance = max_distance + self.symmetric = symmetric + self._skip_bucketing = self.num_buckets < 0 + if self._skip_bucketing: + self.num_buckets = max_distance + else: + raise NotImplementedError("T5 attention bias with bucketed positions is not yet tested") + if not self.symmetric: + self.num_buckets *= 2 + self.bias_values = nn.Embedding(self.num_buckets, self.num_heads) + + def forward(self, x): + # instantiate bias compatible with shape of x + maxpos = x.size(1) + context_position = torch.arange(maxpos, device=x.device, dtype=torch.long)[:, None] + memory_position = torch.arange(maxpos, device=x.device, dtype=torch.long)[None, :] + relative_position = memory_position - context_position + # clipping to a maximum distance using ops that play well with ONNX export + relative_position = relative_position.masked_fill( + relative_position < -self.max_distance, -self.max_distance + ) + relative_position = relative_position.masked_fill( + relative_position > self.max_distance - 1, self.max_distance - 1 + ) + + # mapping from relative position to index in the bias parameter + if self._skip_bucketing: + bias_idx = relative_position + else: + bias_idx = self._bucket_relative_position(relative_position) + if self.symmetric: + bias_idx = bias_idx.abs() + else: + bias_idx += self.num_buckets // 2 + + t5_rel_att_bias = self.bias_values(bias_idx) # [L, L, H] + t5_rel_att_bias = t5_rel_att_bias.permute(2, 0, 1).unsqueeze(0) # [1, H, L, L] + + return t5_rel_att_bias + + def _bucket_relative_position(self, relative_position): + # this is a placeholder (isn't tested, likely buggy) using HuggingFace implem as a reference + # this also needs to be extended to support asymmetric +/- ve positions + relative_buckets = 0 + if not self.causal: + num_buckets //= 2 + relative_buckets += (relative_position > 0).to(torch.long) * num_buckets + relative_position = torch.abs(relative_position) + else: + relative_position = -torch.min(relative_position, torch.zeros_like(relative_position)) + # now relative_position is in the range [0, inf) + + # half of the buckets are for exact increments in positions + max_exact = num_buckets // 2 + is_small = relative_position < max_exact + + # The other half of the buckets are for logarithmically bigger bins in positions up to max_distance + relative_position_if_large = max_exact + ( + torch.log(relative_position.float() / max_exact) + / math.log(self.max_distance / max_exact) + * (num_buckets - max_exact) + ).to(torch.long) + relative_position_if_large = torch.min( + relative_position_if_large, torch.full_like(relative_position_if_large, num_buckets - 1) + ) + + relative_buckets += torch.where(is_small, relative_position, relative_position_if_large) + return relative_buckets + +class AbsolutePositionalEncoding(nn.Module): + """Absolute Positional encoding module. + This module implement Absolute sinusoidal positional encoding + from: https://arxiv.org/pdf/1706.03762.pdf + + Args: + d_model: int + Input embedding size. + dropout_rate: float + dropout rate + max_len: int, optional + Maximum input length sequence, Default 5000 + + """ + + def __init__(self, d_model, dropout_rate, max_len=5000): + """Construct an PositionalEncoding object.""" + super().__init__() + self.d_model = d_model + self.xscale = math.sqrt(self.d_model) + self.dropout = torch.nn.Dropout(p=dropout_rate) + self.pe = None + self.extend_pe(torch.tensor(0.0).expand(1, max_len)) + self._register_load_state_dict_pre_hook(_pre_hook) + + def extend_pe(self, x): + """Reset the positional encodings. + + Args: + x: torch.Tensor + """ + if self.pe is not None: + if self.pe.size(1) >= x.size(1): + if self.pe.dtype != x.dtype or self.pe.device != x.device: + self.pe = self.pe.to(dtype=x.dtype, device=x.device) + return + pe = torch.zeros(x.size(1), self.d_model) + position = torch.arange(0, x.size(1), dtype=torch.float32).unsqueeze(1) + div_term = torch.exp( + torch.arange(0, self.d_model, 2, dtype=torch.float32) + * -(math.log(10000.0) / self.d_model) + ) + pe[:, 0::2] = torch.sin(position * div_term) + pe[:, 1::2] = torch.cos(position * div_term) + pe = pe.unsqueeze(0) + self.pe = pe.to(device=x.device, dtype=x.dtype) + + def forward(self, x: torch.Tensor): + """Add positional encoding. + + Args: + x: torch.Tensor + Input tensor. shape is (batch, time, ...) + + Returns: + torch.Tensor: Encoded tensor. Its shape is (batch, time, ...) + + """ + self.extend_pe(x) + x = x * self.xscale + self.pe[:, : x.size(1)] + return self.dropout(x) + +#### forward embedding layers starts here + +@backoff.on_exception(backoff.expo, Exception, max_tries=10) +def np_loadtxt_with_retry(filepath): + """np.loadtxt with retry + + Args: + filepath: str + file path to the numpy array. + """ + result = np.loadtxt(filepath, dtype="f") + return result + +class MeanVarianceNormLayer(nn.Module): + """Mean/variance normalization layer. + + Will substract mean and multiply input by inverted standard deviation. + Typically used as a very first layer in a model. + + Args: + input_size: int + layer input size. + """ + + def __init__(self, input_size): + super().__init__() + self.input_size = input_size + self.register_buffer("global_mean", torch.zeros(input_size)) + self.register_buffer("global_invstd", torch.ones(input_size)) + self.global_mean: Optional[Tensor] + self.global_invstd: Optional[Tensor] + + def forward(self, input_: Tensor) -> Tensor: + """MeanVarianceNormLayer Forward + + Args: + input_: torch.Tensor + input tensor. + """ + return (input_ - self.global_mean) * self.global_invstd + + def load_mean_invstd(self, mean_file, invstd_file, cuside_features=False): + """Load feature mean and variance used for normalization. + + Args: + mean_file: str + path to the feature mean statistics file. + invstd_file: str + path to the features inverted standard deviation + statistics file. + cuside_features: bool + Boolean that indicates CUSIDE is being used. + The statistics of CUSIDE features are copied + from the normal features + """ + self.global_mean.data = torch.from_numpy(np_loadtxt_with_retry(mean_file)) + self.global_invstd.data = torch.from_numpy(np_loadtxt_with_retry(invstd_file)) + + if cuside_features: + self.global_mean.data = torch.cat((self.global_mean.data, self.global_mean.data), 0) + self.global_invstd.data = torch.cat( + (self.global_invstd.data, self.global_invstd.data), 0 + ) + +class CausalConv1D(nn.Conv1d): + """ + A causal version of nn.Conv1d where each step would have limited access to locations on its right or left + All arguments are the same as nn.Conv1d except padding. + + If padding is set None, then paddings are set automatically to make it a causal convolution where each location would not see any steps on its right. + + If padding is set as a list (size of 2), then padding[0] would be used as left padding and padding[1] as right padding. + It would make it possible to control the number of steps to be accessible on the right and left. + This mode is not supported when stride > 1. padding[0]+padding[1] should be equal to (kernel_size - 1). + """ + + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = 1, + padding: Union[str, int] = 0, + dilation: int = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = "zeros", + device=None, + dtype=None, + ) -> None: + self.cache_drop_size = None + if padding is None: + self._left_padding = kernel_size - 1 + self._right_padding = stride - 1 + else: + if stride != 1 and padding != kernel_size - 1: + raise ValueError("No striding allowed for non-symmetric convolutions!") + if isinstance(padding, int): + self._left_padding = padding + self._right_padding = padding + elif ( + isinstance(padding, list) + and len(padding) == 2 + and padding[0] + padding[1] == kernel_size - 1 + ): + self._left_padding = padding[0] + self._right_padding = padding[1] + else: + raise ValueError(f"Invalid padding param: {padding}!") + + self._max_cache_len = self._left_padding + + super().__init__( + in_channels=in_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + padding=0, + dilation=dilation, + groups=groups, + bias=bias, + padding_mode=padding_mode, + device=device, + dtype=dtype, + ) + + def update_cache(self, x, cache=None): + if cache is None: + new_x = F.pad(x, pad=(self._left_padding, self._right_padding)) + next_cache = cache + else: + new_x = F.pad(x, pad=(0, self._right_padding)) + new_x = torch.cat([cache, new_x], dim=-1) + if self.cache_drop_size > 0: + next_cache = new_x[:, :, : -self.cache_drop_size] + else: + next_cache = new_x + next_cache = next_cache[:, :, -cache.size(-1) :] + return new_x, next_cache + + def forward(self, x, cache=None): + x, cache = self.update_cache(x, cache=cache) + x = super().forward(x) + if cache is None: + return x + else: + return x, cache + + +class CausalConv2D(nn.Conv2d): + """ + A causal version of nn.Conv2d where each location in the 2D matrix would have no access to locations on its right or down + All arguments are the same as nn.Conv2d except padding which should be set as None + """ + + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = 1, + padding: Union[str, int] = 0, + dilation: int = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = "zeros", + device=None, + dtype=None, + ) -> None: + if padding is not None: + raise ValueError("Argument padding should be set to None for CausalConv2D.") + self._left_padding = kernel_size - 1 + self._right_padding = stride - 1 + + padding = 0 + super().__init__( + in_channels, + out_channels, + kernel_size, + stride, + padding, + dilation, + groups, + bias, + padding_mode, + device, + dtype, + ) + + def forward( + self, + x, + ): + if self.training: + x = F.pad( + x, + pad=( + self._left_padding, + self._right_padding, + self._left_padding, + self._right_padding, + ), + ) + else: + x = F.pad( + x, + pad=(self._left_padding, self._right_padding, 0, 0), + ) + x = super().forward(x) + return x + + +class NemoConvSubsampling(torch.nn.Module): + """Convlutional subsampling module, taken from NeMo ASR + (https://github.com/NVIDIA/NeMo/blob/b367413645d5c72db3c2c96e46e95a34501479cf/nemo/collections/asr/parts/submodules/subsampling.py) + + Striding Subsampling: "Speech-Transformer: A No-Recurrence Sequence-to-Sequence Model for + Speech Recognition" by Linhao Dong et al. (https://ieeexplore.ieee.org/document/8462506) + + + Compared with the EncoderConv2D (`input_layer: custom`), this is a much simplified approach, + and uses no LayerNorm and far fewer Conv2Ds. Moreover, depthwise convolutions are used to reduce + FLOPs, but the first layer is kept as a regular convolution so as not to degrade accuracy. + + `Striding` and `dw_striding` are the same except that the latter uses depthwise convolutions + after the first layer, whereas the former does not. + + Args: + subsampling_factor (int): Time reduction factor + feat_in (int): size of the input features + feat_out (int): size of the output features + subsampling (str): The subsampling technique, choose from + {"striding", "dw-striding", "striding_conv1d", "dw_striding_conv1d"} + conv_channels (int): Number of channels for the convolution layers, default is 256. + subsampling_conv_chunking_factor (int): Input chunking factor which can be -1 (no chunking) + 1 (auto) or a power of 2. Default is 1 + activation (Module): activation function, default is nn.ReLU() + is_causal (bool): whether to use causal Conv1/2D, where each step will have limited access + to locations on its right or left + """ + + def __init__( + self, + feat_in, + feat_out, + subsampling_factor=4, + subsampling="dw_striding", + conv_channels=256, + subsampling_conv_chunking_factor=1, + activation=nn.ReLU(), + is_causal=False, + ): + super().__init__() + self._subsampling = subsampling + self._conv_channels = conv_channels + self._feat_in = feat_in + self._feat_out = feat_out + + if subsampling_factor % 2 != 0: + raise ValueError("Sampling factor should be a multiply of 2!") + self._sampling_num = int(math.log(subsampling_factor, 2)) + self.subsampling_factor = subsampling_factor + self.is_causal = is_causal + self.subsampling_causal_cond = subsampling in ("dw_striding", "striding", "striding_conv1d") + + if ( + subsampling_conv_chunking_factor != -1 + and subsampling_conv_chunking_factor != 1 + and subsampling_conv_chunking_factor % 2 != 0 + ): + raise ValueError("subsampling_conv_chunking_factor should be -1, 1, or a power of 2") + self.subsampling_conv_chunking_factor = subsampling_conv_chunking_factor + + in_channels = 1 + layers = [] + + if subsampling == "dw_striding": + self._stride = 2 + self._kernel_size = 3 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + # Layer 1 + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + in_channels = conv_channels + layers.append(activation) + + for i in range(self._sampling_num - 1): + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + groups=in_channels, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ) + ) + + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "striding": + self._stride = 2 + self._kernel_size = 3 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + for i in range(self._sampling_num): + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "striding_conv1d": + in_channels = feat_in + + self._stride = 2 + self._kernel_size = 5 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + for i in range(self._sampling_num): + if self.is_causal: + layers.append( + CausalConv1D( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 1 else conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 1 else conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "dw_striding_conv1d": + in_channels = feat_in + + self._stride = 2 + self._kernel_size = 5 + self._ceil_mode = False + + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + + # Layer 1 + layers.extend( + [ + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ), + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == 1 else conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ), + ] + ) + in_channels = conv_channels + layers.append(activation) + + for i in range(self._sampling_num - 1): + layers.extend( + [ + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ), + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 2 else conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ), + ] + ) + layers.append(activation) + in_channels = conv_channels + + else: + raise ValueError(f"Not valid sub-sampling: {subsampling}!") + + if subsampling in ["dw_striding", "striding"]: + in_length = torch.tensor(feat_in, dtype=torch.float) + out_length = calc_length( + lengths=in_length, + all_paddings=self._left_padding + self._right_padding, + kernel_size=self._kernel_size, + stride=self._stride, + ceil_mode=self._ceil_mode, + repeat_num=self._sampling_num, + ) + self.out = torch.nn.Linear(conv_channels * int(out_length), feat_out) + self.conv2d_subsampling = True + elif subsampling in ["striding_conv1d", "dw_striding_conv1d"]: + self.out = None + self.conv2d_subsampling = False + else: + raise ValueError(f"Not valid sub-sampling: {subsampling}!") + + self.conv = torch.nn.Sequential(*layers) + + def get_sampling_frames(self): + return [1, self.subsampling_factor] + + def get_streaming_cache_size(self): + return [0, self.subsampling_factor + 1] + + def forward(self, x, mask): + """ + Forward method for NeMo subsampling. + + Args: + x[Batch, Time, Filters]: torch.Tensor + input tensor + x_mask: torch.Tensor + input mask + + Returns: + x: torch.Tensor + Resulting tensor from subsampling (B, T // time_reduction_factor, feat_out) + pad_mask: torch.Tensor + tensor of padded hidden state sequences (B, 1, T // time_reduction_factor) + """ + # Unsqueeze Channel Axis + if self.conv2d_subsampling: + x = x.unsqueeze(1) + # Transpose to Channel First mode + else: + x = x.transpose(1, 2) + + # split inputs if chunking_factor is set + if self.subsampling_conv_chunking_factor != -1 and self.conv2d_subsampling: + if self.subsampling_conv_chunking_factor == 1: + # if subsampling_conv_chunking_factor is 1, we split only if needed + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + x_ceil = 2**31 / self._conv_channels * self._stride * self._stride + if torch.numel(x) > x_ceil: + need_to_split = True + else: + need_to_split = False + else: + # if subsampling_conv_chunking_factor > 1 we always split + need_to_split = True + + if need_to_split: + x, success = self.conv_split_by_batch(x) + if not success: # if unable to split by batch, try by channel + if self._subsampling == "dw_striding": + x = self.conv_split_by_channel(x) + else: + x = self.conv(x) # try anyway + else: + x = self.conv(x) + else: + x = self.conv(x) + + # Flatten Channel and Frequency Axes + if self.conv2d_subsampling: + b, c, t, f = x.size() + x = self.out(x.transpose(1, 2).reshape(b, t, -1)) + # Transpose to Channel Last mode + else: + x = x.transpose(1, 2) + + if mask is None: + return x, None + + max_audio_length = x.shape[1] + feature_lens = mask.sum(1) + padding_length = torch.ceil(feature_lens / self.subsampling_factor) + if self.is_causal and self.subsampling_causal_cond: + feature_lens_remainder = feature_lens % self.subsampling_factor + padding_length[feature_lens_remainder != 1] += 1 + pad_mask = ( + torch.arange(0, max_audio_length, device=x.device).expand(padding_length.size(0), -1) + < padding_length.unsqueeze(1) + ) + return x, pad_mask.unsqueeze(1) + + def reset_parameters(self): + # initialize weights + if self._subsampling == "dw_striding": + with torch.no_grad(): + # init conv + scale = 1.0 / self._kernel_size + dw_max = (self._kernel_size**2) ** -0.5 + pw_max = self._conv_channels**-0.5 + + torch.nn.init.uniform_(self.conv[0].weight, -scale, scale) + torch.nn.init.uniform_(self.conv[0].bias, -scale, scale) + + for idx in range(2, len(self.conv), 3): + torch.nn.init.uniform_(self.conv[idx].weight, -dw_max, dw_max) + torch.nn.init.uniform_(self.conv[idx].bias, -dw_max, dw_max) + torch.nn.init.uniform_(self.conv[idx + 1].weight, -pw_max, pw_max) + torch.nn.init.uniform_(self.conv[idx + 1].bias, -pw_max, pw_max) + + # init fc (80 * 64 = 5120 from https://github.com/kssteven418/Squeezeformer/blob/13c97d6cf92f2844d2cb3142b4c5bfa9ad1a8951/src/models/conformer_encoder.py#L487 + fc_scale = (self._feat_out * self._feat_in / self._sampling_num) ** -0.5 + torch.nn.init.uniform_(self.out.weight, -fc_scale, fc_scale) + torch.nn.init.uniform_(self.out.bias, -fc_scale, fc_scale) + + def conv_split_by_batch(self, x): + """Tries to split input by batch, run conv and concat results""" + b, _, _, _ = x.size() + if b == 1: # can't split if batch size is 1 + return x, False + + if self.subsampling_conv_chunking_factor > 1: + cf = self.subsampling_conv_chunking_factor + else: + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + x_ceil = 2**31 / self._conv_channels * self._stride * self._stride + p = math.ceil(math.log(torch.numel(x) / x_ceil, 2)) + cf = 2**p + + new_batch_size = b // cf + if new_batch_size == 0: # input is too big + return x, False + + return torch.cat([self.conv(chunk) for chunk in torch.split(x, new_batch_size, 0)]), True + + def conv_split_by_channel(self, x): + """For dw convs, tries to split input by time, run conv and concat results""" + x = self.conv[0](x) # full conv2D + x = self.conv[1](x) # activation + + for i in range(self._sampling_num - 1): + _, c, t, _ = x.size() + + if self.subsampling_conv_chunking_factor > 1: + cf = self.subsampling_conv_chunking_factor + else: + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + p = math.ceil(math.log(torch.numel(x) / 2**31, 2)) + cf = 2**p + + new_c = int(c // cf) + if new_c == 0: + new_c = 1 + + new_t = int(t // cf) + if new_t == 0: + new_t = 1 + + x = self.channel_chunked_conv(self.conv[i * 3 + 2], new_c, x) # conv2D, depthwise + + # splitting pointwise convs by time + x = torch.cat( + [self.conv[i * 3 + 3](chunk) for chunk in torch.split(x, new_t, 2)], 2 + ) # conv2D, pointwise + x = self.conv[i * 3 + 4](x) # activation + return x + + def channel_chunked_conv(self, conv, chunk_size, x): + """Performs channel chunked convolution""" + + ind = 0 + out_chunks = [] + for chunk in torch.split(x, chunk_size, 1): + step = chunk.size()[1] + + if self.is_causal: + chunk = nn.functional.pad( + chunk, + pad=( + self._kernel_size - 1, + self._stride - 1, + self._kernel_size - 1, + self._stride - 1, + ), + ) + ch_out = nn.functional.conv2d( + chunk, + conv.weight[ind : ind + step, :, :, :], + bias=conv.bias[ind : ind + step], + stride=self._stride, + padding=0, + groups=step, + ) + else: + ch_out = nn.functional.conv2d( + chunk, + conv.weight[ind : ind + step, :, :, :], + bias=conv.bias[ind : ind + step], + stride=self._stride, + padding=self._left_padding, + groups=step, + ) + out_chunks.append(ch_out) + ind += step + + return torch.cat(out_chunks, 1) + + def change_subsampling_conv_chunking_factor(self, subsampling_conv_chunking_factor: int): + if ( + subsampling_conv_chunking_factor != -1 + and subsampling_conv_chunking_factor != 1 + and subsampling_conv_chunking_factor % 2 != 0 + ): + raise ValueError("subsampling_conv_chunking_factor should be -1, 1, or a power of 2") + self.subsampling_conv_chunking_factor = subsampling_conv_chunking_factor + + +def calc_length(lengths, all_paddings, kernel_size, stride, ceil_mode, repeat_num=1): + """Calculates the output length of a Tensor passed through a convolution or max pooling layer""" + add_pad: float = all_paddings - kernel_size + one: float = 1.0 + for i in range(repeat_num): + lengths = torch.div(lengths.to(dtype=torch.float) + add_pad, stride) + one + if ceil_mode: + lengths = torch.ceil(lengths) + else: + lengths = torch.floor(lengths) + return lengths.to(dtype=torch.int) + +#### multihead attention starts here +class AttModule(nn.Module): + """Attention abstraction module""" + + def __init__(self): + super().__init__() + self.export_mode = False + + def set_export(self, mode=True): + """set the export mode""" + self.export_mode = mode + + def forward( + self, + x: Tensor, + memory: Optional[Tensor] = None, + pos_emb: Optional[Tensor] = None, + att_mask: Optional[Tensor] = None, + ) -> Tuple[Tensor, Tensor, Optional[Tensor], Optional[Tensor]]: + """AttModule forward + + Args: + x: torch.Tensor + input tensor. + memory: torch.Tensor, optional + memory tensor. + pos_emb: torch.Tensor, optional + positional encoder embedding. + att_mask: torch.Tensor, optional + attention mask tensor. + """ + return x, memory, pos_emb, att_mask + + +class AttBlock(Block, AttModule): + """Attention Block module to support both Attention and Block module.""" + + def memory_dims(self, max_len=False): + """memory dimensions""" + return (1, self.input_size) + +def masked_softmax( + scores, + mask: Optional[Tensor], +): + if mask is not None: + mask = mask.unsqueeze(1).eq(0) # (batch, 1, time1, time2) + scores = scores.masked_fill(mask, -torch.inf) + attn = torch.softmax(scores, dim=-1).masked_fill(mask, 0.0) # (batch, head, time1, time2) + else: + attn = torch.softmax(scores, dim=-1) # (batch, head, time1, time2) + return attn + + +class MultiHeadedAttention(nn.Module): + """Multi-Head Attention layer with optional relative position embedding and GLU. + + Args: + n_head: int + the number of heads. + n_feat: int + input size features. + dropout_rate: float + dropout rate. + use_LN: bool + apply layer norm or not + dropout_at_output: bool + whether to apply dropout at output + attention_inner_dim: int, optional + the attention dimension used in the class, + it can be different from the input dimension n_feat. + default: -1 (equal to n_feat). + use_pt_scaled_dot_product_attention: bool, optional + if set True, use pytorch scaled dot product attention in training. NOTE: this will NOT + be used in ONNX decoding due to a lack of support. In that case, we use the original + attention implementation, which shows no regression. + default: False. + n_value: int, optional + if set to values other than -1, use a different dimension for value. With the default value (i.e. -1), it is backward compatible. + group_size: int, optional. must divide `n_head` + if group_size > 1: GQA + if group_size = 1: MHA + if group_size = n_head: MQA + """ + + inv_sqrt_d_k: torch.jit.Final[float] + h: torch.jit.Final[int] + h_k: torch.jit.Final[int] + g: torch.jit.Final[int] + + def __init__( + self, + n_head, + n_feat, + dropout_rate, + attention_inner_dim=-1, + glu_type="swish", + bias_in_glu=True, + use_pt_scaled_dot_product_attention=False, + n_value=-1, + group_size: int = 1, + ): + super().__init__() + if n_value == -1: + n_value = n_feat + if attention_inner_dim == -1: + attention_inner_dim = n_feat + assert attention_inner_dim % n_head == 0 + + # We assume d_v always equals d_k + self.d_k = attention_inner_dim // n_head + self.inv_sqrt_d_k = 1.0 / math.sqrt(self.d_k) + self.h = n_head + assert n_head % group_size == 0, "group_size must divide n_head" + self.g = group_size + self.h_k = n_head // group_size + + self.linear_q = nn.Linear(n_feat, attention_inner_dim) + self.linear_k = nn.Linear(n_feat, attention_inner_dim // group_size) + self.linear_v = nn.Linear(n_value, attention_inner_dim // group_size) + self.linear_out = nn.Linear(attention_inner_dim // group_size, n_value) + + self.attn = torch.jit.Attribute(None, Optional[Tensor]) + self.dropout = nn.Dropout(p=dropout_rate) + self.dropout_rate = dropout_rate + self.use_pt_scaled_dot_product_attention = use_pt_scaled_dot_product_attention + + if use_pt_scaled_dot_product_attention and group_size > 1: + raise ValueError("Cannot use PT Scaled Attention with GQA") + + # Torchscript eager quantization. Note that these functions below are + # NOOPs and have very little impact on performance unless quantization is + # enabled. + self.quant_q = torch.ao.quantization.QuantStub() + self.quant_x = torch.ao.quantization.QuantStub() + self.dequant = torch.ao.quantization.DeQuantStub() + self.ffunc = torch.ao.nn.quantized.FloatFunctional() + + def forward( + self, + query: Tensor, + key: Tensor, + value: Tensor, + pos_k: Tensor, + pos_v: Tensor, + mask: Optional[Tensor], + relative_attention_bias: Optional[Tensor] = None, + ): + """Compute 'Scaled Dot Product Attention'. + + Args: + query: torch.Tensor + query tensor (batch, time1, size) + key: torch.Tensor + key tensor (batch, time2, size) + value: torch.Tensor + value tensor (batch, time1, size) + pos_k: torch.Tensor + key tensor used for relative positional embedding. + pos_v: torch.Tensor + value tensor used for relative positional embedding. + mask: torch.Tensor + mask tensor (batch, time1, time2) + relative_attention_bias: torch.Tensor + bias added to attention logits w.r.t. relative positions (1, n_head, time1, time2) + """ + n_batch = query.size(0) + + q = self.linear_q(query).view(n_batch, -1, self.h, self.d_k) # (b, t, d) + k = self.linear_k(key).view(n_batch, -1, self.h_k, self.d_k) # (b, t, d) + v = self.linear_v(value).view(n_batch, -1, self.h_k, self.d_k) + q = ( + q.transpose(1, 2) + if self.use_pt_scaled_dot_product_attention and not torch.jit.is_scripting() + else q.transpose(1, 2) * self.inv_sqrt_d_k + ) + k = k.transpose(1, 2) # (batch, head_k, time2, d_k) + v = v.transpose(1, 2) # (batch, head_k, time2, d_k) + + if self.use_pt_scaled_dot_product_attention and not torch.jit.is_scripting(): + attn_mask = None + if mask is not None: + mask = mask.unsqueeze(1) + if relative_attention_bias is not None: + attn_mask = mask + relative_attention_bias + else: + attn_mask = mask + if mask.dtype != q.dtype: + attn_mask = attn_mask.to(q.dtype) + + with torch.backends.cuda.sdp_kernel( + enable_flash=True, enable_math=True, enable_mem_efficient=True + ): + x = torch.nn.functional.scaled_dot_product_attention( + q, + k, + v, + attn_mask=attn_mask, + dropout_p=self.dropout_rate, + ) + else: + if self.h != self.h_k: + q = q.reshape(n_batch, self.g, self.h_k, -1, self.d_k) + A = torch.einsum("b g h t d, b h s d -> b h t s", q, k) + else: + A = torch.matmul(q, k.transpose(-2, -1)) + if pos_k is not None: + if self.h != self.h_k: + B = torch.einsum("b g h t d, t s d -> b h t s", q, pos_k) + else: + reshape_q = ( + q.contiguous().view(n_batch * self.h, -1, self.d_k).transpose(0, 1) + ) # (t1,nh,dk) + B = torch.matmul(reshape_q, pos_k.transpose(-2, -1)) # pos_k: (t1,dk,t2) + B = B.transpose(0, 1).view(n_batch, self.h, pos_k.size(0), pos_k.size(1)) + scores = A + B + else: + scores = A + + if relative_attention_bias is not None: + scores = scores + relative_attention_bias + + attn = masked_softmax(scores, mask) # (batch, head, time1, time2) + + self.attn = attn + + p_attn = self.dropout(attn) + x = torch.matmul(p_attn.to(v.dtype), v) # (batch, head, time1, d_k) + if pos_v is not None: + reshape_attn = ( + p_attn.contiguous() + .view(n_batch * self.h, pos_v.size(0), pos_v.size(1)) + .transpose(0, 1) + ) # (t1, bh, t2) + + attn_v = ( + torch.matmul(reshape_attn, pos_v) + .transpose(0, 1) + .contiguous() + .view(n_batch, self.h, pos_v.size(0), self.d_k) + ) + x = x + attn_v + x = ( + x.transpose(1, 2).contiguous().view(n_batch, -1, self.h_k * self.d_k) + ) # (batch, time1, d_model) + + return self.linear_out(x) # (batch, time1, d_model) + + +def unfold_tensor(xs_pad, max_seq_len): + """ + For a given tensor with shape of (N, T, D), if sequence length T is longer than max_seq_len, + this function unfold it to a (NT', max_seq_len, D) where T' is T // max_seq_len. + Args: + xs_pad: N, T, D + """ + _, _, D = xs_pad.shape + xs_pad = xs_pad.transpose(-1, -2) # convert to N, D, T + # N x D x 1 x T => N x (D x max_seq_len) x T' + xs_pad = F.unfold( + xs_pad[..., None, :], + kernel_size=(1, max_seq_len), + stride=(1, max_seq_len), + ) + + new_bsz, _, slen = xs_pad.shape + # N x D x max_seq_len x T' + xs_pad = xs_pad.view(new_bsz, -1, max_seq_len, slen) + # N x T' x max_seq_len x D + xs_pad = xs_pad.permute(0, 3, 2, 1).contiguous() + # NT' x max_seq_len x D + xs_pad = xs_pad.view(-1, max_seq_len, D) + return xs_pad + +# conformer_encoder.py +class MultiSequential(torch.nn.Sequential): + """Multi-input multi-output torch.nn.Sequential""" + + @torch.jit.ignore + def forward(self, *args): + """Forward method implementation.""" + for m in self: + args = m(*args) + return args + +def repeat(repeat_num, module_gen_fn): + """repeat module N times + + :param int repeat_num: repeat time + :param function module_gen_fn: function to generate module + :return: repeated modules + :rtype: MultiSequential + """ + return MultiSequential(*[module_gen_fn(i) for i in range(repeat_num)]) + +class ConformerEncoderLayer(nn.Module): + """ConformerEncoder Layer module. + for more details see conformer paper: + https://arxiv.org/abs/2005.08100 + This module implement the Conformer block layer. + + Args: + d_model: int + attention dim. + ext_pw_out_channel: int + if > 0, ext_pw_out_channel is a dim channel size + for the last pointwise conv after swish activation. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + n_head: int + the number of heads for multihead attention module. + d_ffn: int + output size of the feed_forward blocks. + ext_pw_kernel_size: int + kernel size of the conv pointwise of the conformer. + kernel_size: int + kernel size. + dropout_rate: float + dropout rate. + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation + in ConvModule layer of the conformer. + default False + activation: str, optional + activation function name, + one of ["relu", "swish", "sigmoid"], + sigmoid activation is only used with "glu_in_fnn=True", + default "relu". + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + default 0. + chunk_size: int, optional + chunk_size for cnn. default 18 + conv_activation: str, optional + activation function used in ConvModule part + of the conformer, default "relu". + conv_glu_type: str, optional + activation function used for the glu inside + the ConvModule part of the conformer. + default: "sigmoid". + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + attention_innner_dim: int, otional + if equal to -1, attention dim for linears k/q/v is + equal to d_model. otherwise attention_innner_dim is used. + default -1. + attention_glu_type: str, optional + activation function for glu used in the multihead attention, + default "swish". + activation_checkpointing: str, optional + a dictionarry of {"module","interval","offload"}, where + "module": str + accept ["transformer", "attention"] to select + which module should do activation checkpointing. + "interval": int, default 1, + interval of applying activation checkpointing, + interval = 1 means that we apply checkpointing + on every layer (if activation), otherwise, + we apply it every x interval. + "offload": bool, default False, + if set to True, we offload activation to cpu and + reload it during backward, otherwise, + we recalculate activation in backward. + default "". + export: bool, optional + if set to True, it remove the padding from convolutional layers + and allow the onnx conversion for inference. + default False. + use_pt_scaled_dot_product_attention: bool, optional + if set to True, use pytorch's scaled dot product attention implementation in training. + attn_group_sizes: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attn_group_sizes < attention_heads = Grouped-Query Attention + attn_group_sizes = attenion_heads = Multi-Query Attention + """ + + def __init__( + self, + d_model=512, + ext_pw_out_channel=0, + depthwise_seperable_out_channel=256, + depthwise_multiplier=1, + n_head=4, + d_ffn=2048, + ext_pw_kernel_size=1, + kernel_size=3, + dropout_rate=0.1, + causal=False, + batch_norm=False, + activation="relu", + chunk_se=0, + chunk_size=18, + conv_activation="relu", + conv_glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + attention_innner_dim=-1, + attention_glu_type="swish", + activation_checkpointing="", + export=False, + use_pt_scaled_dot_product_attention=False, + attn_group_sizes: int = 1, + ): + super().__init__() + + self.feed_forward_in = FeedForward( + d_model=d_model, + d_inner=d_ffn, + dropout_rate=dropout_rate, + activation=activation, + bias_in_glu=bias_in_glu, + ) + + self.self_attn = encoder_checkpoint_wrapper( + activation_checkpointing, + MultiHeadedAttention, + )( + MultiHeadedAttention( + n_head, + d_model, + dropout_rate, + attention_innner_dim, + attention_glu_type, + bias_in_glu, + use_pt_scaled_dot_product_attention=use_pt_scaled_dot_product_attention, + group_size=attn_group_sizes, + ) + ) + self.conv = ConvModule( + d_model, + ext_pw_out_channel, + depthwise_seperable_out_channel, + ext_pw_kernel_size, + kernel_size, + depthwise_multiplier, + dropout_rate, + causal, + batch_norm, + chunk_se, + chunk_size, + conv_activation, + conv_glu_type, + bias_in_glu, + linear_glu_in_convm, + export=export, + ) + + self.feed_forward_out = FeedForward( + d_model=d_model, + d_inner=d_ffn, + dropout_rate=dropout_rate, + activation=activation, + bias_in_glu=bias_in_glu, + ) + + self.layer_norm_att = nn.LayerNorm(d_model) + self.layer_norm = nn.LayerNorm(d_model) + + def forward( + self, + x, + pos_k, + pos_v, + mask, + relative_attention_bias: Optional[Tensor] = None, + ): + """ConformerEncoder forward. + + Args: + x: torch.Tensor + input feature of shape (batch, max_time_in, size) + pos_k: torch.Tensor + positional key embedding. + mask: torch.Tensor + mask for x (batch, max_time_in) + relative_attention_bias: Optional[torch.Tensor] + bias added to attention logits w.r.t. relative positions (1, n_head, time1, time2) + """ + x = x + 0.5 * self.feed_forward_in(x) + norm_x = self.layer_norm_att(x) + + x = x + self.self_attn( + norm_x, + norm_x, + norm_x, + pos_k, + pos_v, + mask, + relative_attention_bias=relative_attention_bias, + ) + x = x + self.conv(x) + x = x + 0.5 * self.feed_forward_out(x) + + out = self.layer_norm(x) + + return out, pos_k, pos_v, mask + +class TransformerEncoderBase(abc.ABC, nn.Module): + """The Base class for Transformer based encoders + + Please set causal = True in streaming model + Args: + input_size: int + input feature dimension. + chunk_size: int, list(int) + Number of frames for each chunk + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training + Some examples for the 2 cases: + chunk_size = 12 + chunk_size = [6, 8, 12, 24] + left_chunk: int, list(int) + Number of chunks used for masking in streaming mode. + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training. When + chunk_size is a list, left_chunk must be a list with same length. + Some examples for the 2 cases: + left_chunk = 6 + left_chunk = [12, 9, 6, 3] + attention_dim: int, optional + attention dimension. default 256. + attention_heads: int, optional + the number of heads. default 4 + input_layer: str, optional + input layer type before Conformer, + one of ["linear", "conv2d", "custom", "vgg2l", "embed"], + default "conv2d" + cnn_out: int, optional + the number of CNN channels before Conformer. + default -1. + cnn_layer_norm: bool, optional + layer norm between Conformer and the first CNN. + default False. + time_reduction: int, optional + time reduction factor + default 4 + dropout_rate: float, optional + dropout rate. default 0.1 + padding_idx: int, optional + padding index for input_layer=embed + default -1 + relative_attention_bias_args: dict, optional + use more efficient scalar bias-based relative multihead attention (Q*K^T + B) + implemented in cmb.basics.embedding.[T5/ALiBi]RelativeAttentionLogitBias + usage: relative_attention_bias_args={"type": t5/alibi} + additional method-specific arguments can be provided (see transformer_base.py) + positional_dropout_rate: float, optional + dropout rate after positional encoding. default 0.0 + nemo_conv_settings: dict, optional + A dictionary of settings for NeMo Subsampling. + default None + conv2d_extra_padding: str, optional + Add extra padding in conv2d subsampling layers. Choices are + (feat, feat_time, none, True). + if True or feat_time, the extra padding is added into non full + supraframe utts in batch. + Default: none + attention_group_size: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attention_group_size < attention_heads = Grouped-Query Attention + attention_group_size = attenion_heads = Multi-Query Attention + """ + + def __init__( + self, + input_size, + chunk_size, + left_chunk, + attention_dim=256, + attention_heads=4, + input_layer="nemo_conv", + cnn_out=-1, + cnn_layer_norm=False, + time_reduction=4, + dropout_rate=0.0, + padding_idx=-1, + relative_attention_bias_args=None, + positional_dropout_rate=0.0, + nemo_conv_settings=None, + conv2d_extra_padding: Literal["feat", "feat_time", "none", True] = "none", + attention_group_size=1, + encoder_embedding_config=None, + ): + super().__init__() + self.input_size = input_size + self.input_layer = input_layer + self.chunk_size = chunk_size + self.left_chunk = left_chunk + self.attention_dim = attention_dim + self.num_heads = attention_heads + self.attention_group_size = attention_group_size + self.time_reduction = time_reduction + self.nemo_conv_settings = nemo_conv_settings + self.encoder_embedding_config = encoder_embedding_config + + if self.input_layer == "nemo_conv": + default_nemo_conv_settings = { + "subsampling": "dw_striding", + "subsampling_factor": self.time_reduction, + "feat_in": input_size, + "feat_out": attention_dim, + "conv_channels": 256, + "subsampling_conv_chunking_factor": 1, + "activation": nn.ReLU(), + "is_causal": False, + } + # Override any of the defaults with the incoming, user settings + if nemo_conv_settings: + default_nemo_conv_settings.update(nemo_conv_settings) + for i in ["subsampling_factor", "feat_in", "feat_out"]: + assert ( + i not in nemo_conv_settings + ), "{i} should be specified outside of the NeMo dictionary" + + self.embed = NemoConvSubsampling( + **default_nemo_conv_settings, + ) + else: + raise ValueError("unknown input_layer: " + input_layer) + + self.pos_emb = AbsolutePositionalEncoding(attention_dim, positional_dropout_rate) + + self.relative_attention_bias_type = ( + relative_attention_bias_args.get("type") if relative_attention_bias_args else None + ) + if self.relative_attention_bias_type == "t5": + assert ( + self.num_heads % self.attention_group_size == 0 + ), "attention_group_size must divide n_head" + self.relative_attention_bias_layer = T5RelativeAttentionLogitBias( + self.num_heads // self.attention_group_size, + max_distance=relative_attention_bias_args.get("t5_bias_max_distance", 1000), + symmetric=relative_attention_bias_args.get("t5_bias_symmetric", False), + ) + else: + raise NotImplementedError + + + def post_init(self, init_model_config): + + pretrained_speech_encoder_path = init_model_config.get('pretrained_speech_encoder_path', None) + if pretrained_speech_encoder_path: + model_state = torch.load(pretrained_speech_encoder_path, map_location="cpu") + encoder_state_dict = {} + for k, v in model_state.items(): + if "encoder." in k: + tmp_k = k.replace("encoder.", "") + encoder_state_dict[tmp_k] = v + + if hasattr(self, "encoder_embedding"): + del self.encoder_embedding + self.load_state_dict(encoder_state_dict) + + if not hasattr(self, "encoder_embedding"): + self.encoder_embedding = MeanVarianceNormLayer(self.encoder_embedding_config["input_size"]) + + mean_file = init_model_config.get('mean_file', None) + invstd_file = init_model_config.get('invstd_file', None) + if mean_file is not None and invstd_file is not None: + self.encoder_embedding.load_mean_invstd(mean_file, invstd_file) + + def compute_lens_change(self, feature_lens): + """feature_lens: int + return updated feature lens. + + This used to return a different lambda function for each case that computed + the right thing. That does not work within Torchscript. If you really + need this to be faster, create nn.Module()-s for all the cases and return + one of them. Torchscript does support that. + """ + if self.input_layer == "nemo_conv": + # Handle the special causal case + subsampling_causal_cond = self.nemo_conv_settings.get("subsampling", "dw_striding") in [ + "dw_striding", + "striding", + "striding_conv1d", + ] + is_causal = self.nemo_conv_settings.get("is_causal", False) + if is_causal and subsampling_causal_cond: + lens_change = ( + torch.ceil(feature_lens / self.time_reduction).long() + if isinstance(feature_lens, Tensor) + else math.ceil(feature_lens / self.time_reduction) + ) + feature_lens_remainder = feature_lens % self.time_reduction + if isinstance(feature_lens, Tensor): + lens_change[feature_lens_remainder != 1] += 1 + elif feature_lens_remainder != 1: + lens_change += 1 + return lens_change + ceil_func = math.ceil if isinstance(feature_lens, int) else torch.ceil + return ceil_func(feature_lens / self.time_reduction) + + @abc.abstractmethod + def forward(self): + """Abstract forward method implementation.""" + + def _chunk_size_selection(self, chunk_size=None, left_chunk=None): + """If chunk size is a list, we will randomly select a chunk size.""" + + if chunk_size is None: + chunk_size = self.chunk_size + if left_chunk is None: + left_chunk = self.left_chunk + if isinstance(chunk_size, list): + # Variable chunk size during training + chunk_size_index = int(torch.randint(low=0, high=len(chunk_size), size=(1,))) + chunk_size_train_eff = chunk_size[chunk_size_index] + if not isinstance(left_chunk, list): + raise ValueError("Since chunk_size is a list, left_chunk must be a list") + if len(left_chunk) != len(chunk_size): + raise ValueError( + "The length of left_chunk must be the same as length of chunk_size." + ) + left_chunk_train_eff = left_chunk[chunk_size_index] + else: + chunk_size_train_eff = chunk_size + left_chunk_train_eff = left_chunk + + return chunk_size_train_eff, left_chunk_train_eff + + def _get_embed_class(self, embed): + # pylint: disable=protected-access + is_embed_using_act_chkpt = isinstance(embed, CheckpointWrapper) + is_embed_fsdp_wrapped = isinstance(embed, FullyShardedDataParallel) + embed_class = embed + if is_embed_using_act_chkpt: + embed_class = embed._checkpoint_wrapped_module + if is_embed_fsdp_wrapped: + embed_class = embed.module + return embed_class + + def _forward_embeddings_core(self, input_tensor, masks): + embed_class = self._get_embed_class(self.embed) + assert isinstance(embed_class, NemoConvSubsampling) + input_tensor, masks = self.embed(input_tensor, masks) + return input_tensor, masks + + def _position_embedding(self, input_tensor): + pos_k = None + pos_v = None + if self.relative_attention_bias_layer is None: + input_tensor = self.pos_emb(input_tensor) # default to add abs sinusoid embedding + return pos_k, pos_v + + def _streaming_mask(self, seq_len, batch_size, chunk_size, left_chunk): + chunk_size_train_eff, left_chunk_train_eff = self._chunk_size_selection( + chunk_size, left_chunk + ) + + # Create mask matrix for streaming + # S stores start index. if chunksize is 18, s is [0,18,36,....] + chunk_start_idx = np.arange(0, seq_len, chunk_size_train_eff) + # avoid randomness when run evaluation or decoding + if self.training and np.random.rand() > 0.5: + # Either first or last chunk is not complete. + # If only the last one is not complete, EOS is not effective + chunk_start_idx = seq_len - chunk_start_idx + chunk_start_idx = chunk_start_idx[::-1] + chunk_start_idx = chunk_start_idx[:-1] + chunk_start_idx = np.insert(chunk_start_idx, 0, 0) + + enc_streaming_mask = ( + adaptive_enc_mask(seq_len, chunk_start_idx, left_window=left_chunk_train_eff) + .unsqueeze(0) + .expand([batch_size, -1, -1]) + ) + return enc_streaming_mask + + def forward_embeddings(self, xs_pad, masks, chunk_size_nc=None, left_chunk_nc=None): + """Forwarding the inputs through the top embedding layers + + Args: + xs_pad: torch.Tensor + input tensor + masks: torch.Tensor + input mask + chunk_size_nc: (optional, default is None) chunk size for non-causal layers + left_chunk_nc: (optional, default is None) # of left chunks for non-causal layers + """ + # pylint: disable=R0915 + # get new lens. + seq_len = int(self.compute_lens_change(xs_pad.shape[1])) + if seq_len <= 0: + raise ValueError( + f"""The squence length after time reduction is invalid: {seq_len}. + Your input feature is too short. Consider filtering out the very + short sentence from data loader""", + ) + + batch_size = xs_pad.shape[0] + + enc_streaming_mask = self._streaming_mask( + seq_len, batch_size, self.chunk_size, self.left_chunk + ) + + if xs_pad.is_cuda: + enc_streaming_mask = enc_streaming_mask.cuda() + xs_pad = xs_pad.cuda() + + input_tensor = xs_pad + input_tensor, masks = self._forward_embeddings_core(input_tensor, masks) + + streaming_mask = enc_streaming_mask + if streaming_mask is not None and masks is not None: + hs_mask = masks & streaming_mask + elif masks is not None: + hs_mask = masks + else: + hs_mask = streaming_mask + + if chunk_size_nc is not None: + enc_streaming_mask_nc = self._streaming_mask( + seq_len, batch_size, chunk_size_nc, left_chunk_nc + ) + if xs_pad.is_cuda: + enc_streaming_mask_nc = enc_streaming_mask_nc.cuda() + if masks is not None: + hs_mask_nc = masks & enc_streaming_mask_nc + else: + hs_mask_nc = enc_streaming_mask_nc + else: + hs_mask_nc = None + + pos_k, pos_v = self._position_embedding(input_tensor) + + if chunk_size_nc is None: + return input_tensor, pos_k, pos_v, hs_mask, masks + return input_tensor, pos_k, pos_v, hs_mask, masks, hs_mask_nc + + def get_offset(self): + """Returns offset used when retaining inputs for decoding. + + This is essentially, how many additional frames have to be added to + the front-end CNN input to ensure it can produce a single output. + So if the "padding" parameter is 0, typically offset will be > 0. + """ + return get_offset(self.input_layer, self.time_reduction) + + +def get_offset(input_layer: str, time_reduction: int): + """Get an offset. We will use the offset for determining #frames of a subsampled feature. + + Args: + input_layer (str): Type of an input layer + time_reduction (int): time reduction factor for downsampling a feature + Returns: + int: offset + """ + if input_layer in ("conv2d", "nemo_conv") and time_reduction == 4: + return 3 + if input_layer in ("conv2d",) and time_reduction == 6: + return 1 + if input_layer in ("conv2d", "nemo_conv") and time_reduction == 8: + return 7 + return 0 + + +class ConformerEncoder(TransformerEncoderBase): + """ConformerEncoder module. + see original paper for more details: + https://arxiv.org/abs/2005.08100 + + Please set causal = True in streaming model + Args: + input_size: int + input feature dimension. + chunk_size: int, list(int) + Number of frames for each chunk + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training + Some examples for the 2 cases: + chunk_size = 12 + chunk_size = [6, 8, 12, 24] + left_chunk: int, list(int) + Number of chunks used for masking in streaming mode. + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training. When + chunk_size is a list, left_chunk must be a list with same length. + Some examples for the 2 cases: + left_chunk = 6 + left_chunk = [12, 9, 6, 3] + left_chunk: int + number of chunks used for masking in streaming mode. + num_lang: int + This parameter is used to store the number of languages in the lang_dict, + only used for multiseed/multilingual models. default None. + attention_dim: int, optional + attention dimension. default 256. + attention_heads: int, optional + the number of heads. default 4 + linear_units: + the number of units of position-wise feed forward. + default 2048 + num_block: + number of Transformer layer. default 6 + dropout_rate: float, optional + dropout rate. default 0.1 + input_layer: str, optional + input layer type before Conformer, + one of ["linear", "conv2d", "custom", "vgg2l", "embed"], + default "conv2d" + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation + in ConvModule layer of the conformer. + default False + cnn_out: int, optional + the number of CNN channels before Conformer. + default -1. + cnn_layer_norm: bool, optional + layer norm between Conformer and the first CNN. + default False. + ext_pw_out_channel: int, optional + the number of channel for CNN + before depthwise_seperable_CNN. + If 0 then use linear. default 0. + ext_pw_kernel_size: int, optional + kernel size of N before depthwise_seperable_CNN. + only work for ext_pw_out_channel > 0. + default 1 + depthwise_seperable_out_channel: int, optional + the number of channel for + depthwise_seperable_CNN. + default 256. + depthwise_multiplier: int, optional + the number of multiplier for + depthwise_seperable_CNN. + default 1. + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + default 0. + kernel_size: int, optional + the number of kernels for depthwise_seperable_CNN. + default 3. + activation: str, optional + FeedForward block activation. + one of ["relu", "swish", "sigmoid"] + default "relu". + conv_activation: str, optional + activation function used in ConvModule part + of the conformer, default "relu". + conv_glu_type: str, otional + activation used use glu in depthwise_seperable_CNN, + default "sigmoid" + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. default True + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + attention_glu_type: str + only work for glu_in_attention !=0 + default "swish". + export: bool, optional + if set to True, it remove the padding from convolutional layers + and allow the onnx conversion for inference. + default False. + activation_checkpointing: str, optional + a dictionarry of {"module","interval","offload"}, where + "module": str + accept ["transformer", "attention"] to select + which module should do activation checkpointing. + "interval": int, default 1, + interval of applying activation checkpointing, + interval = 1 means that we apply checkpointing + on every layer (if activation), otherwise, + we apply it every x interval. + "offload": bool, default False, + if set to True, we offload activation to cpu and + reload it during backward, otherwise, + we recalculate activation in backward. + default "". + extra_layer_output_idx: int + the layer index to be exposed. + relative_attention_bias_args: dict, optional + use more efficient scalar bias-based relative multihead attention (Q*K^T + B) + implemented in cmb.basics.embedding.[T5/ALiBi]RelativeAttentionLogitBias + usage: relative_attention_bias_args={"type": t5/alibi} + additional method-specific arguments can be provided (see transformer_base.py) + time_reduction: int optional + time reduction factor + default 4 + use_pt_scaled_dot_product_attention: whether to use pytorch scaled dot product attention + in training. + Default: False + nemo_conv_settings: dict, optional + A dictionary of settings for NeMo Subsampling. + default: None + usage: nemo_conv_settings= + { + "subsampling": + dw_striding/striding/dw_striding_conv1d/striding_conv1d, + "conv_channels": int, + "subsampling_conv_chunking_factor": int, + "is_causal": True/False + } + conv2d_extra_padding: str, optional + Add extra padding in conv2d subsampling layers. Choices are + (feat, feat_time, none, True) + Default: none + replication_pad_for_subsample_embedding: For batched-streaming decoding, use + "replication" padding for the cache at start of utterance. + Default: False + attention_group_size: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attention_group_size < attention_heads = Grouped-Query Attention + attention_group_size = attenion_heads = Multi-Query Attention + """ + + extra_multi_layer_output_idxs: List[int] + + def __init__( # pylint: disable-all + self, + input_size, + chunk_size, + left_chunk, + num_lang=None, + attention_dim=256, + attention_heads=4, + linear_units=2048, + num_blocks=6, + dropout_rate=0.1, + input_layer="nemo_conv", + causal=True, + batch_norm=False, + cnn_out=-1, + cnn_layer_norm=False, + ext_pw_out_channel=0, + ext_pw_kernel_size=1, + depthwise_seperable_out_channel=256, + depthwise_multiplier=1, + chunk_se=0, + kernel_size=3, + activation="relu", + conv_activation="relu", + conv_glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + attention_glu_type="swish", + export=False, + extra_layer_output_idx=-1, + extra_multi_layer_output_idxs=[], + activation_checkpointing="", + relative_attention_bias_args=None, + time_reduction=4, + use_pt_scaled_dot_product_attention=False, + nemo_conv_settings=None, + conv2d_extra_padding: Literal["feat", "feat_time", "none", True] = "none", + replication_pad_for_subsample_embedding=False, + attention_group_size=1, + encoder_embedding_config=None, + ): + super().__init__( + input_size, + chunk_size, + left_chunk, + attention_dim, + attention_heads, + input_layer, + cnn_out, + cnn_layer_norm, + time_reduction, + dropout_rate=dropout_rate, + relative_attention_bias_args=relative_attention_bias_args, + positional_dropout_rate=0.0, + nemo_conv_settings=nemo_conv_settings, + conv2d_extra_padding=conv2d_extra_padding, + attention_group_size=attention_group_size, + encoder_embedding_config=encoder_embedding_config, + ) + self.num_blocks = num_blocks + self.num_lang = num_lang + self.kernel_size = kernel_size + self.embed = embedding_checkpoint_wrapper(activation_checkpointing)(self.embed) + self.replication_pad_for_subsample_embedding: bool = replication_pad_for_subsample_embedding + assert self.num_heads % attention_group_size == 0, "attention_group_size must divide n_head" + self.num_heads_k = self.num_heads // attention_group_size + + self.encoders = repeat( + num_blocks, + lambda i: encoder_checkpoint_wrapper( + activation_checkpointing, ConformerEncoderLayer, i + )( + ConformerEncoderLayer( + d_model=attention_dim, + ext_pw_out_channel=ext_pw_out_channel, + depthwise_seperable_out_channel=depthwise_seperable_out_channel, + depthwise_multiplier=depthwise_multiplier, + n_head=attention_heads, + d_ffn=linear_units, + ext_pw_kernel_size=ext_pw_kernel_size, + kernel_size=kernel_size, + dropout_rate=dropout_rate, + causal=causal, + batch_norm=batch_norm, + activation=activation, + chunk_se=chunk_se, + chunk_size=chunk_size, + conv_activation=conv_activation, + conv_glu_type=conv_glu_type, + bias_in_glu=bias_in_glu, + linear_glu_in_convm=linear_glu_in_convm, + attention_glu_type=attention_glu_type, + activation_checkpointing=attn_checkpointing(activation_checkpointing, i), + export=export, + use_pt_scaled_dot_product_attention=use_pt_scaled_dot_product_attention, + attn_group_sizes=attention_group_size, + ) + ), + ) + self.extra_layer_output_idx = extra_layer_output_idx + self.extra_multi_layer_output_idxs = extra_multi_layer_output_idxs + # Make a zeros scalar we can use in get_initial_state to determine + # the device and the needed dtype: + self.register_buffer("dev_type", torch.zeros(()), persistent=False) + + def init_relative_attention_bias(self, input_tensor): + if self.relative_attention_bias_layer: + return self.relative_attention_bias_layer(input_tensor) + + def calculate_hs_mask(self, xs_pad, device, mask): + max_audio_length = xs_pad.shape[1] + batch_size = xs_pad.shape[0] + enc_streaming_mask = self._streaming_mask( + max_audio_length, batch_size, self.chunk_size, self.left_chunk + ) + enc_streaming_mask = enc_streaming_mask.to(device) + if mask is None: + return enc_streaming_mask + + feature_lens = mask.sum(1) + padding_length = feature_lens + pad_mask = ( + torch.arange(0, max_audio_length, device=device).expand(padding_length.size(0), -1) + < padding_length.unsqueeze(1) + ) + pad_mask = pad_mask.unsqueeze(1) + pad_mask = pad_mask & enc_streaming_mask + return pad_mask + + @torch.jit.ignore + def forward(self, xs_pad, masks): + """Conformer Forward function + + Args: + xs_pad: torch.Tensor + input tensor + masks: torch.Tensor + post-embedding input lengths + """ + xs_pad = self.encoder_embedding(xs_pad) + input_tensor, pos_k, pos_v, hs_mask, masks = self.forward_embeddings(xs_pad, masks) + + unfolded = False + ori_bz, seq_len, D = input_tensor.shape + max_seq_len = 500 #maxium position for absolute positional encoding + if seq_len > max_seq_len: + # audio sequence is longer than max_seq_len, unfold it into chunks of max_seq_len + unfolded = True + # the unfold op will drop residual frames, pad it to the multiple of max_seq_len + if seq_len % max_seq_len > 0: + chunk_pad_size = max_seq_len - (seq_len % max_seq_len) + else: + chunk_pad_size = 0 + if chunk_pad_size > 0: + input_tensor_pad = F.pad(input_tensor, (0, 0, 0, chunk_pad_size), "constant", 0) + input_tensor = input_tensor_pad.to(input_tensor.device) + + input_tensor = unfold_tensor(input_tensor, max_seq_len) + if masks is not None: + # revise hs_mask here because the previous calculated hs_mask did not consider extra pad + subsampled_pad_mask = masks.squeeze(1) # [bz, subsampled_unmask_seq_len] + extra_padded_subsamlped_pad_mask = F.pad(subsampled_pad_mask, (0, chunk_pad_size), "constant", False) # extra padding to the pad mask + extra_padded_subsamlped_pad_mask = extra_padded_subsamlped_pad_mask.unsqueeze(-1).float() + masks_unfold = unfold_tensor(extra_padded_subsamlped_pad_mask, max_seq_len) # unfold the pad mask like we did to the input tensor + masks_unfold = masks_unfold.squeeze(-1).bool() # unfold op does not support bool tensor + else: + masks_unfold = None + hs_mask = self.calculate_hs_mask(input_tensor, input_tensor.device, masks_unfold) # calculate hs_mask based on the unfolded pad mask + layer_emb = None + + relative_attention_bias = self.init_relative_attention_bias(input_tensor) + + _simplified_path = ( + self.extra_layer_output_idx == -1 + and relative_attention_bias is None + ) + + if _simplified_path: + input_tensor, *_ = self.encoders(input_tensor, pos_k, pos_v, hs_mask) + else: + for i, layer in enumerate(self.encoders): + input_tensor, _, _, _ = layer( + input_tensor, + pos_k, + pos_v, + hs_mask, + relative_attention_bias=relative_attention_bias, + ) + + if i == self.extra_layer_output_idx: + layer_emb = input_tensor + if unfolded: + embed_dim = input_tensor.shape[-1] + input_tensor = input_tensor.reshape(ori_bz, -1, embed_dim) + # if we ever padded before unfolding, we need to remove the padding + if chunk_pad_size > 0: + input_tensor = input_tensor[:, :-chunk_pad_size, :] + return input_tensor, masks #, layer_emb + + def gradient_checkpointing_enable(self): + pass diff --git a/cpp/gemma_v1/tokenizer.json b/cpp/gemma_v1/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..a8d0207f9bc0126c82cc19d187e9d16f16c90908 --- /dev/null +++ b/cpp/gemma_v1/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52941f2ba60fdcc48edb940f4252f6d874d0c369323dab293168015122e556be +size 33384559 diff --git a/cpp/gemma_v1/tokenizer.model b/cpp/gemma_v1/tokenizer.model new file mode 100644 index 0000000000000000000000000000000000000000..14f810a829755bae3fafd6f97096dbd2eac556bd --- /dev/null +++ b/cpp/gemma_v1/tokenizer.model @@ 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+ "rstrip": false, + "single_word": false, + "special": false + }, + "262143": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "262144": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "audio_token": "", + "boa_token": "", + "boi_token": "", + "bos_token": "", + "chat_template": "{{ bos_token }}\n{%- if messages[0]['role'] == 'system' -%}\n {%- if messages[0]['content'] is string -%}\n {%- set first_user_prefix = messages[0]['content'] + '\n\n' -%}\n {%- else -%}\n {%- set first_user_prefix = messages[0]['content'][0]['text'] + '\n\n' -%}\n {%- endif -%}\n {%- set loop_messages = messages[1:] -%}\n{%- else -%}\n {%- set first_user_prefix = \"\" -%}\n {%- set loop_messages = messages -%}\n{%- endif -%}\n{%- for message in loop_messages -%}\n {%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}\n {{ raise_exception(\"Conversation roles must alternate user/assistant/user/assistant/...\") }}\n {%- endif -%}\n {%- if (message['role'] == 'assistant') -%}\n {%- set role = \"model\" -%}\n {%- else -%}\n {%- set role = message['role'] -%}\n {%- endif -%}\n {{ '' + role + '\n' + (first_user_prefix if loop.first else \"\") }}\n {%- if message['content'] is string -%}\n {{ message['content'] | trim }}\n {%- elif message['content'] is iterable -%}\n {%- for item in message['content'] -%}\n {%- if item['type'] == 'image' -%}\n {{ '' }}\n {%- elif item['type'] == 'audio' -%}\n {{ '' }}\n {%- elif item['type'] == 'text' -%}\n {{ item['text'] | trim }}\n {%- endif -%}\n {%- endfor -%}\n {%- else -%}\n {{ raise_exception(\"Invalid content type\") }}\n {%- endif -%}\n {{ '\n' }}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n {{'model\n'}}\n{%- endif -%}\n", + "clean_up_tokenization_spaces": false, + "eoa_token": "", + "eoi_token": "", + "eos_token": "", + "extra_special_tokens": { + "audio_token": "", + "boa_token": "", + "boi_token": "", + "eoa_token": "", + "eoi_token": "", + "image_token": "" + }, + "image_token": "", + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "processor_class": "Gemma3MMProcessor", + "sp_model_kwargs": null, + "spaces_between_special_tokens": false, + "tokenizer_class": "GemmaTokenizerFast", + "unk_token": "", + "use_default_system_prompt": false +} diff --git a/cpp/gemma_v1/training.py b/cpp/gemma_v1/training.py new file mode 100644 index 0000000000000000000000000000000000000000..ccff17092728979e5382d2319681e1a6b80a4e99 --- /dev/null +++ b/cpp/gemma_v1/training.py @@ -0,0 +1,883 @@ +import datasets +datasets.config.DOWNLOADED_DATASETS_PATH = "/mnt/jeff/huggingface/data" +import os +os.environ['HF_HOME'] = '/mnt/jeff/huggingface' + +import argparse +import json +import os +from pathlib import Path + +import numpy as np +import torch +import sacrebleu + +from datasets import load_dataset +from torch.utils.data import Dataset, ConcatDataset +from tqdm import tqdm +from transformers import ( + AutoProcessor, + AutoModel, + BatchFeature, + Trainer, + TrainingArguments, + StoppingCriteria, + StoppingCriteriaList, +) +from collections import defaultdict + +import soundfile as sf +from datasets import Audio +import random +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 +class BaseAudioDataset(Dataset): + def __init__(self, processor, split, sampling_rate=16000, debug=False): + self.processor = processor + self.training = "train" in split or 'other' in split + self.debug = debug + self.sampling_rate = sampling_rate + self.name = "" + + def set_dataset_name(self, name): + self.name = name + + @staticmethod + def filter_corrupted_files(data, audio_field, text_fields, dataset_name, sampling_rate=16000, debug=True): + original_size = len(data) + + data = data.cast_column(audio_field, Audio(decode=False)) + + def identify_corrupted_files(example): + try: + sf.read(example[audio_field]["path"]) + + for field in text_fields: + if field in example and example[field].replace('"', '') == "": + return False + return True + except Exception: + return False + + data = data.filter(identify_corrupted_files, num_proc=16) + validated_size = len(data) + + # Audio Decoding + data = data.cast_column(audio_field, Audio(sampling_rate=sampling_rate, decode=True)) + + if debug: + print(f"Dataset: {dataset_name}") + print(f"Original data nums: {original_size}") + print(f"After filtering data nums: {validated_size}") + print(f"Filtering ratio: {validated_size/original_size:.2%}") + + return data + + @staticmethod + def filter_by_audio_length(data, audio_field, min_sec=2, max_sec=20, debug=True): + original_size = len(data) + + def filter_audio_by_length(example): + try: + audio = example[audio_field]['array'] + channel = 1 + if hasattr(audio, 'ndim') and audio.ndim > 1: + channel = audio.ndim + audio = audio.squeeze() + audio_length = len(audio) / example[audio_field]['sampling_rate'] / channel + return min_sec <= audio_length <= max_sec + except Exception as e: + if debug: + print(f"Error : {str(e)[:100]}... - sample excluded") + return False + + data = data.filter(filter_audio_by_length, num_proc=16) + filtered_size = len(data) + + if debug: + print(f"Before Length Filtering data nums: {original_size}") + print(f"After Length Filtering data nums: {filtered_size}") + print(f"Filtering ratio: {filtered_size/original_size:.2%}") + + return data + + def prepare_model_inputs(self, audio_array, instruction, answer_text): + user_message = { + 'role': 'user', + 'content': '' + instruction, + } + prompt = self.processor.tokenizer.apply_chat_template( + [user_message], tokenize=False, add_generation_prompt=True, add_bos=True + ) + + inputs = self.processor( + text=prompt, + audio=[audio_array], + add_special_tokens=False, + return_tensors='pt' + ) + + answer = f"{answer_text}{ANSWER_SUFFIX}" + answer_ids = self.processor.tokenizer(answer, add_special_tokens=False, return_tensors='pt').input_ids + + if self.debug: + self.debug = False + task_type = 'AST' if hasattr(self, 'ast') and self.ast else 'ASR' + lang_info = f" - {self.lang}" if hasattr(self, 'lang') else "" + print(f"{task_type}{lang_info}\nPROMPT: {prompt}\nINPUT: {self.processor.decode(inputs.input_ids[0], skip_special_tokens=False)}\nANSWER: {self.processor.decode(answer_ids[0], skip_special_tokens=False)}\n") + print(f"INPUT_MODE: {inputs.input_modes[0].item()}") + + if self.training: + input_ids = torch.cat([inputs.input_ids, answer_ids], dim=1) + labels = torch.full_like(input_ids, _IGNORE_INDEX) + labels[:, -answer_ids.shape[1]:] = answer_ids + padding = torch.zeros((inputs.token_type_ids.shape[0], answer_ids.shape[1])) + token_type_ids = torch.cat([inputs.token_type_ids, padding], dim=1) + else: + input_ids = inputs.input_ids + labels = answer_ids + token_type_ids = inputs.token_type_ids + + return { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'input_audio_embeds': inputs.input_audio_embeds, + 'audio_embed_sizes': inputs.audio_embed_sizes, + 'input_modes': inputs.input_modes, + } + + +# Libri Speech Dataset Class +class LibriSpeechDataset(BaseAudioDataset): + def __init__(self, processor, subset, split, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"LibriSpeech_{subset}") + # only ASR + self.ast = False + self.lang = "en" + + # load dataset + self.data = load_dataset("/mnt/jeff/InCar/data/librispeech_asr", + subset, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + # Libri Speech is only for ASR + answer_text = data["text"].replace('"', '') + + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) + +# common_voice_16_1 dataset +class CommonVoiceDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name(f"CommonVoice_{source_lang}") + # only ASR + self.ast = False + self.lang=source_lang + + # load dataset + if source_lang=="zh-TW": + data_path = "/mnt/jeff/InCar/data/common_voice_16_1" + else: + data_path = "/mnt/jeff/InCar/data/common_voice_17_0" + self.data = load_dataset(data_path, + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + def prepare_dataset(batch): + """Function to preprocess the dataset with the .map method""" + transcription = batch["sentence"] + + if transcription.startswith('"') and transcription.endswith('"'): + # we can remove trailing quotation marks as they do not affect the transcription + transcription = transcription[1:-1] + + if transcription[-1] not in [".", "?", "!"]: + # append a full-stop to sentences that do not end in punctuation + transcription = transcription + "." + + batch["sentence"] = transcription + + return batch + + + import opencc + converter = opencc.OpenCC('s2tw.json') + def To_zhTW(batch): + + transcription = converter.convert(batch["sentence"]) + batch["sentence"] = transcription + + return batch + self.data = self.data.map(prepare_dataset, desc="preprocess dataset") + if source_lang=='zh-CN': + self.data = self.data.map(To_zhTW, desc="preprocess dataset To_zhTW") + + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + + if source_lang == "zh-TW" and split=='train': + import torchaudio + from torchaudio import transforms + import copy + import pickle + import os + def subsample(batch): + batch['audio']['array']=torchaudio.functional.resample(torch.FloatTensor(batch['audio']['array']), orig_freq=batch['audio']['sampling_rate'], new_freq=16000) + batch['audio']['sampling_rate']=16000 + return batch + def TW_data_augment_fast(batch): + speed_perturb_fast = transforms.SpeedPerturbation(batch['audio']['sampling_rate'], [1.1]) + new_array_fast = speed_perturb_fast(torch.FloatTensor(batch['audio']['array']))[0] + batch['audio']['array'] = new_array_fast + return batch + def TW_data_augment_slow(batch): + speed_perturb_slow = transforms.SpeedPerturbation(batch['audio']['sampling_rate'], [0.9]) + new_array_slow = speed_perturb_slow(torch.FloatTensor(batch['audio']['array']))[0] + batch['audio']['array'] = new_array_slow + return batch + # data = self.data.map(subsample, num_proc=1, desc="subsample") + fast_path = '/mnt/jeff/InCar/data/tw_fast.pkl' + if not os.path.exists(fast_path): + data_fast = self.data.map(TW_data_augment_fast, num_proc=1, desc="augment fast") + with open(fast_path,'wb') as f: + pickle.dump(data_fast,f) + else: + with open(fast_path,'rb') as f: + data_fast=pickle.load(f) + + slow_path = '/mnt/jeff/InCar/data/data_slow.pkl' + if not os.path.exists(slow_path): + data_slow = self.data.map(TW_data_augment_slow, num_proc=1, desc="augment slow") + with open(slow_path,'wb') as f: + pickle.dump(data_slow,f) + else: + with open(slow_path,'rb') as f: + data_slow=pickle.load(f) + self.data = [d for d in self.data]+[d for d in data_fast]+[d for d in data_slow] + + # Instruction Setting + self.instruction = random.choice(INSTRUCTION["asr"]) + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + + answer_text = data["sentence"] + return self.prepare_model_inputs( + data["audio"]["array"], + self.instruction, + answer_text + ) + + +# Fleurs Dataset Class +class FleursDataset(BaseAudioDataset): + def __init__(self, processor, split, source_lang, target_lang=None, + mode="asr", sampling_rate=16000, debug=False): + super().__init__(processor, split, sampling_rate, debug) + + self.set_dataset_name("Fleurs") + # Mode Setting (ASR or AST) + if mode not in ["asr", "ast"]: + raise ValueError("mode must be 'asr' or 'ast'.") + + self.mode = mode + self.ast = (mode == "ast") + self.source_lang = source_lang + + # Language name mapping (expand if needed) + self.lang_names = { + 'en_us': 'English', 'cmn_hans': 'Mandarin Chinese' + } + + # load dataset - source language dataset + self.data = load_dataset("/mnt/jeff/InCar/data/fleurs", + source_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + import opencc + converter = opencc.OpenCC('s2tw.json') + def prepare_dataset(batch): + transcription = converter.convert(batch["transcription"]) + batch["transcription"] = transcription + + return batch + if (source_lang=="cmn_hans_cn"): + self.data = self.data.map(prepare_dataset, desc="preprocess dataset") + + # (Optional) Audio length Filtering + self.data = self.filter_by_audio_length(self.data, "audio") + self.target_lang_name = "" + # When AST mode, load target language dataset. + if self.ast: + if target_lang is None: + raise ValueError("AST mode requires target_lang.") + + self.target_lang = target_lang + self.lang = f"{source_lang}_{target_lang}" + + # load dataset - target language dataset (for translation) + target_data = load_dataset("/mnt/jeff/InCar/data/fleurs", + target_lang, + split=split, + trust_remote_code=True, + cache_dir=Path("/mnt/jeff/InCar/data") + ) + if target_lang=="cmn_hans_cn": + target_data=target_data.map(prepare_dataset, desc="preprocess dataset") + source_dict = {item['id']: item for item in self.data} + target_dict = {item['id']: item for item in target_data} + + # only Common ID, add translation fields + common_ids = set(source_dict.keys()) & set(target_dict.keys()) + print(f"FLEURS AST Common data filtering: {len(self.data)} -> {len(common_ids)}") + self.data = [ + {**source_dict[id], 'translation': target_dict[id]['transcription']} + for id in common_ids + ] + + # Instruction Setting - use target language name + self.target_lang_name = self.lang_names.get(target_lang, target_lang.capitalize()) + self.instruction = random.choice(INSTRUCTION["ast"]) + else: + # ASR mode + self.lang = source_lang + self.instruction = random.choice(INSTRUCTION["asr"]) + + if self.debug: + print(f"FLEURS dataset loaded: {self.mode.upper()} mode") + print(f"source lang: {source_lang} ({self.lang_names.get(source_lang, source_lang)})") + if self.ast: + print(f"target lang: {target_lang} ({self.lang_names.get(target_lang, target_lang)})") + print(f"dataset size: {len(self.data)}") + + def __len__(self): + return len(self.data) + + def __getitem__(self, idx): + data = self.data[idx] + audio_array = data["audio"]["array"] + + if self.ast: + answer_text = data["translation"] + else: + answer_text = data["transcription"] + + return self.prepare_model_inputs( + audio_array, + self.instruction.format(self.target_lang_name), + answer_text + ) + +def covost_collate_fn(batch): + input_ids_list = [] + labels_list = [] + token_type_ids_list = [] + input_audio_embeds_list = [] + audio_embed_sizes_list = [] + audio_attention_mask_list = [] + input_modes_list = [] + for inputs in batch: + input_ids_list.append(inputs['input_ids'][0]) + labels_list.append(inputs['labels'][0]) + token_type_ids_list.append(inputs['token_type_ids'][0]) + input_audio_embeds_list.append(inputs['input_audio_embeds']) + audio_embed_sizes_list.append(inputs['audio_embed_sizes']) + audio_attention_mask_list.append( + inputs['input_audio_embeds'].new_full((inputs['input_audio_embeds'].size(1),), True, dtype=torch.bool) + ) + input_modes_list.append(inputs['input_modes']) + + try: + token_type_ids = pad_sequence(token_type_ids_list, padding_side='left', padding_value=0) + input_ids = pad_sequence(input_ids_list, padding_side='left', padding_value=0) + labels = pad_sequence(labels_list, padding_side='left', padding_value=0) + audio_attention_mask = ( + pad_sequence(audio_attention_mask_list, padding_side='left', padding_value=False) + if len(audio_attention_mask_list) > 1 + else None + ) + except Exception as e: + print(e) + print(input_ids_list) + print(labels_list) + raise + attention_mask = (input_ids != 0).long() + input_audio_embeds = cat_with_pad(input_audio_embeds_list, dim=0) + audio_embed_sizes = torch.cat(audio_embed_sizes_list) + input_modes = torch.cat(input_modes_list) + + return BatchFeature( + { + 'input_ids': input_ids, + 'labels': labels, + 'token_type_ids': token_type_ids, + 'attention_mask': attention_mask, + 'input_audio_embeds': input_audio_embeds, + 'audio_embed_sizes': audio_embed_sizes, + 'audio_attention_mask': audio_attention_mask, + 'input_modes': input_modes, + } + ) + +def pad_sequence(sequences, padding_side='left', padding_value=0): + """ + Pad a list of sequences to the same length. + sequences: list of tensors in [seq_len, *] shape + """ + assert padding_side in ['right', 'left'] + max_size = sequences[0].size() + trailing_dims = max_size[1:] + max_len = max(len(seq) for seq in sequences) + batch_size = len(sequences) + output = sequences[0].new_full((batch_size, max_len) + trailing_dims, padding_value) + for i, seq in enumerate(sequences): + length = seq.size(0) + if padding_side == 'right': + output.data[i, :length] = seq + else: + output.data[i, -length:] = seq + return output + +def cat_with_pad(tensors, dim, padding_value=0): + """ + cat along dim, while pad to max for all other dims + """ + ndim = tensors[0].dim() + assert all( + t.dim() == ndim for t in tensors[1:] + ), 'All tensors must have the same number of dimensions' + + out_size = [max(t.shape[i] for t in tensors) for i in range(ndim)] + out_size[dim] = sum(t.shape[dim] for t in tensors) + output = tensors[0].new_full(out_size, padding_value) + + index = 0 + for t in tensors: + # Create a slice list where every dimension except dim is full slice + slices = [slice(0, t.shape[d]) for d in range(ndim)] + # Update only the concat dimension slice + slices[dim] = slice(index, index + t.shape[dim]) + + output[slices] = t + index += t.shape[dim] + + return output + +def count_parameters_by_module(model): + # dictionary for parameters number by modules + module_params = defaultdict(lambda: {"total": 0, "trainable": 0}) + + # all params + total_params = 0 + total_trainable_params = 0 + + # Check Embedding Token masks + embedding_masks = {} + for name, param in model.named_parameters(): + if 'embed_tokens.weight' in name and hasattr(param, '_backward_hooks') and param._backward_hooks: + # check if params has embedding_grad_mask_hook + for hook_id, hook_fn in param._backward_hooks.items(): + if hook_fn.__code__.co_name == 'embedding_grad_mask_hook': + # Accessing mask variables in the closure of hook functions + for cell in hook_fn.__closure__ or []: + if isinstance(cell.cell_contents, torch.Tensor) and cell.cell_contents.dtype == torch.bool: + # check mask tensor + embedding_masks[name] = ~cell.cell_contents # True : Trainable + + # Count params by modules + for name, param in model.named_parameters(): + # extracts top module_name + module_name = name.split('.')[0] + param_count = param.numel() + + module_params[module_name]["total"] += param_count + total_params += param_count + + if param.requires_grad: + # Only count for real trainable params. (with masks) + if name in embedding_masks: + trainable_count = embedding_masks[name].sum().item() + module_params[module_name]["trainable"] += trainable_count + total_trainable_params += trainable_count + else: + module_params[module_name]["trainable"] += param_count + total_trainable_params += param_count + + print(f"All Params: {total_params:,}") + print(f"Trainable Params: {total_trainable_params:,} ({total_trainable_params/total_params*100:.2f}%)") + print("\nParams by Module:") + + for module_name, counts in sorted(module_params.items()): + trainable_percentage = counts["trainable"] / counts["total"] * 100 if counts["total"] > 0 else 0 + total_percentage = counts["total"] / total_params * 100 + + print(f"- {module_name}:") + print(f" Total: {counts['total']:,} ({total_percentage:.2f}% of model)") + print(f" Trainable: {counts['trainable']:,} ({trainable_percentage:.2f}% of module)") + + return module_params + +def create_model(model_name_or_path, revision="main", use_flash_attention = False): + model = AutoModel.from_pretrained( + model_name_or_path, + revision=revision, + torch_dtype=torch.bfloat16, + device_map="auto", + attn_implementation="flash_attention_2" if use_flash_attention else "eager", + trust_remote_code=True, + ) + + # Set use_cache to False after model loaded + model.config.use_cache = False + + # Freeze all parameters + for param in model.parameters(): + param.requires_grad = False + + model.set_lora_adapter('speech') + model.to(torch.bfloat16) + + # (Optional) unfreeze audio_tower parameters + # for param in model.audio_tower.parameters(): + # param.requires_grad = True + + # Only unfreeze audio_projector parameters + for param in model.audio_projector.parameters(): + param.requires_grad = True + + # (Optional) unfreeze audio embed_tokens + train_embed = True + if train_embed: + embed_tokens = model.language_model.model.model.embed_tokens + + embed_tokens.weight.requires_grad = False + + # Added Speech token IDs (only this tokens be trainable) + trainable_token_ids = [256001, 256002] + + embed_tokens.weight.requires_grad = True + mask = torch.ones_like(embed_tokens.weight, dtype=torch.bool) + mask[trainable_token_ids] = False # Trainable Tokens are False (unfreeze), else True (freeze) + + # backward hook, with gradient masking + def embedding_grad_mask_hook(grad): + return grad.masked_fill(mask, 0) + + embed_tokens.weight.register_hook(embedding_grad_mask_hook) + + model.language_model.model.model.embed_tokens = embed_tokens + + count_parameters_by_module(model) + + return model + +os.environ["TOKENIZERS_PARALLELISM"] = "false" + +INSTRUCTION = { + "ast": [ + "Translate the audio to {0}.", + "Translate the audio clip into {0}.", + "Based on the attached audio, generate a comprehensive {0} translation of the spoken content.", + "Translate the provided audio file into {0}.", + "Convert the audio speech to {0} text.", + "Write an {0} translation of the audio file.", + "Translate spoken words from the audio into {0}.", + "Create an {0} version of the audio content.", + "Produce an accurate {0} translation of the audio.", + "Extract speech from the audio and translate it to {0}.", + "Turn the audio into readable {0} text.", + "Write all spoken content from the audio in {0}.", + "Generate an {0} translation of the speech in the file.", + "Convert the recording into {0} text.", + "Accurately translate the audio recording to {0}.", + "Write down dialogue from the given audio in {0}.", + "Translate all speech in this audio file to {0}.", + "Create an accurate {0} version of the speech.", + "Perform a complete {0} translation of the audio." + ], + "asr": [ + "Transcribe the audio clip into text.", + "Based on the attached audio, generate a comprehensive text transcription of the spoken content.", + "Transcribe the provided audio file into text.", + "Convert the audio speech to text.", + "Write a transcript of the audio file.", + "Transcribe spoken words from the audio.", + "Create a text version of the audio content.", + "Produce a verbatim transcript of the audio.", + "Extract and transcribe speech from the audio.", + "Turn the audio into readable text.", + "Write all spoken words from the audio.", + "Generate a transcript of the speech in the file.", + "Convert the recording into a text transcript.", + "Accurately transcribe the audio recording.", + "Write down dialogue from the given audio.", + "Transcribe all speech in this audio file.", + "Create an accurate text version of the speech.", + "Perform a complete transcription of the audio." + ], +} + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 + +model_name_or_path = '/mnt/jeff/gemma-3-4b-it-omni' +use_flash_attention = True + +output_dir = '../gemma_tmp7' +batch_size = 128 +batch_size_per_gpu = 16 +learning_rate = 4.0e-5 # 1.0e-4 for fine-tuning +wd = 0.01 +num_train_epochs = 15 + +revision = "main" #"v1.0" + +processor = AutoProcessor.from_pretrained( + model_name_or_path, + revision=revision, + trust_remote_code=True, +) + +model = create_model( + model_name_or_path, + revision=revision, + use_flash_attention=use_flash_attention, +) + +train_datasets = [] + +# common voice asr +commonvoice_speech_tw2 = CommonVoiceDataset( + processor=processor, + source_lang="zh-TW", + split="other[:70%]" +) +train_datasets.append(commonvoice_speech_tw2) + +commonvoice_speech_cn = CommonVoiceDataset( + processor=processor, + source_lang="zh-CN", + split="train[:50%]" +) +train_datasets.append(commonvoice_speech_cn) + + +commonvoice_speech_tw = CommonVoiceDataset( + processor=processor, + source_lang="zh-TW", + split="train" +) +train_datasets.append(commonvoice_speech_tw) + + + + +# Libri Speech Clean ASR mode (English -> English text) +libri_speech_clean = LibriSpeechDataset( + processor=processor, + subset="clean", + split="train.360[:50%]" +) +train_datasets.append(libri_speech_clean) + + +# Fleurs ASR mode (English -> English text) +en_asr_fleurs = FleursDataset( + processor=processor, + split="train", + source_lang="en_us", # English + mode="asr" +) +train_datasets.append(en_asr_fleurs) + + +# en_ch_ast_fleurs = FleursDataset( +# processor=processor, +# split="train", +# source_lang="en_us", +# target_lang="cmn_hans_cn", +# mode="ast" +# ) +# train_datasets.append(en_ch_ast_fleurs) + + + +ch_asr_fleurs = FleursDataset( + processor=processor, + split="train", + source_lang="cmn_hans_cn", + mode="asr" +) +train_datasets.append(ch_asr_fleurs) + + +# ch_en_ast_fleurs = FleursDataset( +# processor=processor, +# split="train", +# source_lang="cmn_hans_cn", +# target_lang="en_us", +# mode="ast" +# ) +# train_datasets.append(ch_en_ast_fleurs) + +print("Count Num of Datasets", len(train_datasets)) +print([len(dataset) for dataset in train_datasets]) + +# ConcatDataset +train_dataset = ConcatDataset(train_datasets) if len(train_datasets) > 1 else train_datasets[0] +print("Count Length of Datas", len(train_dataset)) + + + +# Check GPUs +num_gpus = torch.cuda.device_count() +print(f'training on {num_gpus} GPUs') + +assert ( + batch_size % (num_gpus * batch_size_per_gpu) == 0 +), 'Batch size must be divisible by the number of GPUs' +gradient_accumulation_steps = batch_size // (num_gpus * batch_size_per_gpu) + +# hard coded training args +dp_config = { + "fp16": { + "enabled": "auto", + "loss_scale": 0, + "loss_scale_window": 1000, + "initial_scale_power": 16, + "hysteresis": 2, + "min_loss_scale": 1 + }, + "zero_optimization": { + "stage": 2, + "allgather_partitions": True, + "allgather_bucket_size": 5e8, + "overlap_comm": False, + "reduce_scatter": True, + "reduce_bucket_size": 5e8, + "contiguous_gradients": True, + "cpu_offload": True + }, + + "train_batch_size": "auto", + "gradient_accumulation_steps": "auto", + "optimizer": { + "type": "AdamW", + "params": { + "lr": "auto", + "betas": 'auto', + "eps": 'auto', + "weight_decay": "auto" + } + }, + "scheduler": { + "type": "WarmupDecayLR", + "params": { + "warmup_min_lr": "auto", + "warmup_max_lr": "auto", + "warmup_num_steps": "auto", + "total_num_steps": "auto" + } + }, + "gradient_clipping": 1.0, + "zero_optimization": { + "stage": 0 + } +} +training_args = TrainingArguments( + num_train_epochs=num_train_epochs, + per_device_train_batch_size=batch_size_per_gpu, + gradient_checkpointing=True, + gradient_checkpointing_kwargs={'use_reentrant': False}, + gradient_accumulation_steps=gradient_accumulation_steps, + optim='adamw_torch', + adam_beta1=0.9, + adam_beta2=0.95, + adam_epsilon=1e-7, + learning_rate=learning_rate, + weight_decay=wd, + max_grad_norm=1.0, + lr_scheduler_type='cosine', + warmup_steps=50, + logging_steps=10, + output_dir=output_dir, + save_total_limit=10, + save_only_model=True, + bf16=True, + fp16=False, + remove_unused_columns=False, + report_to='none', + deepspeed=dp_config if num_gpus==1 else None, + disable_tqdm=False, + dataloader_num_workers=4, + save_strategy='steps', + save_steps=1000, + ddp_find_unused_parameters=True, + +) + +out_path = Path(training_args.output_dir) +out_path.mkdir(parents=True, exist_ok=True) + +# create optimizer only for trainable params +optimizer = torch.optim.AdamW( + filter(lambda p: p.requires_grad, model.parameters()), + lr=learning_rate, + weight_decay=wd, + betas=(0.9, 0.95), + eps=1e-7, +) + +# Trainer Setting +trainer = Trainer( + model=model, + args=training_args, + data_collator=covost_collate_fn, + train_dataset=train_dataset, + optimizers=(optimizer, None) +) + +trainer.train() + + +# # 1. Save LoRA Adapter +model.language_model.model.save_pretrained(output_dir) + +# # 1-1. Delete Markdown file +# markdown_file = os.path.join(output_dir, "README.md") +# if os.path.exists(markdown_file): +# os.remove(markdown_file) + +# 2. Save entire model +model.save_pretrained(output_dir) diff --git a/cpp/gemma_v1/training_multiturn.py b/cpp/gemma_v1/training_multiturn.py new file mode 100644 index 0000000000000000000000000000000000000000..ac56c026caa683e3c9e1c2576e974427c8e174e4 --- /dev/null +++ b/cpp/gemma_v1/training_multiturn.py @@ -0,0 +1,329 @@ +import datasets +datasets.config.DOWNLOADED_DATASETS_PATH = "/mnt/jeff/huggingface/data" +import os +os.environ['HF_HOME'] = '/mnt/jeff/huggingface' + +import argparse +import json +import os +from pathlib import Path + +import numpy as np +import torch +import sacrebleu + +from datasets import load_dataset +from torch.utils.data import Dataset, ConcatDataset +from tqdm import tqdm +from transformers import ( + AutoProcessor, + AutoModel, + BatchFeature, + Trainer, + TrainingArguments, + StoppingCriteria, + StoppingCriteriaList, +) +from collections import defaultdict + +import soundfile as sf +from datasets import Audio +import random +from ASRDataset import * + + +def count_parameters_by_module(model): + # dictionary for parameters number by modules + module_params = defaultdict(lambda: {"total": 0, "trainable": 0}) + + # all params + total_params = 0 + total_trainable_params = 0 + + # Check Embedding Token masks + embedding_masks = {} + for name, param in model.named_parameters(): + if 'embed_tokens.weight' in name and hasattr(param, '_backward_hooks') and param._backward_hooks: + # check if params has embedding_grad_mask_hook + for hook_id, hook_fn in param._backward_hooks.items(): + if hook_fn.__code__.co_name == 'embedding_grad_mask_hook': + # Accessing mask variables in the closure of hook functions + for cell in hook_fn.__closure__ or []: + if isinstance(cell.cell_contents, torch.Tensor) and cell.cell_contents.dtype == torch.bool: + # check mask tensor + embedding_masks[name] = ~cell.cell_contents # True : Trainable + + # Count params by modules + for name, param in model.named_parameters(): + # extracts top module_name + module_name = name.split('.')[0] + param_count = param.numel() + + module_params[module_name]["total"] += param_count + total_params += param_count + + if param.requires_grad: + # Only count for real trainable params. (with masks) + if name in embedding_masks: + trainable_count = embedding_masks[name].sum().item() + module_params[module_name]["trainable"] += trainable_count + total_trainable_params += trainable_count + else: + module_params[module_name]["trainable"] += param_count + total_trainable_params += param_count + + print(f"All Params: {total_params:,}") + print(f"Trainable Params: {total_trainable_params:,} ({total_trainable_params/total_params*100:.2f}%)") + print("\nParams by Module:") + + for module_name, counts in sorted(module_params.items()): + trainable_percentage = counts["trainable"] / counts["total"] * 100 if counts["total"] > 0 else 0 + total_percentage = counts["total"] / total_params * 100 + + print(f"- {module_name}:") + print(f" Total: {counts['total']:,} ({total_percentage:.2f}% of model)") + print(f" Trainable: {counts['trainable']:,} ({trainable_percentage:.2f}% of module)") + + return module_params + +def create_model(model_name_or_path, revision="main", use_flash_attention = False): + model = AutoModel.from_pretrained( + model_name_or_path, + revision=revision, + torch_dtype=torch.bfloat16, + device_map="auto", + attn_implementation="flash_attention_2" if use_flash_attention else "eager", + trust_remote_code=True, + ) + + # Set use_cache to False after model loaded + model.config.use_cache = False + + # Freeze all parameters + for param in model.parameters(): + param.requires_grad = False + + model.set_lora_adapter('speech') + model.to(torch.bfloat16) + + # (Optional) unfreeze audio_tower parameters + # for param in model.audio_tower.parameters(): + # param.requires_grad = True + + # Only unfreeze audio_projector parameters + # for param in model.audio_projector.parameters(): + # param.requires_grad = True + + # (Optional) unfreeze audio embed_tokens + train_embed = True + if train_embed: + embed_tokens = model.language_model.model.model.embed_tokens + + embed_tokens.weight.requires_grad = False + + # Added Speech token IDs (only this tokens be trainable) + trainable_token_ids = [256001, 256002] + + embed_tokens.weight.requires_grad = True + mask = torch.ones_like(embed_tokens.weight, dtype=torch.bool) + mask[trainable_token_ids] = False # Trainable Tokens are False (unfreeze), else True (freeze) + + # backward hook, with gradient masking + def embedding_grad_mask_hook(grad): + return grad.masked_fill(mask, 0) + + embed_tokens.weight.register_hook(embedding_grad_mask_hook) + + model.language_model.model.model.embed_tokens = embed_tokens + + count_parameters_by_module(model) + + return model + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 + +model_name_or_path = '/mnt/jeff/gemma-3-4b-it-omni' +use_flash_attention = False + +output_dir = '../gemma_tmp13' +batch_size = 24 +batch_size_per_gpu = 8 +learning_rate = 4.0e-5 # 1.0e-4 for fine-tuning +wd = 0.01 +num_train_epochs = 10 + +revision = "main" #"v1.0" + +processor = AutoProcessor.from_pretrained( + model_name_or_path, + revision=revision, + trust_remote_code=True, +) + +model = create_model( + model_name_or_path, + revision=revision, + use_flash_attention=use_flash_attention, +) + +train_datasets = [] + +pickup_dataset = MultiturnAudioDataset(processor=processor,json_path='/mnt/jeff/InCar/data/multiturn_data/pickup_processed.json') +train_datasets.append(pickup_dataset) + +# custom_tw_loc = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_location-srdc_tts-20250509-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_loc) # 1500 + +# custom_tw_loc2 = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_location-srdc_tts-20250529-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_loc2) # 9458 + +# custom_yating_tw_road = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_road-srdc_tts-20250430-yating-1-2s-breezyvoice.csv') +# train_datasets.append(custom_yating_tw_road) # 35224 + +# custom_tw_road = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_road-srdc_tts-20250509-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_road) # 1500 + +# custom_tw_road2 = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_road-srdc_tts-20250529-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_road2) # 35224 + + + +print("Count Num of Datasets", len(train_datasets)) +print([len(dataset) for dataset in train_datasets]) + +# ConcatDataset +train_dataset = ConcatDataset(train_datasets) if len(train_datasets) > 1 else train_datasets[0] +print("Count Length of Datas", len(train_dataset)) + + + +# Check GPUs +num_gpus = torch.cuda.device_count() +print(f'training on {num_gpus} GPUs') + +assert ( + batch_size % (num_gpus * batch_size_per_gpu) == 0 +), 'Batch size must be divisible by the number of GPUs' +gradient_accumulation_steps = batch_size // (num_gpus * batch_size_per_gpu) + +# hard coded training args +dp_config = { + "fp16": { + "enabled": "auto", + "loss_scale": 0, + "loss_scale_window": 1000, + "initial_scale_power": 16, + "hysteresis": 2, + "min_loss_scale": 1 + }, + "zero_optimization": { + "stage": 2, + "allgather_partitions": True, + "allgather_bucket_size": 5e8, + "overlap_comm": False, + "reduce_scatter": True, + "reduce_bucket_size": 5e8, + "contiguous_gradients": True, + "cpu_offload": True + }, + + "train_batch_size": "auto", + "gradient_accumulation_steps": "auto", + "optimizer": { + "type": "AdamW", + "params": { + "lr": "auto", + "betas": 'auto', + "eps": 'auto', + "weight_decay": "auto" + } + }, + "scheduler": { + "type": "WarmupDecayLR", + "params": { + "warmup_min_lr": "auto", + "warmup_max_lr": "auto", + "warmup_num_steps": "auto", + "total_num_steps": "auto" + } + }, + "gradient_clipping": 1.0, + "zero_optimization": { + "stage": 0 + } +} +training_args = TrainingArguments( + num_train_epochs=num_train_epochs, + per_device_train_batch_size=batch_size_per_gpu, + gradient_checkpointing=True, + gradient_checkpointing_kwargs={'use_reentrant': False}, + gradient_accumulation_steps=gradient_accumulation_steps, + optim='adamw_torch', + adam_beta1=0.9, + adam_beta2=0.95, + adam_epsilon=1e-7, + learning_rate=learning_rate, + weight_decay=wd, + max_grad_norm=1.0, + lr_scheduler_type='cosine', + warmup_steps=50, + logging_steps=10, + output_dir=output_dir, + save_total_limit=10, + save_only_model=True, + bf16=True, + fp16=False, + remove_unused_columns=False, + report_to='none', + deepspeed=None, + disable_tqdm=False, + dataloader_num_workers=16, + save_strategy='epoch', + # save_steps=2500, + ddp_find_unused_parameters=True, + +) + +out_path = Path(training_args.output_dir) +out_path.mkdir(parents=True, exist_ok=True) + +# create optimizer only for trainable params +optimizer = torch.optim.AdamW( + filter(lambda p: p.requires_grad, model.parameters()), + lr=learning_rate, + weight_decay=wd, + betas=(0.9, 0.95), + eps=1e-7, +) + +# Trainer Setting +trainer = Trainer( + model=model, + args=training_args, + data_collator=covost_collate_fn, + train_dataset=train_dataset, + optimizers=(optimizer, None) +) + +trainer.train() + + +# # 1. Save LoRA Adapter +model.language_model.model.save_pretrained(output_dir) + +# # 1-1. Delete Markdown file +# markdown_file = os.path.join(output_dir, "README.md") +# if os.path.exists(markdown_file): +# os.remove(markdown_file) + +# 2. Save entire model +model.save_pretrained(output_dir) diff --git a/cpp/gemma_v1/training_multiturn_textonly.py b/cpp/gemma_v1/training_multiturn_textonly.py new file mode 100644 index 0000000000000000000000000000000000000000..546929c3cb8a510090eb696e72e493bc5c2fb711 --- /dev/null +++ b/cpp/gemma_v1/training_multiturn_textonly.py @@ -0,0 +1,333 @@ +import datasets +datasets.config.DOWNLOADED_DATASETS_PATH = "/mnt/jeff/huggingface/data" +import os +os.environ['HF_HOME'] = '/mnt/jeff/huggingface' + +import argparse +import json +import os +from pathlib import Path + +import numpy as np +import torch +import sacrebleu + +from datasets import load_dataset +from torch.utils.data import Dataset, ConcatDataset +from tqdm import tqdm +from transformers import ( + AutoProcessor, + AutoModel, + BatchFeature, + Trainer, + TrainingArguments, + StoppingCriteria, + StoppingCriteriaList, +) +from collections import defaultdict + +import soundfile as sf +from datasets import Audio +import random +from ASRDataset import * + + +def count_parameters_by_module(model): + # dictionary for parameters number by modules + module_params = defaultdict(lambda: {"total": 0, "trainable": 0}) + + # all params + total_params = 0 + total_trainable_params = 0 + + # Check Embedding Token masks + embedding_masks = {} + for name, param in model.named_parameters(): + if 'embed_tokens.weight' in name and hasattr(param, '_backward_hooks') and param._backward_hooks: + # check if params has embedding_grad_mask_hook + for hook_id, hook_fn in param._backward_hooks.items(): + if hook_fn.__code__.co_name == 'embedding_grad_mask_hook': + # Accessing mask variables in the closure of hook functions + for cell in hook_fn.__closure__ or []: + if isinstance(cell.cell_contents, torch.Tensor) and cell.cell_contents.dtype == torch.bool: + # check mask tensor + embedding_masks[name] = ~cell.cell_contents # True : Trainable + + # Count params by modules + for name, param in model.named_parameters(): + # extracts top module_name + module_name = name.split('.')[0] + param_count = param.numel() + + module_params[module_name]["total"] += param_count + total_params += param_count + + if param.requires_grad: + # Only count for real trainable params. (with masks) + if name in embedding_masks: + trainable_count = embedding_masks[name].sum().item() + module_params[module_name]["trainable"] += trainable_count + total_trainable_params += trainable_count + else: + module_params[module_name]["trainable"] += param_count + total_trainable_params += param_count + + print(f"All Params: {total_params:,}") + print(f"Trainable Params: {total_trainable_params:,} ({total_trainable_params/total_params*100:.2f}%)") + print("\nParams by Module:") + + for module_name, counts in sorted(module_params.items()): + trainable_percentage = counts["trainable"] / counts["total"] * 100 if counts["total"] > 0 else 0 + total_percentage = counts["total"] / total_params * 100 + + print(f"- {module_name}:") + print(f" Total: {counts['total']:,} ({total_percentage:.2f}% of model)") + print(f" Trainable: {counts['trainable']:,} ({trainable_percentage:.2f}% of module)") + + return module_params + +def create_model(model_name_or_path, revision="main", use_flash_attention = False): + model = AutoModel.from_pretrained( + model_name_or_path, + revision=revision, + torch_dtype=torch.bfloat16, + device_map="auto", + attn_implementation="flash_attention_2" if use_flash_attention else "eager", + trust_remote_code=True, + ) + + # Set use_cache to False after model loaded + model.config.use_cache = False + + # Freeze all parameters + for param in model.parameters(): + param.requires_grad = False + + model.set_lora_adapter('speech') + # model.set_lora_adapter('text') + model.to(torch.bfloat16) + + # (Optional) unfreeze audio_tower parameters + # for param in model.audio_tower.parameters(): + # param.requires_grad = True + + # Only unfreeze audio_projector parameters + # for param in model.audio_projector.parameters(): + # param.requires_grad = True + + # (Optional) unfreeze audio embed_tokens + train_embed = True + if train_embed: + embed_tokens = model.language_model.model.model.embed_tokens + + embed_tokens.weight.requires_grad = False + + # Added Speech token IDs (only this tokens be trainable) + trainable_token_ids = [256001, 256002] + + embed_tokens.weight.requires_grad = True + mask = torch.ones_like(embed_tokens.weight, dtype=torch.bool) + mask[trainable_token_ids] = False # Trainable Tokens are False (unfreeze), else True (freeze) + + # backward hook, with gradient masking + def embedding_grad_mask_hook(grad): + return grad.masked_fill(mask, 0) + + embed_tokens.weight.register_hook(embedding_grad_mask_hook) + + model.language_model.model.model.embed_tokens = embed_tokens + + count_parameters_by_module(model) + + return model + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 + +ANSWER_SUFFIX = "" +_IGNORE_INDEX = -100 + +model_name_or_path = '/mnt/jeff/gemma-3-4b-it-omni' +use_flash_attention = False + +output_dir = '../gemma_tmp14_audio_and_text_speechlora' +batch_size = 16 +batch_size_per_gpu = 1 +learning_rate = 5.0e-5 # 1.0e-4 for fine-tuning +wd = 0.01 +num_train_epochs = 10 + +revision = "main" #"v1.0" + +processor = AutoProcessor.from_pretrained( + model_name_or_path, + revision=revision, + trust_remote_code=True, +) + +model = create_model( + model_name_or_path, + revision=revision, + use_flash_attention=use_flash_attention, +) + +train_datasets = [] + +pickup_dataset = MultiturnAudioDataset(processor=processor,text_only=True,json_path='/mnt/jeff/InCar/data/multiturn_data/pickup_processed.json') +train_datasets.append(pickup_dataset) + +pickup_dataset = MultiturnAudioDataset(processor=processor,json_path='/mnt/jeff/InCar/data/multiturn_data/pickup_processed.json') +train_datasets.append(pickup_dataset) + +# custom_tw_loc = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_location-srdc_tts-20250509-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_loc) # 1500 + +# custom_tw_loc2 = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_location-srdc_tts-20250529-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_loc2) # 9458 + +# custom_yating_tw_road = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_road-srdc_tts-20250430-yating-1-2s-breezyvoice.csv') +# train_datasets.append(custom_yating_tw_road) # 35224 + +# custom_tw_road = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_road-srdc_tts-20250509-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_road) # 1500 + +# custom_tw_road2 = TWCostumData(processor=processor, +# csv_path='/mnt/jeff/InCar/data/tw_data/taiwan_road-srdc_tts-20250529-common_voice_16_1-TW.csv') +# train_datasets.append(custom_tw_road2) # 35224 + + + +print("Count Num of Datasets", len(train_datasets)) +print([len(dataset) for dataset in train_datasets]) + +# ConcatDataset +train_dataset = ConcatDataset(train_datasets) if len(train_datasets) > 1 else train_datasets[0] +print("Count Length of Datas", len(train_dataset)) + + + +# Check GPUs +num_gpus = torch.cuda.device_count() +print(f'training on {num_gpus} GPUs') + +assert ( + batch_size % (num_gpus * batch_size_per_gpu) == 0 +), 'Batch size must be divisible by the number of GPUs' +gradient_accumulation_steps = batch_size // (num_gpus * batch_size_per_gpu) + +# hard coded training args +dp_config = { + "fp16": { + "enabled": "auto", + "loss_scale": 0, + "loss_scale_window": 1000, + "initial_scale_power": 16, + "hysteresis": 2, + "min_loss_scale": 1 + }, + "zero_optimization": { + "stage": 2, + "allgather_partitions": True, + "allgather_bucket_size": 5e8, + "overlap_comm": False, + "reduce_scatter": True, + "reduce_bucket_size": 5e8, + "contiguous_gradients": True, + "cpu_offload": True + }, + + "train_batch_size": "auto", + "gradient_accumulation_steps": "auto", + "optimizer": { + "type": "AdamW", + "params": { + "lr": "auto", + "betas": 'auto', + "eps": 'auto', + "weight_decay": "auto" + } + }, + "scheduler": { + "type": "WarmupDecayLR", + "params": { + "warmup_min_lr": "auto", + "warmup_max_lr": "auto", + "warmup_num_steps": "auto", + "total_num_steps": "auto" + } + }, + "gradient_clipping": 1.0, + "zero_optimization": { + "stage": 0 + } +} +training_args = TrainingArguments( + num_train_epochs=num_train_epochs, + per_device_train_batch_size=batch_size_per_gpu, + gradient_checkpointing=True, + gradient_checkpointing_kwargs={'use_reentrant': False}, + gradient_accumulation_steps=gradient_accumulation_steps, + optim='adamw_torch', + adam_beta1=0.9, + adam_beta2=0.95, + adam_epsilon=1e-7, + learning_rate=learning_rate, + weight_decay=wd, + max_grad_norm=1.0, + lr_scheduler_type='cosine', + warmup_steps=50, + logging_steps=10, + output_dir=output_dir, + save_total_limit=10, + save_only_model=True, + bf16=True, + fp16=False, + remove_unused_columns=False, + report_to='none', + deepspeed=None, + disable_tqdm=False, + dataloader_num_workers=16, + save_strategy='epoch', + # save_steps=2500, + ddp_find_unused_parameters=True, + +) + +out_path = Path(training_args.output_dir) +out_path.mkdir(parents=True, exist_ok=True) + +# create optimizer only for trainable params +optimizer = torch.optim.AdamW( + filter(lambda p: p.requires_grad, model.parameters()), + lr=learning_rate, + weight_decay=wd, + betas=(0.9, 0.95), + eps=1e-7, +) + +# Trainer Setting +trainer = Trainer( + model=model, + args=training_args, + data_collator=covost_collate_fn, + train_dataset=train_dataset, + optimizers=(optimizer, None) +) + +trainer.train() + + +# # 1. Save LoRA Adapter +model.language_model.model.save_pretrained(output_dir) + +# # 1-1. Delete Markdown file +# markdown_file = os.path.join(output_dir, "README.md") +# if os.path.exists(markdown_file): +# os.remove(markdown_file) + +# 2. Save entire model +model.save_pretrained(output_dir) diff --git a/cpp/inference/audio_encoder_lib.cpp b/cpp/inference/audio_encoder_lib.cpp new file mode 100644 index 0000000000000000000000000000000000000000..6844fc8d5e8543813fd544dd9e487b78f619b18f --- /dev/null +++ b/cpp/inference/audio_encoder_lib.cpp @@ -0,0 +1,388 @@ +#include "audio_encoder_lib.h" + +#include +#include +#include +#include +#include +#include // For memcpy + +// Include specific ONNX Runtime headers for implementation +#include + +// Include specific Eigen headers for implementation +#include + +// Include specific KissFFT headers for implementation +#include +#include + +// Define M_PI if it's not already defined +#ifndef M_PI +#define M_PI 3.14159265358979323846 +#endif + +// --- Global parameters for feature extraction (matching Python script) --- +// These are constants derived from the Python preprocessing script and are +// internal to the feature extraction logic. +namespace { // Anonymous namespace for internal linkage + const float PREEMPHASIS_COEFF = 0.97f; + const int N_FFT = 512; // FFT size + const int WIN_LENGTH = 400; // Window length (samples) + const int HOP_LENGTH = 160; // Hop length (samples) + const int N_MELS = 80; // Number of Mel filterbank channels + const int TARGET_SAMPLE_RATE = 16000; // Target sample rate for feature extraction +} + +// --- Implementation of AudioInferenceEngine methods --- + +AudioInferenceEngine::AudioInferenceEngine(const std::string& modelPath) { + // 1. Initialize ONNX Runtime Environment + env_ = std::make_unique(ORT_LOGGING_LEVEL_WARNING, "AudioInferenceEngine"); + + // 2. Configure Session Options + Ort::SessionOptions session_options; + session_options.SetIntraOpNumThreads(0); + session_options.SetGraphOptimizationLevel(ORT_ENABLE_EXTENDED); + + // 3. Create ONNX Runtime Session + session_ = std::make_unique(*env_, modelPath.c_str(), session_options); + + // 4. Initialize Allocator + allocator_ = std::make_unique(); + + // 5. Get Input and Output Node Names + // It's crucial to allocate these names using the allocator and store them + // as C-style strings for Ort::Session::Run. + size_t numInputNodes = session_->GetInputCount(); + if (numInputNodes == 0) { + throw Ort::Exception("ONNX model has no input nodes.", ORT_FAIL); + } + input_node_names_.resize(numInputNodes); + for (size_t i = 0; i < numInputNodes; ++i) { + input_node_names_[i] = session_->GetInputNameAllocated(i, *allocator_).release(); // release() to manage lifetime + } + + size_t numOutputNodes = session_->GetOutputCount(); + if (numOutputNodes == 0) { + throw Ort::Exception("ONNX model has no output nodes.", ORT_FAIL); + } + output_node_names_.resize(numOutputNodes); + for (size_t i = 0; i < numOutputNodes; ++i) { + output_node_names_[i] = session_->GetOutputNameAllocated(i, *allocator_).release(); // release() to manage lifetime + } + + // 6. Precompute Mel filterbank + // The Python example uses fmax=16000//2-80-230. + float mel_fmax = static_cast(TARGET_SAMPLE_RATE) / 2.0f - 80.0f - 230.0f; + mel_filterbank_ = speechlibMel(TARGET_SAMPLE_RATE, N_FFT, N_MELS, 0.0f, mel_fmax); + + if (mel_filterbank_.rows() == 0 || mel_filterbank_.cols() == 0) { + throw std::runtime_error("Failed to create Mel filterbank during initialization."); + } + + std::cout << "AudioInferenceEngine initialized successfully with model: " << modelPath << std::endl; +} + +AudioInferenceEngine::~AudioInferenceEngine() { + // Release allocated names + for (const char* name : input_node_names_) { + allocator_->Free(const_cast(reinterpret_cast(name))); + } + for (const char* name : output_node_names_) { + allocator_->Free(const_cast(reinterpret_cast(name))); + } + // unique_ptr automatically handles deletion of env_ and session_ +} + +/** + * @brief Private helper: Loads audio data from a WAV file. + */ +std::vector AudioInferenceEngine::loadWavToFloatArray(const std::string& filename, int& actual_sample_rate) { + std::ifstream file(filename, std::ios::binary); + if (!file.is_open()) { + std::cerr << "Error: Could not open WAV file: " << filename << std::endl; + return {}; + } + + WavHeader header; + file.read(reinterpret_cast(&header), sizeof(WavHeader)); + + if (std::string(header.riff_id, 4) != "RIFF" || + std::string(header.wave_id, 4) != "WAVE" || + std::string(header.fmt_id, 4) != "fmt ") { + std::cerr << "Error: Invalid WAV header (RIFF, WAVE, or fmt chunk missing/invalid)." << std::endl; + file.close(); + return {}; + } + + if (header.audio_format != 1) { // 1 = PCM + std::cerr << "Error: Only PCM audio format (1) is supported. Found: " << header.audio_format << std::endl; + file.close(); + return {}; + } + + if (header.bits_per_sample != 16) { + std::cerr << "Error: Only 16-bit PCM is supported. Found: " << header.bits_per_sample << " bits per sample." << std::endl; + file.close(); + return {}; + } + + actual_sample_rate = header.sample_rate; + + WavDataChunk data_chunk; + bool data_chunk_found = false; + while (!file.eof()) { + file.read(reinterpret_cast(&data_chunk.data_id), 4); + file.read(reinterpret_cast(&data_chunk.data_size), 4); + + if (std::string(data_chunk.data_id, 4) == "data") { + data_chunk_found = true; + break; + } else { + file.seekg(data_chunk.data_size, std::ios::cur); + } + } + + if (!data_chunk_found) { + std::cerr << "Error: 'data' chunk not found in WAV file." << std::endl; + file.close(); + return {}; + } + + std::vector audioData; + int16_t sample_buffer; + long num_samples_to_read = data_chunk.data_size / sizeof(int16_t); + + for (long i = 0; i < num_samples_to_read; ++i) { + file.read(reinterpret_cast(&sample_buffer), sizeof(int16_t)); + float normalized_sample = static_cast(sample_buffer) / 32768.0f; + + if (header.num_channels == 1) { + audioData.push_back(normalized_sample); + } else if (header.num_channels == 2) { + int16_t right_sample; + if (file.read(reinterpret_cast(&right_sample), sizeof(int16_t))) { + float normalized_right_sample = static_cast(right_sample) / 32768.0f; + audioData.push_back((normalized_sample + normalized_right_sample) / 2.0f); + i++; + } else { + std::cerr << "Warning: Unexpected end of file while reading stereo data." << std::endl; + break; + } + } else { + std::cerr << "Error: Unsupported number of channels: " << header.num_channels << std::endl; + file.close(); + return {}; + } + } + + file.close(); + return audioData; +} + +/** + * @brief Private helper: Generates a Hamming window. + */ +std::vector AudioInferenceEngine::generateHammingWindow(int window_length) { + std::vector window(window_length); + for (int i = 0; i < window_length; ++i) { + window[i] = 0.54f - 0.46f * std::cos(2 * M_PI * i / static_cast(window_length - 1)); + } + return window; +} + +/** + * @brief Private helper: Extracts spectrogram features. + */ +Eigen::MatrixXf AudioInferenceEngine::extractSpectrogram(const std::vector& wav, int fs) { + int n_batch = (wav.size() - WIN_LENGTH) / HOP_LENGTH + 1; + if (n_batch <= 0) { + return Eigen::MatrixXf(0, N_FFT / 2 + 1); + } + + std::vector fft_window = generateHammingWindow(WIN_LENGTH); + + kiss_fftr_cfg fft_cfg = kiss_fftr_alloc(N_FFT, 0 /* is_inverse_fft */, nullptr, nullptr); + if (!fft_cfg) { + std::cerr << "Error: Failed to allocate KissFFT configuration." << std::endl; + return Eigen::MatrixXf(0, N_FFT / 2 + 1); + } + + Eigen::MatrixXf spec_matrix(n_batch, N_FFT / 2 + 1); + + std::vector frame_buffer(WIN_LENGTH); + kiss_fft_scalar fft_input[N_FFT]; + kiss_fft_cpx fft_output[N_FFT / 2 + 1]; + + for (int i = 0; i < n_batch; ++i) { + int start_idx = i * HOP_LENGTH; + + for (int j = 0; j < WIN_LENGTH; ++j) { + frame_buffer[j] = wav[start_idx + j]; + } + + // Apply pre-emphasis and scale by 32768 + if (WIN_LENGTH > 0) { + if (WIN_LENGTH > 1) { + // Corrected pre-emphasis to match Python's np.roll and then overwrite first element + // The first element of the frame is pre-emphasized against the second element. + fft_input[0] = (frame_buffer[0] - PREEMPHASIS_COEFF * frame_buffer[1]) * 32768.0f; + for (int j = 1; j < WIN_LENGTH; ++j) { + fft_input[j] = (frame_buffer[j] - PREEMPHASIS_COEFF * frame_buffer[j - 1]) * 32768.0f; + } + } else { // WIN_LENGTH == 1 + fft_input[0] = frame_buffer[0] * 32768.0f; + } + } + for (int j = WIN_LENGTH; j < N_FFT; ++j) { + fft_input[j] = 0.0f; + } + + for (int j = 0; j < WIN_LENGTH; ++j) { + fft_input[j] *= fft_window[j]; + } + + kiss_fftr(fft_cfg, fft_input, fft_output); + + for (int j = 0; j <= N_FFT / 2; ++j) { + spec_matrix(i, j) = std::sqrt(fft_output[j].r * fft_output[j].r + fft_output[j].i * fft_output[j].i); + } + } + + kiss_fftr_free(fft_cfg); + return spec_matrix; +} + +/** + * @brief Private helper: Creates a Mel filter-bank matrix. + */ +Eigen::MatrixXf AudioInferenceEngine::speechlibMel(int sample_rate, int n_fft, int n_mels, float fmin, float fmax) { + int bank_width = n_fft / 2 + 1; + if (fmax == 0.0f) fmax = sample_rate / 2.0f; + if (fmin == 0.0f) fmin = 0.0f; + + auto mel = [](float f) { return 1127.0f * std::log(1.0f + f / 700.0f); }; + auto bin2mel = [&](int fft_bin) { return 1127.0f * std::log(1.0f + static_cast(fft_bin) * sample_rate / (static_cast(n_fft) * 700.0f)); }; + auto f2bin = [&](float f) { return static_cast((f * n_fft / sample_rate) + 0.5f); }; + + int klo = f2bin(fmin) + 1; + int khi = f2bin(fmax); + khi = std::max(khi, klo); + + float mlo = mel(fmin); + float mhi = mel(fmax); + + std::vector m_centers(n_mels + 2); + float ms = (mhi - mlo) / (n_mels + 1); + for (int i = 0; i < n_mels + 2; ++i) { + m_centers[i] = mlo + i * ms; + } + + Eigen::MatrixXf matrix = Eigen::MatrixXf::Zero(n_mels, bank_width); + + for (int m = 0; m < n_mels; ++m) { + float left = m_centers[m]; + float center = m_centers[m + 1]; + float right = m_centers[m + 2]; + for (int fft_bin = klo; fft_bin < bank_width; ++fft_bin) { + float mbin = bin2mel(fft_bin); + if (left < mbin && mbin < right) { + matrix(m, fft_bin) = 1.0f - std::abs(center - mbin) / ms; + } + } + } + return matrix; +} + +/** + * @brief Public method: Preprocesses an audio WAV file. + */ +Eigen::MatrixXf AudioInferenceEngine::preprocessAudio(const std::string& wavFilePath) { + int actual_wav_sample_rate = 0; + std::vector audioWav = loadWavToFloatArray(wavFilePath, actual_wav_sample_rate); + + if (audioWav.empty()) { + std::cerr << "Failed to load audio data from " << wavFilePath << "." << std::endl; + return Eigen::MatrixXf(0, N_MELS); + } + + if (actual_wav_sample_rate != TARGET_SAMPLE_RATE) { + std::cerr << "Warning: WAV file sample rate (" << actual_wav_sample_rate + << " Hz) does not match the target sample rate for feature extraction (" + << TARGET_SAMPLE_RATE << " Hz)." << std::endl; + std::cerr << "This example does NOT include resampling. Features will be extracted at " + << TARGET_SAMPLE_RATE << " Hz, which might lead to incorrect results if the WAV file's sample rate is different." << std::endl; + } + + Eigen::MatrixXf spec = extractSpectrogram(audioWav, TARGET_SAMPLE_RATE); + if (spec.rows() == 0) { + std::cerr << "Error: Spectrogram extraction failed." << std::endl; + return Eigen::MatrixXf(0, N_MELS); + } + + Eigen::MatrixXf spec_power = spec.array().square(); + Eigen::MatrixXf fbank_power = spec_power * mel_filterbank_.transpose(); // Transpose mel_filterbank_ for correct multiplication + + fbank_power = fbank_power.array().max(1.0f); + Eigen::MatrixXf log_fbank = fbank_power.array().log(); + + return log_fbank; +} + +/** + * @brief Public method: Runs inference on the loaded ONNX model. + */ +std::vector AudioInferenceEngine::runInference(const Eigen::MatrixXf& features) { + if (features.rows() == 0 || features.cols() == 0) { + std::cerr << "Error: Input features are empty for inference." << std::endl; + return {}; + } + + // Prepare Input Tensor Shape: [batch, frames, feature_size] + std::vector inputTensorShape = {1, features.rows(), features.cols()}; + + // Flatten Eigen::MatrixXf into std::vector in row-major order + std::vector inputTensorData(features.rows() * features.cols()); + for (int r = 0; r < features.rows(); ++r) { + for (int c = 0; c < features.cols(); ++c) { + inputTensorData[r * features.cols() + c] = features(r, c); + } + } + + Ort::MemoryInfo memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + Ort::Value inputTensor = Ort::Value::CreateTensor(memory_info, inputTensorData.data(), inputTensorData.size(), + inputTensorShape.data(), inputTensorShape.size()); + + if (!inputTensor.IsTensor()) { + std::cerr << "Error: Created input tensor is not valid!" << std::endl; + return {}; + } + + // Run Inference + std::vector outputTensors = session_->Run(Ort::RunOptions{nullptr}, + input_node_names_.data(), &inputTensor, 1, + output_node_names_.data(), output_node_names_.size()); + + if (outputTensors.empty() || !outputTensors[0].IsTensor()) { + std::cerr << "Error: No valid output tensors received from the model." << std::endl; + return {}; + } + + // Copy output data + float* outputData = outputTensors[0].GetTensorMutableData(); + Ort::TensorTypeAndShapeInfo outputShapeInfo = outputTensors[0].GetTensorTypeAndShapeInfo(); + size_t outputSize = outputShapeInfo.GetElementCount(); + + std::vector result(outputData, outputData + outputSize); + return result; +} + +std::vector AudioInferenceEngine::runInference_tensor(const Ort::Value& inputTensor) { + // Run Inference + std::vector outputTensors = session_->Run(Ort::RunOptions{nullptr}, + input_node_names_.data(), &inputTensor, 1, + output_node_names_.data(), output_node_names_.size()); + + return outputTensors; +} \ No newline at end of file diff --git a/cpp/inference/audio_encoder_lib.h b/cpp/inference/audio_encoder_lib.h new file mode 100644 index 0000000000000000000000000000000000000000..42949a922a6987eb0a5e8e37f462bb56d6775417 --- /dev/null +++ b/cpp/inference/audio_encoder_lib.h @@ -0,0 +1,141 @@ +#ifndef AUDIO_INFERENCE_LIBRARY_H +#define AUDIO_INFERENCE_LIBRARY_H + +#include +#include +#include // For uint32_t, int16_t +#include // For std::unique_ptr +#include +using namespace Eigen; +// Forward declarations for ONNX Runtime types to avoid including full headers in .h +namespace Ort { + struct Env; + struct Session; + struct MemoryInfo; + struct AllocatorWithDefaultOptions; + struct Value; +} + +// Forward declaration for Eigen Matrix +namespace Eigen { + template + class Matrix; + typedef Matrix MatrixXf; +} + +/** + * @brief Class to handle audio preprocessing and ONNX model inference. + * + * This class encapsulates the logic for loading WAV files, extracting Mel filterbank + * features, and running inference on an ONNX model. + */ +class AudioInferenceEngine { +public: + /** + * @brief Constructor for AudioInferenceEngine. + * @param modelPath The file path to the ONNX model. + * @throws Ort::Exception if ONNX Runtime initialization fails. + */ + AudioInferenceEngine(const std::string& modelPath); + + /** + * @brief Destructor to clean up ONNX Runtime resources. + */ + ~AudioInferenceEngine(); + + /** + * @brief Preprocesses an audio WAV file to extract Mel filterbank features. + * + * This function loads the WAV file, converts it to a float array, and then + * applies the spectrogram and Mel filterbank extraction steps. + * + * @param wavFilePath The path to the WAV audio file. + * @return An Eigen::MatrixXf containing the extracted features (frames x N_MELS). + * Returns an empty matrix if preprocessing fails. + */ + Eigen::MatrixXf preprocessAudio(const std::string& wavFilePath); + + /** + * @brief Runs inference on the loaded ONNX model using the provided features. + * + * The input features should be the output of `preprocessAudio`. This function + * converts the features to an ONNX Runtime tensor and executes the model. + * + * @param features An Eigen::MatrixXf containing the preprocessed audio features. + * Expected shape: (frames, N_MELS). + * @return A std::vector containing the flattened output of the ONNX model. + * Returns an empty vector if inference fails. + */ + std::vector runInference(const Eigen::MatrixXf& features); + std::vector runInference_tensor(const Ort::Value& inputTensor); + +private: + // ONNX Runtime members + std::unique_ptr env_; + std::unique_ptr session_; + std::unique_ptr allocator_; + std::vector input_node_names_; + std::vector output_node_names_; + + // Precomputed Mel filterbank matrix + Eigen::MatrixXf mel_filterbank_; + + // Private helper functions (implemented in .cpp) + // WAV file parsing structures +#pragma pack(push, 1) + struct WavHeader { + char riff_id[4]; + uint32_t file_size; + char wave_id[4]; + char fmt_id[4]; + uint32_t fmt_size; + uint16_t audio_format; + uint16_t num_channels; + uint32_t sample_rate; + uint32_t byte_rate; + uint16_t block_align; + uint16_t bits_per_sample; + }; + + struct WavDataChunk { + char data_id[4]; + uint32_t data_size; + }; +#pragma pack(pop) + + /** + * @brief Loads audio data from a WAV file into a float vector. + * @param filename The path to the WAV audio file. + * @param actual_sample_rate Output parameter to store the sample rate read from the WAV file. + * @return A std::vector containing the normalized mono audio samples. + */ + std::vector loadWavToFloatArray(const std::string& filename, int& actual_sample_rate); + + /** + * @brief Generates a Hamming window. + * @param window_length The length of the window. + * @return A std::vector containing the Hamming window coefficients. + */ + std::vector generateHammingWindow(int window_length); + + /** + * @brief Extracts spectrogram features from waveform. + * @param wav The input waveform. + * @param fs The sampling rate. + * @return A 2D Eigen::MatrixXf representing the spectrogram. + */ + Eigen::MatrixXf extractSpectrogram(const std::vector& wav, int fs); + + /** + * @brief Creates a Mel filter-bank matrix. + * @param sample_rate Sample rate in Hz. + * @param n_fft FFT size. + * @param n_mels Mel filter size. + * @param fmin Lowest frequency (in Hz). + * @param fmax Highest frequency (in Hz). + * @return An Eigen::MatrixXf representing the Mel transform matrix. + */ + Eigen::MatrixXf speechlibMel(int sample_rate, int n_fft, int n_mels, float fmin, float fmax); +}; + +#endif // AUDIO_INFERENCE_LIBRARY_H \ No newline at end of file diff --git a/cpp/inference/audio_encoder_lib.o b/cpp/inference/audio_encoder_lib.o new file mode 100644 index 0000000000000000000000000000000000000000..b0273f6531b04366af8647e2be24670318ff2bef Binary files /dev/null and b/cpp/inference/audio_encoder_lib.o differ diff --git a/cpp/inference/audio_inference b/cpp/inference/audio_inference new file mode 100644 index 0000000000000000000000000000000000000000..de3e9e2c3e68089fb352cba8f45dd95bd534f773 Binary files /dev/null and b/cpp/inference/audio_inference differ diff --git a/cpp/inference/audio_inference_app b/cpp/inference/audio_inference_app new file mode 100644 index 0000000000000000000000000000000000000000..54176c91f3731c3441e14c1bee08f192f3a57212 Binary files /dev/null and b/cpp/inference/audio_inference_app differ diff --git a/cpp/inference/compile.sh b/cpp/inference/compile.sh new file mode 100644 index 0000000000000000000000000000000000000000..5df16707eab7bb8245ffd337e5174dea6dd5d55f --- /dev/null +++ b/cpp/inference/compile.sh @@ -0,0 +1,32 @@ +export BASE_DIR="/mnt/data-2t/jeff/codes/llm/cpp" +# g++ test.cpp $BASE_DIR/kissfft/kiss_fft.c $BASE_DIR/kissfft/kiss_fftr.c \ +# -o audio_inference \ +# -I $BASE_DIR/onnxruntime-linux-x64-1.22.0/include \ +# -I $BASE_DIR/eigen-3.4.0 \ +# -I $BASE_DIR/kissfft \ +# -L $BASE_DIR/kissfft/lib -lkissfft-int16_t-openmp \ +# -L $BASE_DIR/onnxruntime-linux-x64-1.22.0/lib -lonnxruntime -std=c++17 -O2 -DNDEBUG + +g++ -c audio_encoder_lib.cpp \ + -o audio_encoder_lib.o \ + -I $BASE_DIR/onnxruntime-linux-x64-1.22.0/include \ + -I $BASE_DIR/eigen-3.4.0 \ + -I $BASE_DIR/kissfft \ + -std=c++17 -O3 -DNDEBUG -fPIC + +g++ -c $BASE_DIR/kissfft/kiss_fft.c \ + -o kiss_fft.o \ + -I $BASE_DIR/kissfft \ + -std=c++17 -O3 -DNDEBUG -fPIC + +g++ -c $BASE_DIR/kissfft/kiss_fftr.c \ + -o kiss_fftr.o \ + -I $BASE_DIR/kissfft \ + -std=c++17 -O3 -DNDEBUG -fPIC + +g++ main_text.cpp audio_encoder_lib.o kiss_fft.o kiss_fftr.o \ + -o audio_inference_app \ + -I $BASE_DIR/onnxruntime-linux-x64-1.22.0/include \ + -I $BASE_DIR/eigen-3.4.0 \ + -I $BASE_DIR/kissfft \ + -L $BASE_DIR/onnxruntime-linux-x64-1.22.0/lib -lonnxruntime -std=c++17 -O3 -DNDEBUG \ No newline at end of file diff --git a/cpp/inference/dummy.wav b/cpp/inference/dummy.wav new file mode 100644 index 0000000000000000000000000000000000000000..4d53b0ea43021b8a1e8d7b9a0fa1efe5e7ed91b8 Binary files /dev/null and b/cpp/inference/dummy.wav differ diff --git a/cpp/inference/f0.txt b/cpp/inference/f0.txt new file mode 100644 index 0000000000000000000000000000000000000000..dda77bd78dbe9304c74a0ffc2641b83b7a7e30e1 --- /dev/null +++ b/cpp/inference/f0.txt @@ -0,0 +1 @@ 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diff --git a/cpp/inference/f_inp.txt b/cpp/inference/f_inp.txt new file mode 100644 index 0000000000000000000000000000000000000000..3540a2c6630092c8fcf03eac5a74ec0c6d0ff069 --- /dev/null +++ b/cpp/inference/f_inp.txt @@ -0,0 +1 @@ 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diff --git a/cpp/inference/kiss_fft.o b/cpp/inference/kiss_fft.o new file mode 100644 index 0000000000000000000000000000000000000000..6ea8699d4b14502866f7e9a29dcf2273397d9f42 Binary files /dev/null and b/cpp/inference/kiss_fft.o differ diff --git a/cpp/inference/kiss_fftr.o b/cpp/inference/kiss_fftr.o new file mode 100644 index 0000000000000000000000000000000000000000..291b7233c74a711ab5eece0f48a73f615cb68610 Binary files /dev/null and b/cpp/inference/kiss_fftr.o differ diff --git a/cpp/inference/main_text.cpp b/cpp/inference/main_text.cpp new file mode 100644 index 0000000000000000000000000000000000000000..8c2a4cea42ec6b4ac510bd3f56a9560ad78dacf0 --- /dev/null +++ b/cpp/inference/main_text.cpp @@ -0,0 +1,165 @@ +#include +#include +#include +#include +#include // For std::sin, M_PI +#include // For std::memcpy +#include // For time measurement +#include // For random number generation +#include // For seeding random number generator + +// Include the new library header +#include "audio_encoder_lib.h" +#include +// Define M_PI if it's not already defined +#ifndef M_PI +#define M_PI 3.14159265358979323846 +#endif + +// --- WAV File Header Structures (for dummy file creation) --- +#pragma pack(push, 1) +struct WavHeader { + char riff_id[4]; + uint32_t file_size; + char wave_id[4]; + char fmt_id[4]; + uint32_t fmt_size; + uint16_t audio_format; + uint16_t num_channels; + uint32_t sample_rate; + uint32_t byte_rate; + uint16_t block_align; + uint16_t bits_per_sample; +}; + +struct WavDataChunk { + char data_id[4]; + uint32_t data_size; +}; +#pragma pack(pop) + +// Function to write a dummy WAV file (moved here for example app) +void createDummyWavFile(const std::string& filename, int sampleRate, int numChannels, int bitsPerSample, double durationSeconds) { + std::ofstream file(filename, std::ios::binary); + if (!file.is_open()) { + std::cerr << "Error: Could not create dummy WAV file: " << filename << std::endl; + return; + } + + WavHeader header; + std::memcpy(header.riff_id, "RIFF", 4); + std::memcpy(header.wave_id, "WAVE", 4); + std::memcpy(header.fmt_id, "fmt ", 4); + header.fmt_size = 16; + header.audio_format = 1; // PCM + header.num_channels = numChannels; + header.sample_rate = sampleRate; + header.bits_per_sample = bitsPerSample; + header.byte_rate = (sampleRate * numChannels * bitsPerSample) / 8; + header.block_align = (numChannels * bitsPerSample) / 8; + + WavDataChunk data_chunk; + std::memcpy(data_chunk.data_id, "data", 4); + uint32_t num_samples = static_cast(sampleRate * durationSeconds); + data_chunk.data_size = num_samples * numChannels * (bitsPerSample / 8); + header.file_size = 36 + data_chunk.data_size; // 36 is size of header before data chunk + + file.write(reinterpret_cast(&header), sizeof(WavHeader)); + file.write(reinterpret_cast(&data_chunk), sizeof(WavDataChunk)); + + // Generate a 440 Hz sine wave + for (uint32_t i = 0; i < num_samples; ++i) { + int16_t sample = static_cast(30000 * std::sin(2 * M_PI * 440 * i / static_cast(sampleRate))); + for (int c = 0; c < numChannels; ++c) { + file.write(reinterpret_cast(&sample), sizeof(int16_t)); + } + } + + file.close(); + // std::cout << "Dummy WAV file '" << filename << "' created successfully." << std::endl; // Suppress verbose creation message +} + +int main(int argc, char* argv[]) { + // --- 1. Process command-line arguments --- + if (argc != 3) { + std::cerr << "Usage: " << argv[0] << " " << std::endl; + std::cerr << "Example: " << argv[0] << " model.onnx temp_audio.wav" << std::endl; + return 1; + } + + std::string onnxModelPath = argv[1]; + std::string wavFilename = argv[2]; // This will be used as a temporary file + + // --- Random number generation setup for dummy input frames --- + std::mt19937 rng(static_cast(std::time(nullptr))); // Seed with current time + std::uniform_int_distribution dist_frames(100, 300); // Distribution for frames (100 to 300) + + // Define fixed parameters for feature extraction to calculate required duration + const int WIN_LENGTH = 400; // Window length (samples) - must match library's constant + const int HOP_LENGTH = 160; // Hop length (samples) - must match library's constant + const int TARGET_SAMPLE_RATE = 16000; // Target sample rate - must match library's constant + + try { + // --- 2. Model Initialization --- + // This will load the ONNX model and precompute the Mel filterbank. + AudioInferenceEngine engine(onnxModelPath); + std::cout << "Engine initialized." << std::endl; + + // --- 3. Model Inference and Time Measurement --- + std::cout << "\nRunning model inference and measuring time (100 runs with varying input sizes)..." << std::endl; + int num_runs = 100; + long long total_inference_time_us = 0; // Use microseconds for finer granularity + + for (int i = 0; i < num_runs; ++i) { + // Generate a random number of frames for this run + int random_frames = dist_frames(rng); + // Calculate the number of samples needed to produce 'random_frames' + // frames = (num_samples - WIN_LENGTH) / HOP_LENGTH + 1 + // num_samples = (frames - 1) * HOP_LENGTH + WIN_LENGTH + long long num_samples_for_frames = static_cast(random_frames - 1) * HOP_LENGTH + WIN_LENGTH; + double duration_seconds_for_frames = static_cast(num_samples_for_frames) / TARGET_SAMPLE_RATE; + + // Create a new dummy WAV file for this specific run + // This ensures the input size changes for each test. + createDummyWavFile(wavFilename, TARGET_SAMPLE_RATE, 1, 16, duration_seconds_for_frames); + + // --- Measure the inference time --- + auto start_time = std::chrono::high_resolution_clock::now(); + Eigen::MatrixXf features = engine.preprocessAudio(wavFilename); + std::vector model_output = engine.runInference(features); + auto end_time = std::chrono::high_resolution_clock::now(); + + if (model_output.empty()) { + std::cerr << "Error: Model inference failed for run " << i + 1 << ". Exiting." << std::endl; + return 1; + } + + // Calculate duration for this run in microseconds + auto duration = std::chrono::duration_cast(end_time - start_time); + total_inference_time_us += duration.count(); + + // Optionally print output for the first run or specific runs + if (i == 0) { + std::cout << "First run (frames=" << features.rows() << ")"<< " take : "<< static_cast(total_inference_time_us) / 1000.0 / 1000.0 <<"s output (first few elements): ["; + for (size_t k = 0; k < std::min((size_t)10, model_output.size()); ++k) { + std::cout << model_output[k] << (k == std::min((size_t)10, model_output.size()) - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + } + } + + double average_inference_time_ms = static_cast(total_inference_time_us) / num_runs / 1000.0 / 1000.0; // Convert microseconds to milliseconds + std::cout << "\nAverage ONNX model inference time over " << num_runs << " runs (with varying input frames): " + << average_inference_time_ms << " s" << std::endl; + + } catch (const Ort::Exception& e) { + std::cerr << "ONNX Runtime Exception: " << e.what() << std::endl; + return 1; + } catch (const std::exception& e) { + std::cerr << "Standard Exception: " << e.what() << std::endl; + return 1; + } + + std::cout << "\nProgram finished successfully." << std::endl; + return 0; +} \ No newline at end of file diff --git a/cpp/inference/matrix_output.txt b/cpp/inference/matrix_output.txt new file mode 100644 index 0000000000000000000000000000000000000000..53b46401db7d05c0f90153a319942ed399c8a11c --- /dev/null +++ b/cpp/inference/matrix_output.txt @@ -0,0 +1,256 @@ 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LD_LIBRARY_PATH=$ONNXRUNTIME_DIR/lib:$LD_LIBRARY_PATH + +export MODEL_PATH="/mnt/data-2t/jeff/codes/llm/cpp/onnx_files/speech_init_export/phi-4-mm-speech.onnx" +export SAMPLE_DATA="/mnt/data-2t/jeff/codes/llm/cpp/inference/dummy.wav" + +./audio_inference_app $MODEL_PATH $SAMPLE_DATA \ No newline at end of file diff --git a/cpp/inference/test copy 2.cpp b/cpp/inference/test copy 2.cpp new file mode 100644 index 0000000000000000000000000000000000000000..c3817856e711d0d364e9c6fa99bb7ab5220442bb --- /dev/null +++ b/cpp/inference/test copy 2.cpp @@ -0,0 +1,567 @@ +#include // For standard input/output operations (e.g., std::cout, std::cerr) +#include // For dynamic arrays (e.g., std::vector) +#include // For file input/output operations (e.g., std::ifstream, std::ofstream) +#include // For fixed-width integer types (e.g., int16_t) +#include // For mathematical functions (e.g., std::sin, M_PI, std::log) +#include // For numerical operations (e.g., std::iota) +#include // For algorithms like std::min, std::max +#include +// Include the ONNX Runtime C++ API header +#include + +// Include Eigen for powerful matrix operations. +// You need to download Eigen and set up your include paths. +// E.g., if Eigen is in 'C:/Libraries/eigen-3.4.0', you'd compile with -I C:/Libraries/eigen-3.4.0 +#include + +// Include KissFFT for Fast Fourier Transform. +// You need to download KissFFT and set up your include paths. +// E.g., if KissFFT is in 'C:/Libraries/kissfft-1.3.0', you'd compile with -I C:/Libraries/kissfft-1.3.0 +// You also need to compile kiss_fft.c and kiss_fftr.c and link them. +#include "kiss_fft.h" +#include "kiss_fftr.h" // For real-valued FFT + +// Define M_PI if it's not already defined by cmath or your compiler. +#ifndef M_PI +#define M_PI 3.14159265358979323846 +#endif + +// --- Global parameters for feature extraction (matching Python script) --- +const float PREEMPHASIS_COEFF = 0.97f; +const int N_FFT = 512; // FFT size +const int WIN_LENGTH = 400; // Window length (samples) +const int HOP_LENGTH = 160; // Hop length (samples) +const int N_MELS = 80; // Number of Mel filterbank channels +const int TARGET_SAMPLE_RATE = 16000; // Target sample rate for feature extraction + +/** + * @brief Loads raw PCM audio data from a file into a float vector. + * + * This function reads 16-bit signed integer PCM samples from the specified file, + * converts them to floating-point values, and normalizes them to the range [-1.0, 1.0]. + * It assumes the PCM data is little-endian. + * + * @param filename The path to the PCM audio file. + * @return A std::vector containing the normalized audio samples, or an empty + * vector if the file cannot be opened. + */ +std::vector loadPcmToFloatArray(const std::string& filename) { + std::ifstream file(filename, std::ios::binary); + if (!file.is_open()) { + std::cerr << "Error: Could not open PCM file: " << filename << std::endl; + return {}; + } + + std::vector audioData; + int16_t sample; + + while (file.read(reinterpret_cast(&sample), sizeof(sample))) { + audioData.push_back(static_cast(sample) / 32768.0f); + } + + file.close(); + return audioData; +} + +/** + * @brief Generates a Hamming window. + * @param window_length The length of the window. + * @return A std::vector containing the Hamming window coefficients. + */ +std::vector generateHammingWindow(int window_length) { + std::vector window(window_length); + for (int i = 0; i < window_length; ++i) { + window[i] = 0.54f - 0.46f * std::cos(2 * M_PI * i / static_cast(window_length - 1)); + } + return window; +} + +/** + * @brief Extracts spectrogram features from waveform, matching Python's _extract_spectrogram. + * + * @param wav The input waveform (1D array of floats). + * @param fs The sampling rate of the waveform (fixed to 16000 Hz for this model). + * @return A 2D Eigen::MatrixXf representing the spectrogram (frames x (N_FFT/2 + 1)). + */ +Eigen::MatrixXf extractSpectrogram(const std::vector& wav, int fs) { + // Calculate number of frames + int n_batch = (wav.size() - WIN_LENGTH) / HOP_LENGTH + 1; + if (n_batch <= 0) { + std::cerr << "Warning: Input waveform too short for feature extraction. Returning empty spectrogram." << std::endl; + return Eigen::MatrixXf(0, N_FFT / 2 + 1); + } + + // Generate Hamming window once + std::vector fft_window = generateHammingWindow(WIN_LENGTH); + // Initialize KissFFT for real-valued input + kiss_fftr_cfg fft_cfg = kiss_fftr_alloc(N_FFT, 0 /* is_inverse_fft */, nullptr, nullptr); + if (!fft_cfg) { + std::cerr << "Error: Failed to allocate KissFFT configuration." << std::endl; + return Eigen::MatrixXf(0, N_FFT / 2 + 1); + } + + // Output spectrogram matrix: rows = frames, columns = FFT bins + Eigen::MatrixXf spec_matrix(n_batch, N_FFT / 2 + 1); + + std::vector frame_buffer(WIN_LENGTH); + std::vector prev_frame_buffer(WIN_LENGTH); + kiss_fft_scalar fft_input[N_FFT]; // KissFFT requires input buffer of size N_FFT + kiss_fft_cpx fft_output[N_FFT / 2 + 1]; // KissFFT real output size + + for (int i = 0; i < n_batch; ++i) { + int start_idx = i * HOP_LENGTH; + + // Extract current frame + for (int j = 0; j < WIN_LENGTH; ++j) { + frame_buffer[j] = wav[start_idx + j]; + } + + // Prepare previous frame for pre-emphasis (np.roll equivalent) + // y_frames_prev = np.roll(y_frames, 1, axis=1) + // y_frames_prev[:, 0] = y_frames_prev[:, 1] + prev_frame_buffer[0] = frame_buffer[0]; // Python's np.roll(..., 1) with axis=1 makes first element wrap around + // but then it's overwritten by y_frames_prev[:, 1] + if (WIN_LENGTH > 1) { + for (int j = 0; j < WIN_LENGTH - 1; ++j) { + prev_frame_buffer[j + 1] = frame_buffer[j]; + } + } + // Correcting the first element as per Python code: y_frames_prev[:, 0] = y_frames_prev[:, 1] + // This means the first element of the 'previous' frame is actually the second element of the 'current' frame. + // For the first frame (i=0), prev_frame_buffer[0] should be frame_buffer[1] if WIN_LENGTH > 1. + // For subsequent frames, this logic applies to the *current* frame's first sample relative to its second. + // The original Python code effectively does: + // y_frames_prev = np.concatenate((y_frames[:, 1:2], y_frames[:, :-1]), axis=1) + // This is a bit tricky. Let's simplify and apply pre-emphasis directly to the current frame elements. + // The Python code applies pre-emphasis *within* each batch/frame. + // y_frames = (y_frames - preemphasis * y_frames_prev) + // y_frames_prev[:, 0] = y_frames_prev[:, 1] means the first element of the previous frame is taken from the second element of the *current* frame. + // This is equivalent to: frame[j] - preemphasis * (j == 0 ? frame[1] : frame[j-1]) + // Let's use a temporary buffer for pre-emphasized frame. + std::vector preemphasized_frame(WIN_LENGTH); + if (WIN_LENGTH > 0) { + preemphasized_frame[0] = frame_buffer[0]; // First sample is not pre-emphasized against a previous sample + if (WIN_LENGTH > 1) { + for (int j = 1; j < WIN_LENGTH; ++j) { + preemphasized_frame[j] = frame_buffer[j] - PREEMPHASIS_COEFF * frame_buffer[j - 1]; + } + } + } + // Apply pre-emphasis and scale by 32768 (as in Python) + for (int j = 0; j < WIN_LENGTH; ++j) { + fft_input[j] = preemphasized_frame[j] * 32768.0f; + // Pad with zeros if WIN_LENGTH < N_FFT + if (j >= WIN_LENGTH) { + fft_input[j] = 0.0f; + } + } + // Zero-pad the rest of the FFT input if WIN_LENGTH < N_FFT + for (int j = WIN_LENGTH; j < N_FFT; ++j) { + fft_input[j] = 0.0f; + } + // Apply Hamming window + for (int j = 0; j < WIN_LENGTH; ++j) { + fft_input[j] *= fft_window[j]; + } + // Perform real FFT + kiss_fftr(fft_cfg, fft_input, fft_output); + // Calculate magnitude spectrogram + for (int j = 0; j <= N_FFT / 2; ++j) { + spec_matrix(i, j) = std::sqrt(fft_output[j].r * fft_output[j].r + fft_output[j].i * fft_output[j].i); + } + } + kiss_fftr_free(fft_cfg); // Free KissFFT configuration + return spec_matrix; +} + +/** + * @brief Creates a Mel filter-bank matrix, matching Python's speechlib_mel. + * + * @param sample_rate Sample rate in Hz. + * @param n_fft FFT size. + * @param n_mels Mel filter size. + * @param fmin Lowest frequency (in Hz). + * @param fmax Highest frequency (in Hz). + * @return An Eigen::MatrixXf representing the Mel transform matrix (n_mels x (1 + n_fft/2)). + */ +Eigen::MatrixXf speechlibMel(int sample_rate, int n_fft, int n_mels, float fmin, float fmax) { + int bank_width = n_fft / 2 + 1; + if (fmax == 0.0f) fmax = sample_rate / 2.0f; // Use 0.0f as a sentinel for None + if (fmin == 0.0f) fmin = 0.0f; // Use 0.0f as a sentinel for None + + // Helper functions for Mel scale conversion + auto mel = [](float f) { return 1127.0f * std::log(1.0f + f / 700.0f); }; + auto bin2mel = [&](int fft_bin) { return 1127.0f * std::log(1.0f + static_cast(fft_bin) * sample_rate / (static_cast(n_fft) * 700.0f)); }; + auto f2bin = [&](float f) { return static_cast((f * n_fft / sample_rate) + 0.5f); }; + + // Spec 1: FFT bin range [f2bin(fmin) + 1, f2bin(fmax)] + int klo = f2bin(fmin) + 1; + int khi = f2bin(fmax); + khi = std::max(khi, klo); + + // Spec 2: SpeechLib uses triangles in Mel space + float mlo = mel(fmin); + float mhi = mel(fmax); + + // Generate Mel centers + std::vector m_centers(n_mels + 2); + float ms = (mhi - mlo) / (n_mels + 1); + for (int i = 0; i < n_mels + 2; ++i) { + m_centers[i] = mlo + i * ms; + } + + Eigen::MatrixXf matrix = Eigen::MatrixXf::Zero(n_mels, bank_width); + + for (int m = 0; m < n_mels; ++m) { + float left = m_centers[m]; + float center = m_centers[m + 1]; + float right = m_centers[m + 2]; + for (int fft_bin = klo; fft_bin < bank_width; ++fft_bin) { // Loop up to bank_width-1 + float mbin = bin2mel(fft_bin); + if (left < mbin && mbin < right) { + matrix(m, fft_bin) = 1.0f - std::abs(center - mbin) / ms; + } + } + } + matrix.transposeInPlace(); + return matrix; +} + +/** + * @brief Extracts log filterbank features from waveform, matching Python's _extract_features. + * + * @param wav The input waveform (1D array of floats). + * @param fs The sampling rate of the waveform (fixed to 16000 Hz). + * @param mel_filterbank The pre-computed Mel filterbank matrix. + * @return An Eigen::MatrixXf representing the log Mel filterbank features (frames x N_MELS). + */ +Eigen::MatrixXf extractFeatures(const std::vector& wav, int fs, const Eigen::MatrixXf& mel_filterbank) { + // Extract spectrogram + Eigen::MatrixXf spec = extractSpectrogram(wav, fs); + if (spec.rows() == 0) { + return Eigen::MatrixXf(0, N_MELS); // Return empty matrix if spectrogram extraction failed + } + + // spec_power = spec**2 + Eigen::MatrixXf spec_power = spec.array().square(); + + // fbank_power = np.clip(spec_power.dot(_mel), 1.0, None) + // Note: Eigen's matrix multiplication is `*`, not `dot`. + // The Python `dot` for 2D arrays is matrix multiplication. + // Python: (frames, N_FFT/2+1) . (N_FFT/2+1, N_MELS) -> (frames, N_MELS) + // C++ Eigen: spec_power (rows, cols) * mel_filterbank (cols, N_MELS) + // So, mel_filterbank should be (N_FFT/2+1, N_MELS) + Eigen::MatrixXf fbank_power = spec_power * mel_filterbank; + + // Apply clipping: np.clip(..., 1.0, None) + // This means any value less than 1.0 becomes 1.0. + fbank_power = fbank_power.array().max(1.0f); + + // log_fbank = np.log(fbank_power).astype(np.float32) + Eigen::MatrixXf log_fbank = fbank_power.array().log(); + + return log_fbank; +} + + +int main(int argc, char* argv[]) { + // --- 1. Process command-line arguments --- + if (argc != 3) { + std::cerr << "Usage: " << argv[0] << " " << std::endl; + std::cerr << "Example: " << argv[0] << " model.onnx audio.pcm" << std::endl; + return 1; + } + + std::string onnxModelPath = argv[1]; + std::string pcmFilename = argv[2]; + + // --- Configuration for Audio and ONNX Model --- + // These are fixed by the Python preprocessor code and model requirements. + int bitDepth = 16; + // numChannels is handled within loadPcmToFloatArray and then implicitly by feature extraction + // which squeezes to 1D and takes mean if stereo. For simplicity, we assume mono PCM input. + // If your PCM is stereo, you'd need to adjust loadPcmToFloatArray to handle channel interleaving + // and then average or select a channel before passing to extractSpectrogram. + int numChannels = 1; + + // --- Create a dummy PCM file if it doesn't exist for demonstration --- + // This is helpful for initial testing without needing an actual PCM file. + std::ifstream pcmCheck(pcmFilename, std::ios::binary); + if (!pcmCheck.is_open()) { + std::cerr << "PCM file '" << pcmFilename << "' not found. Creating a dummy one for demonstration." << std::endl; + std::ofstream dummyPcmFile(pcmFilename, std::ios::binary); + if (dummyPcmFile.is_open()) { + std::cout << "Creating a dummy PCM file: " << pcmFilename << " (" + << (TARGET_SAMPLE_RATE * 2 * sizeof(int16_t)) / 1024 << " KB)" << std::endl; + for (int i = 0; i < TARGET_SAMPLE_RATE * 2; ++i) { // Generate 2 seconds of audio + int16_t sample = static_cast(30000 * std::sin(2 * M_PI * 440 * i / static_cast(TARGET_SAMPLE_RATE))); + dummyPcmFile.write(reinterpret_cast(&sample), sizeof(sample)); + } + dummyPcmFile.close(); + } else { + std::cerr << "Error: Could not create dummy PCM file '" << pcmFilename + << "'. Please ensure the directory is writable." << std::endl; + return 1; + } + } else { + pcmCheck.close(); + } + + + // --- 2. Load PCM audio data into a float array --- + std::vector audioWav = loadPcmToFloatArray(pcmFilename); + + if (audioWav.empty()) { + std::cerr << "Failed to load audio data from " << pcmFilename << ". Exiting." << std::endl; + return 1; + } + + std::cout << "Successfully loaded " << audioWav.size() << " samples from " << pcmFilename << std::endl; + + // --- 3. Precompute Mel filterbank (as it's constant for a given sample rate/FFT size) --- + // The Python example uses fmax=16000//2-80-230. This translates to TARGET_SAMPLE_RATE/2 - 80 - 230. + // Using 0.0f for fmin as sentinel for None. + float mel_fmax = static_cast(TARGET_SAMPLE_RATE) / 2.0f - 80.0f - 230.0f; + Eigen::MatrixXf mel_filterbank = speechlibMel(TARGET_SAMPLE_RATE, N_FFT, N_MELS, 0.0f, mel_fmax); + + if (mel_filterbank.rows() == 0 || mel_filterbank.cols() == 0) { + std::cerr << "Error: Failed to create Mel filterbank. Exiting." << std::endl; + return 1; + } + std::cout << "Mel filterbank created with shape: [" << mel_filterbank.rows() << ", " << mel_filterbank.cols() << "]" << std::endl; + + + // --- 4. Apply feature extraction (preprocessor) --- + std::cout << "Extracting features from audio..." << std::endl; + Eigen::MatrixXf features = extractFeatures(audioWav, TARGET_SAMPLE_RATE, mel_filterbank); + + std::ofstream outputFile("matrix_output.txt"); + // Check if the file was opened successfully + if (outputFile.is_open()) { + // Iterate through rows and columns to write elements + for (int i = 0; i < features.rows(); ++i) { + for (int j = 0; j < features.cols(); ++j) { + outputFile << features(i, j); // Write the element + if (j < features.cols() - 1) { + outputFile << ","; // Add a space separator between elements in a row + } + } + outputFile << std::endl; // Move to the next line after each row + } + outputFile.close(); // Close the file + std::cout << "Matrix successfully written to matrix_output.txt" << std::endl; + } + + + if (features.rows() == 0 || features.cols() == 0) { + std::cerr << "Error: Feature extraction resulted in an empty matrix. Exiting." << std::endl; + return 1; + } + std::cout << "Features extracted with shape: [" << features.rows() << ", " << features.cols() << "]" << std::endl; + std::cout << "First few feature values (first frame): ["; + for (int i = 0; i < std::min((int)features.cols(), 5); ++i) { + std::cout << features(0, i) << (i == std::min((int)features.cols(), 5) - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + + // --- 5. Check for ONNX model existence and provide guidance if missing --- + std::ifstream onnxModelCheck(onnxModelPath, std::ios::binary); + if (!onnxModelCheck.is_open()) { + std::cerr << "\nError: ONNX model file '" << onnxModelPath << "' not found." << std::endl; + std::cerr << "Please provide a valid ONNX model file. If you need a simple dummy one for testing, " + << "you can create it using Python (e.g., with PyTorch) like this:" << std::endl; + std::cerr << "```python" << std::endl; + std::cerr << "import torch" << std::endl; + std::cerr << "import torch.nn as nn" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "class SimpleAudioModel(nn.Module):" << std::endl; + std::cerr << " def __init__(self, input_frames, feature_size, output_size):" << std::endl; + std::cerr << " super(SimpleAudioModel, self).__init__()" << std::endl; + std::cerr << " # This model expects input of shape [batch_size, frames, feature_size]" << std::endl; + std::cerr << " # Example: a simple linear layer that flattens input and processes it." << std::endl; + std::cerr << " self.flatten = nn.Flatten()" << std::endl; + std::cerr << " self.linear = nn.Linear(input_frames * feature_size, output_size)" << std::endl; + std::cerr << "" << std::endl; + std::cerr << " def forward(self, x):" << std::endl; + std::cerr << " x = self.flatten(x)" << std::endl; + std::cerr << " return self.linear(x)" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "# --- IMPORTANT: Define model input and output sizes. Adjust these to match your actual model's requirements. ---" << std::endl; + std::cerr << "# The C++ preprocessor will produce features of shape [frames, 80]." << std::endl; + std::cerr << "# For a dummy model, we need to provide a fixed 'frames' value for ONNX export." << std::endl; + std::cerr << "# A typical audio segment might be 2 seconds at 16kHz, which is 32000 samples." << std::endl; + std::cerr << "# Frames = (32000 - 400) / 160 + 1 = 198.75 + 1 = 199 frames (approx)" << std::endl; + std::cerr << "# Let's use a representative number of frames, e.g., 200 for a dummy input." << std::endl; + std::cerr << "DUMMY_INPUT_FRAMES = 200 # This should be representative of your typical audio segment's frames" << std::endl; + std::cerr << "DUMMY_FEATURE_SIZE = 80 # Fixed by the Mel filterbank (N_MELS)" << std::endl; + std::cerr << "DUMMY_OUTPUT_SIZE = 10 # Example: 10 classification scores or features" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "model = SimpleAudioModel(DUMMY_INPUT_FRAMES, DUMMY_FEATURE_SIZE, DUMMY_OUTPUT_SIZE)" << std::endl; + std::cerr << "dummy_input_tensor = torch.randn(1, DUMMY_INPUT_FRAMES, DUMMY_FEATURE_SIZE) # Batch size 1" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "torch.onnx.export(" << std::endl; + std::cerr << " model," << std::endl; + std::cerr << " dummy_input_tensor," << std::endl; + std::cerr << " \"model.onnx\"," << std::endl; + std::cerr << " verbose=True," << std::endl; + std::cerr << " input_names=['input'], # Name of the input tensor in the ONNX graph" << std::endl; + std::cerr << " output_names=['output'], # Name of the output tensor in the ONNX graph" << std::endl; + std::cerr << " # Define dynamic axes for batch_size and frames" << std::endl; + std::cerr << " dynamic_axes={'input': {0: 'batch_size', 1: 'frames'}, 'output': {0: 'batch_size'}}" << std::endl; + std::cerr << ")" << std::endl; + std::cerr << "print(\"Dummy model.onnx created successfully. Remember to adjust DUMMY_INPUT_FRAMES in this script to match the expected number of frames from your audio segments.\")" << std::endl; + std::cerr << "```" << std::endl; + return 1; + } + onnxModelCheck.close(); + std::cout << "ONNX model '" << onnxModelPath << "' found. Proceeding with inference." << std::endl; + + + // --- 6. ONNX Runtime Inference --- + try { + Ort::Env env(ORT_LOGGING_LEVEL_WARNING, "AudioInference"); + Ort::SessionOptions session_options; + session_options.SetIntraOpNumThreads(1); + // session_options.SetGraphOptimizationLevel(ORT_ENABLE_EXTENDED); + + Ort::Session session(env, onnxModelPath.c_str(), session_options); + std::cout << "Model loaded successfully from: " << onnxModelPath << std::endl; + Ort::AllocatorWithDefaultOptions allocator; + + // --- Get Input Node Information --- + size_t numInputNodes = session.GetInputCount(); + std::vector inputNodeNames(numInputNodes); + + std::cout << "\n--- Model Input Information ---" << std::endl; + if (numInputNodes == 0) { + std::cerr << "Error: Model has no input nodes. Exiting." << std::endl; + return 1; + } + + // Assuming a single input node for simplicity + inputNodeNames[0] = "audio_embeds"; + Ort::TypeInfo type_info = session.GetInputTypeInfo(0); + auto tensor_info = type_info.GetTensorTypeAndShapeInfo(); + std::vector actualInputShape = tensor_info.GetShape(); + + std::cout << " Input 0 : Name='" << inputNodeNames[0] << "', Shape=["; + for (size_t j = 0; j < actualInputShape.size(); ++j) { + // Print -1 for dynamic dimensions + if (actualInputShape[j] == -1) { + std::cout << "-1"; + } else { + std::cout << actualInputShape[j]; + } + std::cout << (j == actualInputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + + // --- Prepare Input Tensor Shape --- + // The ONNX model input is [batch, frames, feature_size] = [-1, -1, 80] + // Our extracted features are [frames, 80]. We need to add a batch dimension of 1. + std::vector inputTensorShape = {1, features.rows(), features.cols()}; + std::cout << " Preparing input tensor with shape: [" << inputTensorShape[0] << ", " + << inputTensorShape[1] << ", " << inputTensorShape[2] << "]" << std::endl; + + // Flatten the Eigen::MatrixXf into a std::vector for ONNX Runtime + std::vector inputTensorData(features.data(), features.data() + features.size()); + + Ort::MemoryInfo memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + Ort::Value inputTensor = Ort::Value::CreateTensor(memory_info, inputTensorData.data(), inputTensorData.size(), + inputTensorShape.data(), inputTensorShape.size()); + + if (!inputTensor.IsTensor()) { + std::cerr << "Error: Created input tensor is not valid! Exiting." << std::endl; + return 1; + } + + // --- Get Output Node Information --- + size_t numOutputNodes = session.GetOutputCount(); + std::vector outputNodeNames(numOutputNodes); + + std::cout << "\n--- Model Output Information ---" << std::endl; + for (size_t k = 0; k < numOutputNodes; ++k) { + outputNodeNames[k] = "audio_features"; + Ort::TypeInfo type_info_out = session.GetOutputTypeInfo(k); + auto tensor_info_out = type_info_out.GetTensorTypeAndShapeInfo(); + std::vector outputShape = tensor_info_out.GetShape(); + std::cout << " Output " << k << " : Name='" << outputNodeNames[k] << "', Shape=["; + for (size_t l = 0; l < outputShape.size(); ++l) { + if (outputShape[l] == -1) { + std::cout << "-1"; + } else { + std::cout << outputShape[l]; + } + std::cout << (l == outputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + } + + // --- Run Inference --- + std::cout << "\nRunning ONNX model inference..." << std::endl; + std::vector outputTensors = session.Run(Ort::RunOptions{nullptr}, + inputNodeNames.data(), &inputTensor, 1, + outputNodeNames.data(), numOutputNodes); + std::ofstream output_file("f0.txt"); + for (auto& ort_value : outputTensors) { + // Example: Assuming Ort::Value contains a float tensor + if (ort_value.IsTensor()) { + float* data = ort_value.GetTensorMutableData(); + Ort::TensorTypeAndShapeInfo info = ort_value.GetTensorTypeAndShapeInfo(); + size_t num_elements = info.GetElementCount(); + + for (size_t i = 0; i < num_elements; ++i) { + output_file << data[i]; + if (i < num_elements - 1) { + output_file << ","; // Space separator between elements + } + } + output_file << std::endl; // Newline after each Ort::Value's content + } else { + // Handle other Ort::Value types if necessary (e.g., sequences, maps) + output_file << "Non-tensor Ort::Value" << std::endl; + } + } + + output_file.close(); + + + // --- Process Output --- + if (outputTensors.empty()) { + std::cerr << "Error: No output tensors received from the model." << std::endl; + return 1; + } + + if (outputTensors[0].IsTensor()) { + float* outputData = outputTensors[0].GetTensorMutableData(); + Ort::TensorTypeAndShapeInfo outputShapeInfo = outputTensors[0].GetTensorTypeAndShapeInfo(); + std::vector outputShape = outputShapeInfo.GetShape(); + size_t outputSize = outputShapeInfo.GetElementCount(); + + std::cout << "\n--- Model Inference Result (first few elements) ---" << std::endl; + for (size_t k = 0; k < std::min((size_t)10, outputSize); ++k) { + std::cout << outputData[k] << (k == std::min((size_t)10, outputSize) - 1 ? "" : ", "); + } + std::cout << std::endl; + + std::cout << "Full output tensor size: " << outputSize << " elements." << std::endl; + std::cout << "Full output tensor shape: ["; + for (size_t k = 0; k < outputShape.size(); ++k) { + std::cout << outputShape[k] << (k == outputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + } else { + std::cerr << "Error: First output tensor is not of the expected type (float tensor)." << std::endl; + } + + } catch (const Ort::Exception& e) { + std::cerr << "ONNX Runtime Exception: " << e.what() << std::endl; + return 1; + } catch (const std::exception& e) { + std::cerr << "Standard Exception: " << e.what() << std::endl; + return 1; + } + + std::cout << "\nProgram finished successfully." << std::endl; + return 0; +} \ No newline at end of file diff --git a/cpp/inference/test copy.cpp b/cpp/inference/test copy.cpp new file mode 100644 index 0000000000000000000000000000000000000000..6d08680fe4886684fbd483dedb61a9da1728b538 --- /dev/null +++ b/cpp/inference/test copy.cpp @@ -0,0 +1,301 @@ +#include +#include +#include // For file input/output operations (e.g., std::ifstream, std::ofstream) +#include // For fixed-width integer types (e.g., int16_t) +#include // For mathematical functions (e.g., std::sin, M_PI) +#include // For numerical operations (not strictly used in this version but often useful) +#include // For algorithms like std::min + +// Include the ONNX Runtime C++ API header +// You need to have ONNX Runtime installed and linked correctly in your build system. +// For example, using CMake, you might add: +// find_package(ONNXRuntime REQUIRED) +// target_link_libraries(your_executable PRIVATE ONNXRuntime::onnxruntime_cxx_api) +#include + +// Define M_PI if it's not already defined by cmath or your compiler. +// This is common on Windows with MSVC unless _USE_MATH_DEFINES is set. +#ifndef M_PI +#define M_PI 3.14159265358979323846 +#endif + + +std::vector loadPcmToFloatArray(const std::string& filename, int bitDepth, int numChannels) { + // Open the PCM file in binary mode for reading + std::ifstream file(filename, std::ios::binary); + if (!file.is_open()) { + std::cerr << "Error: Could not open PCM file: " << filename << std::endl; + return {}; // Return empty vector on failure + } + + std::vector audioData; // Vector to store the normalized float audio samples + + // Check if the bit depth is supported (this example only handles 16-bit) + if (bitDepth == 16) { + int16_t sample; // Buffer to read a single 16-bit sample + + // Read samples until the end of the file + while (file.read(reinterpret_cast(&sample), sizeof(sample))) { + // Normalize 16-bit signed integer to float in range [-1.0, 1.0] + // The maximum positive value for int16_t is 32767. + // Dividing by 32768.0f (which is 2^15) ensures that 32767 maps to + // slightly less than 1.0, and -32768 maps to -1.0, maintaining + // the full dynamic range and avoiding overflow for -32768. + audioData.push_back(static_cast(sample) / 32768.0f); + } + } else { + std::cerr << "Error: Unsupported bit depth: " << bitDepth << ". This example only supports 16-bit PCM." << std::endl; + return {}; // Return empty vector for unsupported bit depth + } + + file.close(); // Close the file + return audioData; // Return the loaded audio data +} + +int main() { + // --- Configuration for Audio and ONNX Model --- + std::string pcmFilename = "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.pcm"; // Name of the PCM audio file to load + int bitDepth = 16; // Bit depth of the PCM data (e.g., 16-bit) + int numChannels = 1; // Number of audio channels (e.g., 1 for mono) + int sampleRate = 16000; // Sample rate of the audio (e.g., 16000 Hz) + std::string onnxModelPath = "/mnt/data-2t/jeff/codes/llm/cpp/onnx_files/speech_init_export/phi-4-mm-speech.onnx"; // Path to your ONNX model file + + // --- 2. Load PCM audio data into a float array --- + std::vector audioInput = loadPcmToFloatArray(pcmFilename, bitDepth, numChannels); + + if (audioInput.empty()) { + std::cerr << "Failed to load audio data from " << pcmFilename << ". Exiting." << std::endl; + return 1; // Exit if audio data loading failed + } + + std::cout << "Successfully loaded " << audioInput.size() << " samples from " << pcmFilename << std::endl; + + // --- 3. Check for ONNX model existence and provide guidance if missing --- + // This step is critical. You need a valid ONNX model. + std::ifstream onnxModelCheck(onnxModelPath, std::ios::binary); + if (!onnxModelCheck.is_open()) { + std::cerr << "\nError: ONNX model file '" << onnxModelPath << "' not found." << std::endl; + std::cerr << "Please provide a valid ONNX model file. If you need a simple dummy one for testing, " + << "you can create it using Python (e.g., with PyTorch) like this:" << std::endl; + std::cerr << "```python" << std::endl; + std::cerr << "import torch" << std::endl; + std::cerr << "import torch.nn as nn" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "class SimpleAudioModel(nn.Module):" << std::endl; + std::cerr << " def __init__(self, input_size, output_size):" << std::endl; + std::cerr << " super(SimpleAudioModel, self).__init__()" << std::endl; + std::cerr << " # This is a very simple linear layer. Your actual model will be more complex." << std::endl; + std::cerr << " # This model expects input of shape [batch_size, input_size]" << std::endl; + std::cerr << " self.linear = nn.Linear(input_size, output_size)" << std::endl; + std::cerr << "" << std::endl; + std::cerr << " def forward(self, x):" << std::endl; + std::cerr << " # If your model expects a different input shape (e.g., [batch_size, channels, samples])," << std::endl; + std::cerr << " # you might need to reshape 'x' here before passing it to your layers (e.g., x.view(x.size(0), 1, -1))." << std::endl; + std::cerr << " return self.linear(x)" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "# --- IMPORTANT: Define model input and output sizes. Adjust these to match your actual model's requirements. ---" << std::endl; + std::cerr << "# For this dummy model, we'll assume an input size matching our 2-second, 44.1kHz mono audio." << std::endl; + std::cerr << "DUMMY_INPUT_SIZE = " << (sampleRate * 2) << " # Corresponds to " << (sampleRate * 2) / static_cast(sampleRate) << " seconds of audio at " << sampleRate << " Hz mono" << std::endl; + std::cerr << "DUMMY_OUTPUT_SIZE = 10 # Example: 10 classification scores or features" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "model = SimpleAudioModel(DUMMY_INPUT_SIZE, DUMMY_OUTPUT_SIZE)" << std::endl; + std::cerr << "dummy_input_tensor = torch.randn(1, DUMMY_INPUT_SIZE) # Batch size 1, DUMMY_INPUT_SIZE features" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "torch.onnx.export(" << std::endl; + std::cerr << " model," << std::endl; + std::cerr << " dummy_input_tensor," << std::endl; + std::cerr << " \"model.onnx\"," << std::endl; + std::cerr << " verbose=True," << std::endl; + std::cerr << " input_names=['input'], # Name of the input tensor in the ONNX graph" << std::endl; + std::cerr << " output_names=['output'], # Name of the output tensor in the ONNX graph" << std::endl; + std::cerr << " # Optional: Define dynamic axes if your batch size or sequence length can vary" << std::endl; + std::cerr << " dynamic_axes={'input': {0: 'batch_size'}, 'output': {0: 'batch_size'}}" << std::endl; + std::cerr << ")" << std::endl; + std::cerr << "print(\"Dummy model.onnx created successfully. Remember to adjust DUMMY_INPUT_SIZE in this script to match the length of your audio data or ensure your C++ code pads/truncates the audio data to the model's expected input size.\")" << std::endl; + std::cerr << "```" << std::endl; + return 1; // Exit if the ONNX model is not found + } + onnxModelCheck.close(); + std::cout << "ONNX model '" << onnxModelPath << "' found. Proceeding with inference." << std::endl; + + + // --- 4. ONNX Runtime Inference --- + try { + // Create an ONNX Runtime environment. This is the entry point for all ONNX Runtime operations. + // ORT_LOGGING_LEVEL_WARNING suppresses verbose output unless there's a warning or error. + Ort::Env env(ORT_LOGGING_LEVEL_WARNING, "AudioInference"); + + // Configure session options. + Ort::SessionOptions session_options; + session_options.SetIntraOpNumThreads(1); // Use 1 thread for operations within a single node + session_options.SetGraphOptimizationLevel(ORT_ENABLE_EXTENDED); // Apply all available graph optimizations + + // Create an ONNX Runtime session by loading the model. + Ort::Session session(env, onnxModelPath.c_str(), session_options); + + // Get model input and output names and shapes. + // An allocator is needed to manage memory for allocated strings (like node names). + Ort::AllocatorWithDefaultOptions allocator; + + // --- Get Input Node Information --- + size_t numInputNodes = session.GetInputCount(); + std::vector inputNodeNames(numInputNodes); // To store input node names + + std::cout << "\n--- Model Input Information ---" << std::endl; + // Iterate through all input nodes (models usually have one main input) + for (size_t i = 0; i < numInputNodes; ++i) { + // Get the input node name + inputNodeNames[i] = session.GetInputNameAllocated(i, allocator).get(); + + // Get the type and shape information for the input tensor + Ort::TypeInfo type_info = session.GetInputTypeInfo(i); + auto tensor_info = type_info.GetTensorTypeAndShapeInfo(); + std::vector actualInputShape = tensor_info.GetShape(); // Get the shape the model *expects* + + std::cout << " Input " << i << " : Name='" << inputNodeNames[i] << "', Shape=["; + for (size_t j = 0; j < actualInputShape.size(); ++j) { + std::cout << actualInputShape[j] << (j == actualInputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + + // --- Prepare Input Tensor Shape --- + // This is a CRITICAL step. The `audioInput` vector must be reshaped + // to precisely match the ONNX model's expected input tensor shape. + // The dummy Python model provided above creates an input of shape [1, DUMMY_INPUT_SIZE]. + // We need to ensure `audioInput` matches `DUMMY_INPUT_SIZE` or pad/truncate it. + std::vector inputTensorShape; // This will be the shape of the tensor we create + + if (actualInputShape.size() == 2 && actualInputShape[0] == 1) { + // Case: Model expects a 2D input with batch size 1 (e.g., [1, num_features]) + int64_t expected_length = actualInputShape[1]; // The expected number of features/samples + + // Check if the loaded audio data size matches the model's expected input length + if (audioInput.size() != expected_length) { + std::cout << " Warning: Loaded audio input size (" << audioInput.size() + << ") does not match model's expected input length (" << expected_length << ")." << std::endl; + std::cout << " Padding/truncating audio data to match model input size." << std::endl; + audioInput.resize(expected_length, 0.0f); // Pad with zeros or truncate the audio data + } + inputTensorShape = {1, expected_length}; // Set the tensor shape for ONNX Runtime + } else if (actualInputShape.size() == 1) { + // Case: Model expects a 1D input (e.g., [num_features]) + int64_t expected_length = actualInputShape[0]; + + if (audioInput.size() != expected_length) { + std::cout << " Warning: Loaded audio input size (" << audioInput.size() + << ") does not match model's expected input length (" << expected_length << ")." << std::endl; + std::cout << " Padding/truncating audio data to match model input size." << std::endl; + audioInput.resize(expected_length, 0.0f); // Pad with zeros or truncate + } + inputTensorShape = {expected_length}; // Set the tensor shape for ONNX Runtime + } else { + std::cerr << "Error: Model input shape is not supported by this example ([N] or [1, N]). " + << "Please adjust the input tensor shape creation logic in C++ to match your model's specific requirements." << std::endl; + return 1; // Exit if the input shape is not handled + } + + // Create an ONNX Runtime memory info object for CPU memory. + // This specifies where the tensor data is located (CPU in this case). + Ort::MemoryInfo memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + + // Create the input tensor from the audio data. + // `audioInput.data()` provides a pointer to the raw float data. + // `audioInput.size()` is the total number of elements. + // `inputTensorShape.data()` provides the shape array. + // `inputTensorShape.size()` is the number of dimensions. + Ort::Value inputTensor = Ort::Value::CreateTensor(memory_info, audioInput.data(), audioInput.size(), + inputTensorShape.data(), inputTensorShape.size()); + + // Verify that the created input tensor is valid + if (!inputTensor.IsTensor()) { + std::cerr << "Error: Created input tensor is not valid! This might indicate a shape mismatch or data issue." << std::endl; + return 1; // Exit if the tensor is invalid + } + + // At this point, `inputTensor` is ready to be fed into the model. + // For simplicity, we assume there's only one input to the model. + // If your model has multiple inputs, you'd need to create multiple Ort::Value objects. + + // --- Get Output Node Information --- + size_t numOutputNodes = session.GetOutputCount(); + std::vector outputNodeNames(numOutputNodes); // To store output node names + + std::cout << "\n--- Model Output Information ---" << std::endl; + // Iterate through all output nodes + for (size_t k = 0; k < numOutputNodes; ++k) { + outputNodeNames[k] = session.GetOutputNameAllocated(k, allocator).get(); + Ort::TypeInfo type_info_out = session.GetOutputTypeInfo(k); + auto tensor_info_out = type_info_out.GetTensorTypeAndShapeInfo(); + std::vector outputShape = tensor_info_out.GetShape(); + std::cout << " Output " << k << " : Name='" << outputNodeNames[k] << "', Shape=["; + for (size_t l = 0; l < outputShape.size(); ++l) { + std::cout << outputShape[l] << (l == outputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + } + + // --- Run Inference --- + std::cout << "\nRunning ONNX model inference..." << std::endl; + // The `session.Run` method executes the model. + // Arguments: + // - Ort::RunOptions{nullptr}: Default run options. + // - inputNodeNames.data(): Array of C-style strings for input names. + // - &inputTensor: Pointer to the array of input tensors (here, just one). + // - 1: Number of input tensors. + // - outputNodeNames.data(): Array of C-style strings for output names. + // - numOutputNodes: Number of output tensors expected. + std::vector outputTensors = session.Run(Ort::RunOptions{nullptr}, + inputNodeNames.data(), &inputTensor, 1, + outputNodeNames.data(), numOutputNodes); + + // --- Process Output --- + if (outputTensors.empty()) { + std::cerr << "Error: No output tensors received from the model." << std::endl; + return 1; // Exit if no output + } + + // Assuming the first output is a float tensor (common for most models) + if (outputTensors[0].IsTensor()) { + // Get a mutable pointer to the raw data of the output tensor + float* outputData = outputTensors[0].GetTensorMutableData(); + Ort::TensorTypeAndShapeInfo outputShapeInfo = outputTensors[0].GetTensorTypeAndShapeInfo(); + std::vector outputShape = outputShapeInfo.GetShape(); + size_t outputSize = outputShapeInfo.GetElementCount(); // Total number of elements in the output tensor + + std::cout << "\n--- Model Inference Result (first few elements) ---" << std::endl; + // Print the first 10 elements of the output (or fewer if output is smaller) + for (size_t k = 0; k < std::min((size_t)10, outputSize); ++k) { + std::cout << outputData[k] << (k == std::min((size_t)10, outputSize) - 1 ? "" : ", "); + } + std::cout << std::endl; + + std::cout << "Full output tensor size: " << outputSize << " elements." << std::endl; + std::cout << "Full output tensor shape: ["; + for (size_t k = 0; k < outputShape.size(); ++k) { + std::cout << outputShape[k] << (k == outputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + + // Here you would typically interpret the model's output based on its purpose. + // For example: + // - For classification: Find the index of the maximum value (highest probability). + // - For regression: Use the numerical output directly. + // - For feature extraction: Use the output vector as features for further processing. + } else { + std::cerr << "Error: First output tensor is not of the expected type (float tensor)." << std::endl; + } + } // End of loop for input nodes (assuming single input for simplicity in this example) + + } catch (const Ort::Exception& e) { + // Catch ONNX Runtime specific exceptions + std::cerr << "ONNX Runtime Exception: " << e.what() << std::endl; + return 1; + } catch (const std::exception& e) { + // Catch other standard exceptions + std::cerr << "Standard Exception: " << e.what() << std::endl; + return 1; + } + + std::cout << "\nProgram finished successfully." << std::endl; + return 0; +} \ No newline at end of file diff --git a/cpp/inference/test.cpp b/cpp/inference/test.cpp new file mode 100644 index 0000000000000000000000000000000000000000..3b37f8421ba5c8f3d21ecc2b210b0a7a075e8244 --- /dev/null +++ b/cpp/inference/test.cpp @@ -0,0 +1,702 @@ +#include // For standard input/output operations (e.g., std::cout, std::cerr) +#include // For dynamic arrays (e.g., std::vector) +#include // For file input/output operations (e.g., std::ifstream, std::ofstream) +#include // For fixed-width integer types (e.g., int16_t, uint32_t) +#include // For mathematical functions (e.g., std::sin, M_PI, std::log) +#include // For numerical operations (e.g., std::iota) +#include // For algorithms like std::min, std::max +#include // For std::string + +// Include the ONNX Runtime C++ API header +#include + +// Include Eigen for powerful matrix operations. +// You need to download Eigen and set up your include paths. +// E.g., if Eigen is in 'C:/Libraries/eigen-3.4.0', you'd compile with -I C:/Libraries/eigen-3.4.0 +#include + +// Include KissFFT for Fast Fourier Transform. +// You need to download KissFFT and set up your include paths. +// E.g., if KissFFT is in 'C:/Libraries/kissfft-1.3.0', you'd compile with -I C:/Libraries/kissfft-1.3.0 +// You also need to compile kiss_fft.c and kiss_fftr.c and link them. +#include +#include // For real-valued FFT + +// Define M_PI if it's not already defined by cmath or your compiler. +#ifndef M_PI +#define M_PI 3.14159265358979323846 +#endif + +// --- Global parameters for feature extraction (matching Python script) --- +const float PREEMPHASIS_COEFF = 0.97f; +const int N_FFT = 512; // FFT size +const int WIN_LENGTH = 400; // Window length (samples) +const int HOP_LENGTH = 160; // Hop length (samples) +const int N_MELS = 80; // Number of Mel filterbank channels +const int TARGET_SAMPLE_RATE = 16000; // Target sample rate for feature extraction + +// --- WAV File Header Structures --- +// These structures are for parsing the WAV file format. +// They assume little-endian byte order, which is standard for WAV files on most systems. +#pragma pack(push, 1) // Ensure no padding for these structures + +struct WavHeader { + char riff_id[4]; // Contains "RIFF" + uint32_t file_size; // Size of the overall file - 8 bytes + char wave_id[4]; // Contains "WAVE" + char fmt_id[4]; // Contains "fmt " (note the space) + uint32_t fmt_size; // Size of the fmt chunk (16 for PCM) + uint16_t audio_format; // Audio format (1 for PCM) + uint16_t num_channels; // Number of channels (1 for mono, 2 for stereo) + uint32_t sample_rate; // Sample rate (e.g., 44100 Hz) + uint32_t byte_rate; // (SampleRate * NumChannels * BitsPerSample) / 8 + uint16_t block_align; // (NumChannels * BitsPerSample) / 8 + uint16_t bits_per_sample;// Bits per sample (e.g., 16) +}; + +struct WavDataChunk { + char data_id[4]; // Contains "data" + uint32_t data_size; // Size of the data chunk +}; + +#pragma pack(pop) // Restore default packing alignment + +/** + * @brief Loads audio data from a WAV file into a float vector. + * + * This function reads a WAV file, parses its header, extracts 16-bit signed + * integer PCM samples, converts them to floating-point values, and normalizes + * them to the range [-1.0, 1.0]. It supports mono and stereo (converting stereo to mono + * by averaging channels). + * + * @param filename The path to the WAV audio file. + * @param actual_sample_rate Output parameter to store the sample rate read from the WAV file. + * @return A std::vector containing the normalized mono audio samples, or an empty + * vector if the file cannot be opened or is not a supported WAV format. + */ +std::vector loadWavToFloatArray(const std::string& filename, int& actual_sample_rate) { + std::ifstream file(filename, std::ios::binary); + if (!file.is_open()) { + std::cerr << "Error: Could not open WAV file: " << filename << std::endl; + return {}; + } + + WavHeader header; + file.read(reinterpret_cast(&header), sizeof(WavHeader)); + + // Basic header validation + if (std::string(header.riff_id, 4) != "RIFF" || + std::string(header.wave_id, 4) != "WAVE" || + std::string(header.fmt_id, 4) != "fmt ") { + std::cerr << "Error: Invalid WAV header (RIFF, WAVE, or fmt chunk missing/invalid)." << std::endl; + file.close(); + return {}; + } + + if (header.audio_format != 1) { // 1 = PCM + std::cerr << "Error: Only PCM audio format (1) is supported. Found: " << header.audio_format << std::endl; + file.close(); + return {}; + } + + if (header.bits_per_sample != 16) { + std::cerr << "Error: Only 16-bit PCM is supported. Found: " << header.bits_per_sample << " bits per sample." << std::endl; + file.close(); + return {}; + } + + actual_sample_rate = header.sample_rate; + std::cout << "WAV file info: Sample Rate=" << header.sample_rate + << ", Channels=" << header.num_channels + << ", Bit Depth=" << header.bits_per_sample << std::endl; + + // Find the "data" chunk + WavDataChunk data_chunk; + bool data_chunk_found = false; + while (!file.eof()) { + file.read(reinterpret_cast(&data_chunk.data_id), 4); + file.read(reinterpret_cast(&data_chunk.data_size), 4); + + if (std::string(data_chunk.data_id, 4) == "data") { + data_chunk_found = true; + break; + } else { + // Skip unknown chunks + file.seekg(data_chunk.data_size, std::ios::cur); + } + } + + if (!data_chunk_found) { + std::cerr << "Error: 'data' chunk not found in WAV file." << std::endl; + file.close(); + return {}; + } + + std::vector audioData; + int16_t sample_buffer; + long num_samples_to_read = data_chunk.data_size / sizeof(int16_t); + + for (long i = 0; i < num_samples_to_read; ++i) { + file.read(reinterpret_cast(&sample_buffer), sizeof(int16_t)); + float normalized_sample = static_cast(sample_buffer) / 32768.0f; + + if (header.num_channels == 1) { + audioData.push_back(normalized_sample); + } else if (header.num_channels == 2) { + // For stereo, read both left and right, then average for mono output + // Read next sample (right channel) + int16_t right_sample; + if (file.read(reinterpret_cast(&right_sample), sizeof(int16_t))) { + float normalized_right_sample = static_cast(right_sample) / 32768.0f; + audioData.push_back((normalized_sample + normalized_right_sample) / 2.0f); + i++; // Increment i again as we read two samples + } else { + std::cerr << "Warning: Unexpected end of file while reading stereo data." << std::endl; + break; + } + } else { + std::cerr << "Error: Unsupported number of channels: " << header.num_channels << std::endl; + file.close(); + return {}; + } + } + + file.close(); + return audioData; +} + +/** + * @brief Generates a Hamming window. + * @param window_length The length of the window. + * @return A std::vector containing the Hamming window coefficients. + */ +std::vector generateHammingWindow(int window_length) { + std::vector window(window_length); + for (int i = 0; i < window_length; ++i) { + window[i] = 0.54f - 0.46f * std::cos(2 * M_PI * i / static_cast(window_length - 1)); + } + return window; +} + +/** + * @brief Extracts spectrogram features from waveform, matching Python's _extract_spectrogram. + * + * @param wav The input waveform (1D array of floats). + * @param fs The sampling rate of the waveform (fixed to 16000 Hz for this model). + * @return A 2D Eigen::MatrixXf representing the spectrogram (frames x (N_FFT/2 + 1)). + */ +Eigen::MatrixXf extractSpectrogram(const std::vector& wav, int fs) { + // Calculate number of frames + int n_batch = (wav.size() - WIN_LENGTH) / HOP_LENGTH + 1; + if (n_batch <= 0) { + std::cerr << "Warning: Input waveform too short for feature extraction. Returning empty spectrogram." << std::endl; + return Eigen::MatrixXf(0, N_FFT / 2 + 1); + } + + // Generate Hamming window once + std::vector fft_window = generateHammingWindow(WIN_LENGTH); + + // Initialize KissFFT for real-valued input + kiss_fftr_cfg fft_cfg = kiss_fftr_alloc(N_FFT, 0 /* is_inverse_fft */, nullptr, nullptr); + if (!fft_cfg) { + std::cerr << "Error: Failed to allocate KissFFT configuration." << std::endl; + return Eigen::MatrixXf(0, N_FFT / 2 + 1); + } + + // Output spectrogram matrix: rows = frames, columns = FFT bins + Eigen::MatrixXf spec_matrix(n_batch, N_FFT / 2 + 1); + + std::vector frame_buffer(WIN_LENGTH); + kiss_fft_scalar fft_input[N_FFT]; // KissFFT requires input buffer of size N_FFT + kiss_fft_cpx fft_output[N_FFT / 2 + 1]; // KissFFT real output size + + for (int i = 0; i < n_batch; ++i) { + int start_idx = i * HOP_LENGTH; + + // Extract current frame + for (int j = 0; j < WIN_LENGTH; ++j) { + frame_buffer[j] = wav[start_idx + j]; + } + + // Apply pre-emphasis and scale by 32768 (as in Python) + // Python: y_frames = (y_frames - preemphasis * y_frames_prev) * 32768 + // where y_frames_prev[:, 0] = y_frames_prev[:, 1] + // This means for j=0, it's frame_buffer[0] - PREEMPHASIS_COEFF * frame_buffer[1] + // For j>0, it's frame_buffer[j] - PREEMPHASIS_COEFF * frame_buffer[j-1] + // Let's re-evaluate the pre-emphasis based on the Python snippet: + // y_frames_prev = np.roll(y_frames, 1, axis=1) + // y_frames_prev[:, 0] = y_frames_prev[:, 1] + // This means the first element of `y_frames_prev` for each frame is the second element of `y_frames`. + // So, for the first sample in a frame, it's `frame_buffer[0] - PREEMPHASIS_COEFF * frame_buffer[1]`. + // For subsequent samples, it's `frame_buffer[j] - PREEMPHASIS_COEFF * frame_buffer[j-1]`. + // This is a common pre-emphasis filter, but the first sample handling is specific. + + // Corrected pre-emphasis implementation to match the Python `np.roll` behavior: + // The Python code effectively does: + // preemphasized_sample[0] = frame_buffer[0] - PREEMPHASIS_COEFF * frame_buffer[1] (if WIN_LENGTH > 1) + // preemphasized_sample[j] = frame_buffer[j] - PREEMPHASIS_COEFF * frame_buffer[j-1] for j > 0 + // If WIN_LENGTH is 1, then it's just frame_buffer[0] (no pre-emphasis) + if (WIN_LENGTH > 0) { + if (WIN_LENGTH > 1) { + fft_input[0] = (frame_buffer[0] - PREEMPHASIS_COEFF * frame_buffer[1]) * 32768.0f; + for (int j = 1; j < WIN_LENGTH; ++j) { + fft_input[j] = (frame_buffer[j] - PREEMPHASIS_COEFF * frame_buffer[j - 1]) * 32768.0f; + } + } else { // WIN_LENGTH == 1 + fft_input[0] = frame_buffer[0] * 32768.0f; + } + } + // Zero-pad the rest of the FFT input if WIN_LENGTH < N_FFT + for (int j = WIN_LENGTH; j < N_FFT; ++j) { + fft_input[j] = 0.0f; + } + + // Apply Hamming window + for (int j = 0; j < WIN_LENGTH; ++j) { + fft_input[j] *= fft_window[j]; + } + + // Perform real FFT + kiss_fftr(fft_cfg, fft_input, fft_output); + + // Calculate magnitude spectrogram + for (int j = 0; j <= N_FFT / 2; ++j) { + spec_matrix(i, j) = std::sqrt(fft_output[j].r * fft_output[j].r + fft_output[j].i * fft_output[j].i); + } + } + + kiss_fftr_free(fft_cfg); // Free KissFFT configuration + return spec_matrix; +} + +/** + * @brief Creates a Mel filter-bank matrix, matching Python's speechlib_mel. + * + * @param sample_rate Sample rate in Hz. + * @param n_fft FFT size. + * @param n_mels Mel filter size. + * @param fmin Lowest frequency (in Hz). + * @param fmax Highest frequency (in Hz). + * @return An Eigen::MatrixXf representing the Mel transform matrix (n_mels x (1 + n_fft/2)). + */ +Eigen::MatrixXf speechlibMel(int sample_rate, int n_fft, int n_mels, float fmin, float fmax) { + int bank_width = n_fft / 2 + 1; + if (fmax == 0.0f) fmax = sample_rate / 2.0f; // Use 0.0f as a sentinel for None + if (fmin == 0.0f) fmin = 0.0f; // Use 0.0f as a sentinel for None + + // Helper functions for Mel scale conversion + auto mel = [](float f) { return 1127.0f * std::log(1.0f + f / 700.0f); }; + auto bin2mel = [&](int fft_bin) { return 1127.0f * std::log(1.0f + static_cast(fft_bin) * sample_rate / (static_cast(n_fft) * 700.0f)); }; + auto f2bin = [&](float f) { return static_cast((f * n_fft / sample_rate) + 0.5f); }; + + // Spec 1: FFT bin range [f2bin(fmin) + 1, f2bin(fmax)] + int klo = f2bin(fmin) + 1; + int khi = f2bin(fmax); + khi = std::max(khi, klo); + + // Spec 2: SpeechLib uses triangles in Mel space + float mlo = mel(fmin); + float mhi = mel(fmax); + + // Generate Mel centers + std::vector m_centers(n_mels + 2); + float ms = (mhi - mlo) / (n_mels + 1); + for (int i = 0; i < n_mels + 2; ++i) { + m_centers[i] = mlo + i * ms; + } + + Eigen::MatrixXf matrix = Eigen::MatrixXf::Zero(n_mels, bank_width); + + for (int m = 0; m < n_mels; ++m) { + float left = m_centers[m]; + float center = m_centers[m + 1]; + float right = m_centers[m + 2]; + for (int fft_bin = klo; fft_bin < bank_width; ++fft_bin) { // Loop up to bank_width-1 + float mbin = bin2mel(fft_bin); + if (left < mbin && mbin < right) { + matrix(m, fft_bin) = 1.0f - std::abs(center - mbin) / ms; + } + } + } + return matrix; +} + +/** + * @brief Extracts log filterbank features from waveform, matching Python's _extract_features. + * + * @param wav The input waveform (1D array of floats). + * @param fs The sampling rate of the waveform (fixed to 16000 Hz). + * @param mel_filterbank The pre-computed Mel filterbank matrix. + * @return An Eigen::MatrixXf representing the log Mel filterbank features (frames x N_MELS). + */ +Eigen::MatrixXf extractFeatures(const std::vector& wav, int fs, const Eigen::MatrixXf& mel_filterbank) { + // Extract spectrogram + Eigen::MatrixXf spec = extractSpectrogram(wav, fs); + if (spec.rows() == 0) { + return Eigen::MatrixXf(0, N_MELS); // Return empty matrix if spectrogram extraction failed + } + + // spec_power = spec**2 + Eigen::MatrixXf spec_power = spec.array().square(); + + // fbank_power = np.clip(spec_power.dot(_mel), 1.0, None) + // Note: Eigen's matrix multiplication is `*`, not `dot`. + // The Python `dot` for 2D arrays is matrix multiplication. + // Python: (frames, N_FFT/2+1) . (N_FFT/2+1, N_MELS) -> (frames, N_MELS) + // C++ Eigen: spec_power (rows, cols) * mel_filterbank (cols, N_MELS) + // So, mel_filterbank should be (N_FFT/2+1, N_MELS) + Eigen::MatrixXf fbank_power = spec_power * mel_filterbank.transpose(); // Transpose because Python's _mel is already transposed + + // Apply clipping: np.clip(..., 1.0, None) + // This means any value less than 1.0 becomes 1.0. + fbank_power = fbank_power.array().max(1.0f); + + // log_fbank = np.log(fbank_power).astype(np.float32) + Eigen::MatrixXf log_fbank = fbank_power.array().log(); + + return log_fbank; +} + +// Function to write a dummy WAV file +void createDummyWavFile(const std::string& filename, int sampleRate, int numChannels, int bitsPerSample, double durationSeconds) { + std::ofstream file(filename, std::ios::binary); + if (!file.is_open()) { + std::cerr << "Error: Could not create dummy WAV file: " << filename << std::endl; + return; + } + + WavHeader header; + std::memcpy(header.riff_id, "RIFF", 4); + std::memcpy(header.wave_id, "WAVE", 4); + std::memcpy(header.fmt_id, "fmt ", 4); + header.fmt_size = 16; + header.audio_format = 1; // PCM + header.num_channels = numChannels; + header.sample_rate = sampleRate; + header.bits_per_sample = bitsPerSample; + header.byte_rate = (sampleRate * numChannels * bitsPerSample) / 8; + header.block_align = (numChannels * bitsPerSample) / 8; + + WavDataChunk data_chunk; + std::memcpy(data_chunk.data_id, "data", 4); + uint32_t num_samples = static_cast(sampleRate * durationSeconds); + data_chunk.data_size = num_samples * numChannels * (bitsPerSample / 8); + header.file_size = 36 + data_chunk.data_size; // 36 is size of header before data chunk + + file.write(reinterpret_cast(&header), sizeof(WavHeader)); + file.write(reinterpret_cast(&data_chunk), sizeof(WavDataChunk)); + + // Generate a 440 Hz sine wave + for (uint32_t i = 0; i < num_samples; ++i) { + int16_t sample = static_cast(30000 * std::sin(2 * M_PI * 440 * i / static_cast(sampleRate))); + for (int c = 0; c < numChannels; ++c) { + file.write(reinterpret_cast(&sample), sizeof(int16_t)); + } + } + + file.close(); + std::cout << "Dummy WAV file '" << filename << "' created successfully." << std::endl; +} + + +int main(int argc, char* argv[]) { + // --- 1. Process command-line arguments --- + if (argc != 3) { + std::cerr << "Usage: " << argv[0] << " " << std::endl; + std::cerr << "Example: " << argv[0] << " model.onnx audio.wav" << std::endl; + return 1; + } + + std::string onnxModelPath = argv[1]; + std::string wavFilename = argv[2]; // Changed to wavFilename + + // --- Configuration for Audio and ONNX Model --- + // These are fixed by the Python preprocessor code and model requirements. + // The actual sample rate will be read from the WAV file. + int actual_wav_sample_rate = 0; + + // --- Create a dummy WAV file if it doesn't exist for demonstration --- + std::ifstream wavCheck(wavFilename, std::ios::binary); + if (!wavCheck.is_open()) { + std::cerr << "WAV file '" << wavFilename << "' not found. Creating a dummy one for demonstration." << std::endl; + // Create a 2-second, 16kHz, mono, 16-bit WAV file + createDummyWavFile(wavFilename, TARGET_SAMPLE_RATE, 1, 16, 2.0); + } else { + wavCheck.close(); + } + + // --- 2. Load WAV audio data into a float array --- + std::vector audioWav = loadWavToFloatArray(wavFilename, actual_wav_sample_rate); + + if (audioWav.empty()) { + std::cerr << "Failed to load audio data from " << wavFilename << ". Exiting." << std::endl; + return 1; + } + + std::cout << "Successfully loaded " << audioWav.size() << " samples from " << wavFilename << std::endl; + + // --- Validate WAV sample rate against target sample rate --- + if (actual_wav_sample_rate != TARGET_SAMPLE_RATE) { + std::cerr << "Warning: WAV file sample rate (" << actual_wav_sample_rate + << " Hz) does not match the target sample rate for feature extraction (" + << TARGET_SAMPLE_RATE << " Hz)." << std::endl; + std::cerr << "This example does NOT include resampling. Features will be extracted at " + << TARGET_SAMPLE_RATE << " Hz, which might lead to incorrect results if the WAV file's sample rate is different." << std::endl; + // In a real application, you would implement resampling here (e.g., using libsamplerate). + } + + + // --- 3. Precompute Mel filterbank (as it's constant for a given sample rate/FFT size) --- + // The Python example uses fmax=16000//2-80-230. This translates to TARGET_SAMPLE_RATE/2 - 80 - 230. + // Using 0.0f for fmin as sentinel for None. + float mel_fmax = static_cast(TARGET_SAMPLE_RATE) / 2.0f - 80.0f - 230.0f; + Eigen::MatrixXf mel_filterbank = speechlibMel(TARGET_SAMPLE_RATE, N_FFT, N_MELS, 0.0f, mel_fmax); + + if (mel_filterbank.rows() == 0 || mel_filterbank.cols() == 0) { + std::cerr << "Error: Failed to create Mel filterbank. Exiting." << std::endl; + return 1; + } + std::cout << "Mel filterbank created with shape: [" << mel_filterbank.rows() << ", " << mel_filterbank.cols() << "]" << std::endl; + + + // --- 4. Apply feature extraction (preprocessor) --- + std::cout << "Extracting features from audio..." << std::endl; + Eigen::MatrixXf features = extractFeatures(audioWav, TARGET_SAMPLE_RATE, mel_filterbank); + + ///// check input + // std::ofstream outputFile("matrix_output.txt"); + // // Check if the file was opened successfully + // if (outputFile.is_open()) { + // // Iterate through rows and columns to write elements + // for (int i = 0; i < features.rows(); ++i) { + // for (int j = 0; j < features.cols(); ++j) { + // outputFile << features(i, j); // Write the element + // if (j < features.cols() - 1) { + // outputFile << ","; // Add a space separator between elements in a row + // } + // } + // outputFile << std::endl; // Move to the next line after each row + // } + // outputFile.close(); // Close the file + // std::cout << "Matrix successfully written to matrix_output.txt" << std::endl; + // } + + if (features.rows() == 0 || features.cols() == 0) { + std::cerr << "Error: Feature extraction resulted in an empty matrix. Exiting." << std::endl; + return 1; + } + std::cout << "Features extracted with shape: [" << features.rows() << ", " << features.cols() << "]" << std::endl; + std::cout << "First few feature values (first frame): ["; + for (int i = 0; i < std::min((int)features.cols(), 5); ++i) { + std::cout << features(0, i) << (i == std::min((int)features.cols(), 5) - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + + // --- 5. Check for ONNX model existence and provide guidance if missing --- + std::ifstream onnxModelCheck(onnxModelPath, std::ios::binary); + if (!onnxModelCheck.is_open()) { + std::cerr << "\nError: ONNX model file '" << onnxModelPath << "' not found." << std::endl; + std::cerr << "Please provide a valid ONNX model file. If you need a simple dummy one for testing, " + << "you can create it using Python (e.g., with PyTorch) like this:" << std::endl; + std::cerr << "```python" << std::endl; + std::cerr << "import torch" << std::endl; + std::cerr << "import torch.nn as nn" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "class SimpleAudioModel(nn.Module):" << std::endl; + std::cerr << " def __init__(self, input_frames, feature_size, output_size):" << std::endl; + std::cerr << " super(SimpleAudioModel, self).__init__()" << std::endl; + std::cerr << " # This model expects input of shape [batch_size, frames, feature_size]" << std::endl; + std::cerr << " # Example: a simple linear layer that flattens input and processes it." << std::endl; + std::cerr << " self.flatten = nn.Flatten()" << std::endl; + std::cerr << " self.linear = nn.Linear(input_frames * feature_size, output_size)" << std::endl; + std::cerr << "" << std::endl; + std::cerr << " def forward(self, x):" << std::endl; + std::cerr << " x = self.flatten(x)" << std::endl; + std::cerr << " return self.linear(x)" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "# --- IMPORTANT: Define model input and output sizes. Adjust these to match your actual model's requirements. ---" << std::endl; + std::cerr << "# The C++ preprocessor will produce features of shape [frames, 80]." << std::endl; + std::cerr << "# For a dummy model, we need to provide a fixed 'frames' value for ONNX export." << std::endl; + std::cerr << "# A typical audio segment might be 2 seconds at 16kHz, which is 32000 samples." << std::endl; + std::cerr << "# Frames = (32000 - 400) / 160 + 1 = 198.75 + 1 = 199 frames (approx)" << std::endl; + std::cerr << "# Let's use a representative number of frames, e.g., 200 for a dummy input." << std::endl; + std::cerr << "DUMMY_INPUT_FRAMES = 200 # This should be representative of your typical audio segment's frames" << std::endl; + std::cerr << "DUMMY_FEATURE_SIZE = 80 # Fixed by the Mel filterbank (N_MELS)" << std::endl; + std::cerr << "DUMMY_OUTPUT_SIZE = 10 # Example: 10 classification scores or features" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "model = SimpleAudioModel(DUMMY_INPUT_FRAMES, DUMMY_FEATURE_SIZE, DUMMY_OUTPUT_SIZE)" << std::endl; + std::cerr << "dummy_input_tensor = torch.randn(1, DUMMY_INPUT_FRAMES, DUMMY_FEATURE_SIZE) # Batch size 1" << std::endl; + std::cerr << "" << std::endl; + std::cerr << "torch.onnx.export(" << std::endl; + std::cerr << " model," << std::endl; + std::cerr << " dummy_input_tensor," << std::endl; + std::cerr << " \"model.onnx\"," << std::endl; + std::cerr << " verbose=True," << std::endl; + std::cerr << " input_names=['input'], # Name of the input tensor in the ONNX graph" << std::endl; + std::cerr << " output_names=['output'], # Name of the output tensor in the ONNX graph" << std::endl; + std::cerr << " # Define dynamic axes for batch_size and frames" << std::endl; + std::cerr << " dynamic_axes={'input': {0: 'batch_size', 1: 'frames'}, 'output': {0: 'batch_size'}}" << std::endl; + std::cerr << ")" << std::endl; + std::cerr << "print(\"Dummy model.onnx created successfully. Remember to adjust DUMMY_INPUT_FRAMES in this script to match the expected number of frames from your audio segments.\")" << std::endl; + std::cerr << "```" << std::endl; + return 1; + } + onnxModelCheck.close(); + std::cout << "ONNX model '" << onnxModelPath << "' found. Proceeding with inference." << std::endl; + + + // --- 6. ONNX Runtime Inference --- + try { + Ort::Env env(ORT_LOGGING_LEVEL_WARNING, "AudioInference"); + Ort::SessionOptions session_options; + session_options.SetIntraOpNumThreads(1); + session_options.SetGraphOptimizationLevel(ORT_ENABLE_EXTENDED); + + Ort::Session session(env, onnxModelPath.c_str(), session_options); + Ort::AllocatorWithDefaultOptions allocator; + + // --- Get Input Node Information --- + size_t numInputNodes = session.GetInputCount(); + std::vector inputNodeNames(numInputNodes); + + std::cout << "\n--- Model Input Information ---" << std::endl; + if (numInputNodes == 0) { + std::cerr << "Error: Model has no input nodes. Exiting." << std::endl; + return 1; + } + + // Assuming a single input node for simplicity + inputNodeNames[0] = "audio_embeds"; + Ort::TypeInfo type_info = session.GetInputTypeInfo(0); + auto tensor_info = type_info.GetTensorTypeAndShapeInfo(); + std::vector actualInputShape = tensor_info.GetShape(); + + std::cout << " Input 0 : Name='" << inputNodeNames[0] << "', Shape=["; + for (size_t j = 0; j < actualInputShape.size(); ++j) { + // Print -1 for dynamic dimensions + if (actualInputShape[j] == -1) { + std::cout << "-1"; + } else { + std::cout << actualInputShape[j]; + } + std::cout << (j == actualInputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + + // --- Prepare Input Tensor Shape --- + // The ONNX model input is [batch, frames, feature_size] = [-1, -1, 80] + // Our extracted features are [frames, 80]. We need to add a batch dimension of 1. + std::vector inputTensorShape = {1, features.rows(), features.cols()}; + std::cout << " Preparing input tensor with shape: [" << inputTensorShape[0] << ", " + << inputTensorShape[1] << ", " << inputTensorShape[2] << "]" << std::endl; + + // Flatten the Eigen::MatrixXf into a std::vector for ONNX Runtime + // Eigen stores in column-major order by default. ONNX Runtime expects row-major + // for flattened 2D data when reshaped to 3D [1, frames, features]. + // We need to copy elements row by row to ensure correct order. + std::vector inputTensorData(features.rows() * features.cols()); + for (int r = 0; r < features.rows(); ++r) { + for (int c = 0; c < features.cols(); ++c) { + inputTensorData[r * features.cols() + c] = features(r, c); + } + } + + Ort::MemoryInfo memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault); + Ort::Value inputTensor = Ort::Value::CreateTensor(memory_info, inputTensorData.data(), inputTensorData.size(), + inputTensorShape.data(), inputTensorShape.size()); + + if (!inputTensor.IsTensor()) { + std::cerr << "Error: Created input tensor is not valid! Exiting." << std::endl; + return 1; + } + + // --- Get Output Node Information --- + size_t numOutputNodes = session.GetOutputCount(); + std::vector outputNodeNames(numOutputNodes); + + std::cout << "\n--- Model Output Information ---" << std::endl; + for (size_t k = 0; k < numOutputNodes; ++k) { + outputNodeNames[k] = "audio_features"; + Ort::TypeInfo type_info_out = session.GetOutputTypeInfo(k); + auto tensor_info_out = type_info_out.GetTensorTypeAndShapeInfo(); + std::vector outputShape = tensor_info_out.GetShape(); + std::cout << " Output " << k << " : Name='" << outputNodeNames[k] << "', Shape=["; + for (size_t l = 0; l < outputShape.size(); ++l) { + if (outputShape[l] == -1) { + std::cout << "-1"; + } else { + std::cout << outputShape[l]; + } + std::cout << (l == outputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + } + + // --- Run Inference --- + std::cout << "\nRunning ONNX model inference..." << std::endl; + std::vector outputTensors = session.Run(Ort::RunOptions{nullptr}, + inputNodeNames.data(), &inputTensor, 1, + outputNodeNames.data(), numOutputNodes); + + + // std::ofstream output_file("f0.txt"); + // for (auto& ort_value : outputTensors) { + // // Example: Assuming Ort::Value contains a float tensor + // if (ort_value.IsTensor()) { + // float* data = ort_value.GetTensorMutableData(); + // Ort::TensorTypeAndShapeInfo info = ort_value.GetTensorTypeAndShapeInfo(); + // size_t num_elements = info.GetElementCount(); + + // for (size_t i = 0; i < num_elements; ++i) { + // output_file << data[i]; + // if (i < num_elements - 1) { + // output_file << ","; // Space separator between elements + // } + // } + // output_file << std::endl; // Newline after each Ort::Value's content + // } else { + // // Handle other Ort::Value types if necessary (e.g., sequences, maps) + // output_file << "Non-tensor Ort::Value" << std::endl; + // } + // } + // output_file.close(); + + // --- Process Output --- + if (outputTensors.empty()) { + std::cerr << "Error: No output tensors received from the model." << std::endl; + return 1; + } + + if (outputTensors[0].IsTensor()) { + float* outputData = outputTensors[0].GetTensorMutableData(); + Ort::TensorTypeAndShapeInfo outputShapeInfo = outputTensors[0].GetTensorTypeAndShapeInfo(); + std::vector outputShape = outputShapeInfo.GetShape(); + size_t outputSize = outputShapeInfo.GetElementCount(); + + std::cout << "\n--- Model Inference Result (first few elements) ---" << std::endl; + for (size_t k = 0; k < std::min((size_t)10, outputSize); ++k) { + std::cout << outputData[k] << (k == std::min((size_t)10, outputSize) - 1 ? "" : ", "); + } + std::cout << std::endl; + + std::cout << "Full output tensor size: " << outputSize << " elements." << std::endl; + std::cout << "Full output tensor shape: ["; + for (size_t k = 0; k < outputShape.size(); ++k) { + std::cout << outputShape[k] << (k == outputShape.size() - 1 ? "" : ", "); + } + std::cout << "]" << std::endl; + } else { + std::cerr << "Error: First output tensor is not of the expected type (float tensor)." << std::endl; + } + + } catch (const Ort::Exception& e) { + std::cerr << "ONNX Runtime Exception: " << e.what() << std::endl; + return 1; + } catch (const std::exception& e) { + std::cerr << "Standard Exception: " << e.what() << std::endl; + return 1; + } + + std::cout << "\nProgram finished successfully." << std::endl; + return 0; +} \ No newline at end of file diff --git a/cpp/libraries.zip b/cpp/libraries.zip new file mode 100644 index 0000000000000000000000000000000000000000..03792eb66c6c073ad44109b53da737c3e78b696e --- /dev/null +++ b/cpp/libraries.zip @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cba6f946d653d38223ddb75f5f317352d73d44fc4393557a18d330d7bf239b7a +size 1980268260 diff --git a/cpp/onnx_files/speech_init_export/phi-4-mm-speech.onnx b/cpp/onnx_files/speech_init_export/phi-4-mm-speech.onnx new file mode 100644 index 0000000000000000000000000000000000000000..93220b266468170fffa5ed341749f7a5947583d3 --- /dev/null +++ b/cpp/onnx_files/speech_init_export/phi-4-mm-speech.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:805cb62b9b7be94122df6d9180033efc1ad6ba6d49430c4c22c89fb9a8a8a69e +size 1802476871 diff --git a/cpp/sample_data/convert16k.py b/cpp/sample_data/convert16k.py new file mode 100644 index 0000000000000000000000000000000000000000..6e851c25de753c5205b00b71953ba626ad24f980 --- /dev/null +++ b/cpp/sample_data/convert16k.py @@ -0,0 +1,23 @@ +import numpy as np +from scipy.io import wavfile + +def convert_wav_to_s16_16khz(input_wav_path, output_wav_path): + sample_rate, data = wavfile.read(input_wav_path) + + # Resample if needed + if sample_rate != 16000: + num_samples = round(len(data) * 16000 / sample_rate) + data = np.interp(np.arange(num_samples), np.arange(len(data)), data) + + # Convert to 16-bit signed integer + if data.dtype != np.int16: + data = (data * 32767).astype(np.int16) + + wavfile.write(output_wav_path, 16000, data) + +from glob import glob +wavs = glob('/mnt/data-2t/jeff/codes/llm/cpp/sample_data_old/*.wav') + +for wav in wavs: + convert_wav_to_s16_16khz(wav, + '/mnt/data-2t/jeff/codes/llm/cpp/sample_data/'+wav.split('/')[-1]) \ No newline at end of file diff --git a/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav new file mode 100644 index 0000000000000000000000000000000000000000..e7a53783ebc165add78fda2c4ad4eaf09615979e Binary files /dev/null and b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav differ diff --git a/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav new file mode 100644 index 0000000000000000000000000000000000000000..9e3dca726ff7b49bcca0c9eb0aec3927839e60f8 Binary files /dev/null and b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav differ diff --git a/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav new file mode 100644 index 0000000000000000000000000000000000000000..12a5e7cd251d6eefc1cb1347865b57f971eda4ca Binary files /dev/null and b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav differ diff --git a/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav new file mode 100644 index 0000000000000000000000000000000000000000..62b76115167e7c41bc0165ca43696097ff4b6d92 --- /dev/null +++ b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f10ba93b710f89aebdb32753224ce37c7e4e349b6388743c572198f27a400db +size 186176 diff --git a/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav new file mode 100644 index 0000000000000000000000000000000000000000..b8aa262120ff293bda8ef839391e5b8cd4c14598 Binary files /dev/null and b/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav differ diff --git a/cpp/sample_data/pickup_processed.json b/cpp/sample_data/pickup_processed.json new file mode 100644 index 0000000000000000000000000000000000000000..4f187bc34137bb84f6041af4a680497dec5bf11c --- /dev/null +++ b/cpp/sample_data/pickup_processed.json @@ -0,0 +1,80 @@ +[ + { + "conversations": [ + { + "from": "human", + "value": "我等等再處理好了，先這樣", + "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav" + }, + { + "from": "gpt", + "value": "如果還有其他需要，請隨時告訴我！" + } + ], + "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]" + }, + { + "conversations": [ + { + "from": "human", + "value": "我要去南港車站接人", + "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav" + }, + { + "from": "gpt", + "value": "請問你要去南港車站接誰？" + } + ], + "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]" + }, + { + "conversations": [ + { + "from": "human", + "value": "不用了", + "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav" + }, + { + "from": "gpt", + "value": "如果還有其他需要，請隨時告訴我！" + } + ], + "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]" + }, + { + "conversations": [ + { + "from": "human", + "value": "0911-222-333", + "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav" + }, + { + "from": "function_call", + "value": "{\"name\": \"save_phonebook\", \"arguments\": {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}}" + }, + { + "from": "observation", + "value": "{\"result\": \"已儲存阿德的電話：0911-222-333\"}" + }, + { + "from": "gpt", + "value": "好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。" + } + ], + "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]" + }, + { + "conversations": [ + { + "from": "human", + "value": "我等等再處理好了，先這樣", + "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav" + }, + { + "from": "gpt", + "value": "如果還有其他需要，請隨時告訴我！" + } + ], + "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]" + } +] \ No newline at end of file diff --git a/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.pcm b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.pcm new file mode 100644 index 0000000000000000000000000000000000000000..c83271528b02f150136749718ee60faf4127c46c --- /dev/null +++ b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.pcm @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5da9b5752537d9db86635e2cc71c33e05c05728b47e78596c0903d0a24751dcc +size 113664 diff --git a/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav new file mode 100644 index 0000000000000000000000000000000000000000..f3b29958d121f5585e69a63a5da8a895c27919ed --- /dev/null +++ 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b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav differ diff --git a/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.pcm b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.pcm new file mode 100644 index 0000000000000000000000000000000000000000..05ed38996c99e187f35b4fd1d0fdc47d7d023d0c --- /dev/null +++ b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.pcm @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8cadcc0c9f076d0ffb6eb78f54f260c86f9666397852dc53535da511616ab4d4 +size 256512 diff --git a/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav new file mode 100644 index 0000000000000000000000000000000000000000..82a49831c3654657d7a30dc9ba49f628b9e5e001 --- /dev/null +++ b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f740ad2fb82c37ff9eab97b8cf4070296181129b705e6f96c544a290a094ef4 +size 513104 diff --git a/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.pcm b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.pcm new file mode 100644 index 0000000000000000000000000000000000000000..1e13398e79e1b906bf4d5f75e04a172c0b9c6a16 --- /dev/null +++ b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.pcm @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13a8af24d666a8271f81b28a7c4f9e0425b9fe2c35996128d1536ddc59c21d9f +size 122368 diff --git a/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav new file mode 100644 index 0000000000000000000000000000000000000000..27072e51f9103b9f01e816e0afd3f91a377acee4 --- /dev/null +++ b/cpp/sample_data_old/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f67f395b74cee09a1c7db1551e93ddb7db045180bd2efbc2fd6defdafa36b65a +size 244816 diff --git a/cpp/sample_data_old/toPCM.sh b/cpp/sample_data_old/toPCM.sh new file mode 100644 index 0000000000000000000000000000000000000000..0091b316b1dabde5db51c5f0aca7b8ddc1b7a9e2 --- /dev/null +++ b/cpp/sample_data_old/toPCM.sh @@ -0,0 +1,5 @@ +rm *.pcm +for file in *.wav; do + # ffmpeg -i "$file" -f s16le -ar 16k -ac 1 "${file%.wav}.pcm" + ffmpeg -i "$file" -f s16le -acodec pcm_s16le "${file%.wav}.pcm" +done \ No newline at end of file diff --git a/cpp/speech_conformer_encoder.py b/cpp/speech_conformer_encoder.py new file mode 100644 index 0000000000000000000000000000000000000000..f38c2ce469b121483fee62f3935e3aca4e005e83 --- /dev/null +++ b/cpp/speech_conformer_encoder.py @@ -0,0 +1,2954 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT license. + +#!/usr/bin/env python3 + +# activation_checkpointing.py +"""helper function for activation checkpointing""" + +from typing import Union, Dict, Callable +from functools import partial +from torch.distributed.algorithms._checkpoint.checkpoint_wrapper import ( + checkpoint_wrapper, + offload_wrapper, + CheckpointImpl, +) + + +# utils.py +"""cascade basic blocks""" + +import math +import backoff +import random +import numpy as np +from typing import Optional, Tuple, Union +import torch +from torch import nn +from torch import Tensor +import torch.nn.functional as F + + +# conformer_encoder.py +"""ConformerEncoder Module""" + +from typing import Optional, Tuple, List, Literal +import abc +import math +import numpy as np + +import torch +from torch import nn, Tensor + +from torch.distributed.algorithms._checkpoint.checkpoint_wrapper import CheckpointWrapper +from torch.distributed.fsdp.fully_sharded_data_parallel import FullyShardedDataParallel + + +# activation_checkpointing.py +def validate_checkpointing_config(activation_checkpointing): + """validate activation checkpointing configuration""" + if isinstance(activation_checkpointing, str): + assert activation_checkpointing in ( + "", + "checkpoint", + "offload", + ), "activation_checkpointing has to be a dict or a str in ('', 'checkpoint', 'offload')." + elif isinstance(activation_checkpointing, dict): + assert activation_checkpointing.get("module", "transformer") in ( + "transformer", + "attention", + ), "module in activation_checkpointing has to be in ('transformer', 'attention')." + else: + raise ValueError("activation_checkpointing has to be a str or dict.") + + +def embedding_checkpoint_wrapper( + activation_checkpointing: Union[str, Dict], +) -> Callable: + """return encoder embedding activation checkpoint wrapper""" + validate_checkpointing_config(activation_checkpointing) + + if isinstance(activation_checkpointing, str): + if activation_checkpointing: + if activation_checkpointing == "offload": + return offload_wrapper + return partial(checkpoint_wrapper) + return lambda x: x + + if isinstance(activation_checkpointing, dict): + enabled = activation_checkpointing.get("embed", False) + if enabled: + offloading = activation_checkpointing.get("offload", False) + if offloading: + return offload_wrapper + impl = ( + CheckpointImpl.REENTRANT + if activation_checkpointing.get("reentrant", False) + else CheckpointImpl.NO_REENTRANT + ) + return partial(checkpoint_wrapper, checkpoint_impl=impl) + return lambda x: x + raise ValueError("Invalid activation_checkpointing config") + + +def encoder_checkpoint_wrapper( + activation_checkpointing: Union[str, Dict], + layer_cls: type, + idx: int = 0, +) -> Callable: + """return encoder activation checkpoint wrapper""" + validate_checkpointing_config(activation_checkpointing) + + if isinstance(activation_checkpointing, str): + if activation_checkpointing: + if activation_checkpointing == "offload": + return offload_wrapper + return partial(checkpoint_wrapper) + return lambda x: x + + if isinstance(activation_checkpointing, dict): + target_layer_cls = activation_checkpointing.get("module", "transformer") + if target_layer_cls.lower() == "transformer": + target_layer_cls = ( + "EncoderLayer", + "ConformerEncoderLayer", + ) + elif target_layer_cls.lower() == "attention": + target_layer_cls = ("MultiHeadedAttention", "MultiHeadAttention") + checkpointing_interval = activation_checkpointing.get("interval", 1) + offloading = activation_checkpointing.get("offload", False) + impl = ( + CheckpointImpl.REENTRANT + if activation_checkpointing.get("reentrant", True) + else CheckpointImpl.NO_REENTRANT + ) + + if idx % checkpointing_interval == 0 and layer_cls.__name__ in target_layer_cls: + if offloading: + return offload_wrapper + return partial(checkpoint_wrapper, checkpoint_impl=impl) + return lambda x: x + + raise ValueError("Invalid activation_checkpointing config") + + +def attn_checkpointing(activation_checkpointing: Union[str, Dict], i) -> Union[str, Dict]: + """return activation checkpointing config for attention layer""" + if isinstance(activation_checkpointing, str): + return "" + + if isinstance(activation_checkpointing, dict): + target_layer_cls = activation_checkpointing.get("module", "transformer") + checkpointing_interval = activation_checkpointing.get("interval", 1) + if target_layer_cls == "attention" and i % checkpointing_interval == 0: + return activation_checkpointing + return "" + + raise ValueError("Invalid activation_checkpointing config") + + +# utils.py +class Block(nn.Module): + """Block abstract module""" + + def __init__(self, input_size, output_size): + super().__init__() + self.input_size = input_size + self.output_size = output_size + +def get_activation(name="relu"): + """Select an activation function by name + + Args: + name: str + activation function name, + one of ["relu", "gelu", "swish", "sigmoid"], + default "relu". + """ + name = name.lower() + if name == "relu": + return nn.ReLU(inplace=True) + if name == "gelu": + return nn.GELU() + if name == "swish": + return Swish() + if name == "sigmoid": + return torch.nn.Sigmoid() + return nn.Identity() + +def adaptive_enc_mask(x_len, chunk_start_idx, left_window=0, right_window=0): + """ + The function is very important for Transformer Transducer Streaming mode + Args: + xs_len (int): sequence length + chunk_start_idx (list): first idx of each chunk, such as [0,18,36,48]. It also supports adaptive chunk size [0,10,15,45] + left_window (int): how many left chunks can be seen + right_window (int): how many right chunks can be seen. It is used for chunk overlap model. + Returns: + mask (torch.Tensor): a mask tensor for streaming model + Torch 1.0.1 + tensor([[1., 1., 0., 0.], + [0., 1., 1., 0.], + [0., 0., 1., 1.]]) + Torch 1.4.1 + tensor([[True., True., False., False.], + [False., True., True., False.], + [False., False., True., True.]]) + """ + chunk_start_idx = torch.Tensor( + chunk_start_idx + ).long() # first idx of each chunk, such as [0,18,36,48]. + # start_pad = torch.nn.functional.pad( + # chunk_start_idx, (1, 0) + # ) # append 0 to the beginning, so it becomes [0, 0, 18, 36, 48] + # end_pad = torch.nn.functional.pad( + # chunk_start_idx, (0, 1), value=x_len + # ) # append x_len to the end, so it becomes [0,18,36,48, x_len] + start_pad = torch.cat((torch.tensor([0], dtype=torch.int64), chunk_start_idx), dim=0) + end_pad = torch.cat((chunk_start_idx, torch.tensor([x_len], dtype=torch.int64)), dim=0) + seq_range = torch.arange(0, x_len).unsqueeze(-1) # seq_range size: [x_len, 1] + idx = ((seq_range < end_pad) & (seq_range >= start_pad)).nonzero()[:, 1] # idx size: [x_len] + boundary = end_pad[idx] # boundary size: [x_len] + seq_range_expand = ( + torch.arange(0, x_len).unsqueeze(0).expand(x_len, -1) + ) # seq_range_expand size [x_len, x_len] + idx_left = idx - left_window + idx_left[idx_left < 0] = 0 + boundary_left = start_pad[idx_left] + mask_left = seq_range_expand >= boundary_left.unsqueeze(-1) + idx_right = idx + right_window + idx_right[idx_right > len(chunk_start_idx)] = len(chunk_start_idx) + boundary_right = end_pad[idx_right] + mask_right = seq_range_expand < boundary_right.unsqueeze(-1) + return mask_left & mask_right + +class Swish(nn.Module): + """Implement Swish activation module. + From https://arxiv.org/pdf/2005.03191.pdf + + """ + + def __init__(self) -> None: + super().__init__() + self.act_fn = nn.Sigmoid() + + def forward(self, x: Tensor) -> Tensor: + """Apply Swish function + + Args: + x: torch.Tensor + Input. + """ + return x * self.act_fn(x) + +class GLU(nn.Module): + """Implement Gated Linear Unit (GLU) module""" + + def __init__(self, dim: int = -1, act_name: str = "sigmoid") -> None: + super().__init__() + self.dim = dim + self.act_name = act_name.lower() + + if self.act_name == "relu": + self.act_fn = nn.ReLU(inplace=True) + elif self.act_name == "gelu": + self.act_fn = nn.GELU() + elif self.act_name == "swish": + self.act_fn = Swish() + elif self.act_name == "sigmoid": + self.act_fn = nn.Sigmoid() + else: + self.act_fn = nn.Identity() + + def forward(self, x: Tensor) -> Tensor: + """GLU forward + Apply Swish function on the first half of input matrices + with sigmoid of the second half. + + Args: + x: torch.Tensor + Input. + + """ + half_x, gate = x.chunk(2, dim=self.dim) + return half_x * self.act_fn(gate) + +# TODO: Abdel, this can be improved using GLU module +class GLUPointWiseConv(nn.Module): + """GLUPointWiseConv module + used for conformer architecture, + for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + output_dim: int + output channel size. + kernel_size: int + kernel size + glu_type: str, optional + activation function one of + ["sigmoid", "relu", "gelu"] + default "sigmoid". + bias_in_glu: bool, optional + use addtive bias in glu + causal: bool, optional + if set to True, padding is set to the half of + kernel size, ie, convolution can't see future frames. + default False. + + """ + + def __init__( + self, input_dim, output_dim, kernel_size, glu_type="sigmoid", bias_in_glu=True, causal=False + ): + super().__init__() + + self.glu_type = glu_type + self.output_dim = output_dim + self.bias_in_glu = bias_in_glu + if causal: + self.ext_pw_conv_1d = nn.Conv1d( + input_dim, output_dim * 2, kernel_size, 1, padding=(kernel_size - 1) + ) + else: + self.ext_pw_conv_1d = nn.Conv1d( + input_dim, output_dim * 2, kernel_size, 1, padding=(kernel_size - 1) // 2 + ) + + if glu_type == "sigmoid": + self.glu_act = nn.Sigmoid() + elif glu_type == "relu": + self.glu_act = nn.ReLU() + elif glu_type == "gelu": + self.glu_act = nn.GELU() + elif glu_type == "swish": + self.glu_act = Swish() + else: + raise ValueError(f"Unsupported activation type {self.glu_act}") + + if bias_in_glu: + self.b1 = nn.Parameter(torch.zeros(1, output_dim, 1)) + self.b2 = nn.Parameter(torch.zeros(1, output_dim, 1)) + + def forward(self, x): + """ + Args: + x: torch.Tensor + input tensor + """ + # to be consistent with GLULinear, we assume the input always has the #channel (#dim) in the last dimension of the tensor, so need to switch the dimension first for 1D-Conv case + x = x.permute([0, 2, 1]) + x = self.ext_pw_conv_1d(x) + if self.glu_type == "bilinear": + if self.bias_in_glu: + x = (x[:, 0 : self.output_dim, :] + self.b1) * ( + x[:, self.output_dim : self.output_dim * 2, :] + self.b2 + ) + else: + x = (x[:, 0 : self.output_dim, :]) * ( + x[:, self.output_dim : self.output_dim * 2, :] + ) + else: + if self.bias_in_glu: + x = (x[:, 0 : self.output_dim, :] + self.b1) * self.glu_act( + x[:, self.output_dim : self.output_dim * 2, :] + self.b2 + ) + else: + x = (x[:, 0 : self.output_dim, :]) * self.glu_act( + x[:, self.output_dim : self.output_dim * 2, :] + ) + + x = x.permute([0, 2, 1]) + return x + + +class DepthWiseSeperableConv1d(nn.Module): + """DepthWiseSeperableConv1d module used in Convnet module + for the conformer, for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + kernel_size: int + kernel_size + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + padding: int, optional + padding for the conv1d, + default: 0. + + """ + + def __init__( + self, + input_dim, + depthwise_seperable_out_channel, + kernel_size, + depthwise_multiplier, + padding=0, + ): + super().__init__() + + self.dw_conv = nn.Conv1d( + input_dim, + input_dim * depthwise_multiplier, + kernel_size, + 1, + padding=padding, + groups=input_dim, + ) + + if depthwise_seperable_out_channel != 0: + self.pw_conv = nn.Conv1d( + input_dim * depthwise_multiplier, depthwise_seperable_out_channel, 1, 1, 0 + ) + else: + self.pw_conv = nn.Identity() + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + + def forward(self, x): + """ + + Args: + x: torch.Tensor + input tensor + """ + x = self.dw_conv(x) + if self.depthwise_seperable_out_channel != 0: + x = self.pw_conv(x) + return x + + +class ConvModule(nn.Module): + """ConvModule Module for the conformer block. + for more details see: + https://arxiv.org/pdf/2005.08100v1.pdf + + Args: + input_dim: int + input channel size. + ext_pw_out_channel: int + if > 0, ext_pw_out_channel is a dim channel size + for the last pointwise conv after swish activation. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + ext_pw_kernel_size: int + kernel size of the conv pointwise of the conformer. + kernel_size: int + kernel size. + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + dropout_rate: float + dropout rate. + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation. + default False + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + chunk_size: int, optional + chunk size for cnn. default 18 + activation: str, optional + activation function used in ConvModule, + default: "relu". + glu_type: str, optional + activation function used for the glu, + default: "sigmoid". + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + export: bool, optional, + if set to True, padding is equal to 0. This is for inference, + or onnx export. Typically this is set by the export program or + the decoder program, and it isn't present in your config file. + default False + """ + + def __init__( + self, + input_dim, + ext_pw_out_channel, + depthwise_seperable_out_channel, + ext_pw_kernel_size, + kernel_size, + depthwise_multiplier, + dropout_rate, + causal=False, + batch_norm=False, + chunk_se=0, + chunk_size=18, + activation="relu", + glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + export=False, + ): + super().__init__() + self.layer_norm = nn.LayerNorm(input_dim) + self.input_dim = input_dim + self.ext_pw_out_channel = ext_pw_out_channel + self.ext_pw_kernel_size = ext_pw_kernel_size + self.depthwise_seperable_out_channel = depthwise_seperable_out_channel + self.glu_type = glu_type + self.bias_in_glu = bias_in_glu + self.linear_glu_in_convm = linear_glu_in_convm + self.causal = causal + + self._add_ext_pw_layer() + + self.batch_norm = batch_norm + self.kernel_size = kernel_size + + if batch_norm: + self.bn_layer = nn.BatchNorm1d(input_dim) + + self.act = get_activation(activation) + self.dropout = nn.Dropout(dropout_rate) + self.export = export + + if causal: + if export: # Inference only. + padding = 0 # A cache is concatenated to the left. No padding in the kernel. + else: + # Training only. Padding will be added symmetrically on both sides. + # After convolution, clip off kernel_size-1 points on the right. + padding = kernel_size - 1 + else: + padding = (kernel_size - 1) // 2 + + self.dw_sep_conv_1d = DepthWiseSeperableConv1d( + input_dim, + depthwise_seperable_out_channel, + kernel_size, + depthwise_multiplier, + padding=padding, + ) + + if depthwise_seperable_out_channel != 0: + if input_dim != depthwise_seperable_out_channel: + self.ln2 = nn.Linear(depthwise_seperable_out_channel, input_dim) + else: + if depthwise_multiplier != 1: + self.ln2 = nn.Linear(input_dim * depthwise_multiplier, input_dim) + + def _add_ext_pw_layer(self): + """ + This function is an extension of __init__ function + and dedicated to the convolution module creation + of the conformer. + """ + self.ln1 = self.glu = self.bn_layer = self.ext_pw_conv_1d = nn.Identity() # jit hacks. + self.squeeze_excitation = nn.Identity() # jit. + self.apply_ln1 = self.fix_len1 = False # jit. + + if self.ext_pw_out_channel != 0: + if self.causal: + self.ext_pw_conv_1d = nn.Conv1d( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + 1, + padding=(self.ext_pw_kernel_size - 1), + ) + if self.ext_pw_kernel_size > 1: + self.fix_len1 = True + else: + self.fix_len1 = False + else: + self.ext_pw_conv_1d = nn.Conv1d( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + 1, + padding=(self.ext_pw_kernel_size - 1) // 2, + ) + self.fix_len1 = False + + if self.linear_glu_in_convm: + self.glu = GLULinear( + self.input_dim, self.ext_pw_out_channel, self.glu_type, self.bias_in_glu + ) + else: + self.glu = GLUPointWiseConv( + self.input_dim, + self.ext_pw_out_channel, + self.ext_pw_kernel_size, + self.glu_type, + self.bias_in_glu, + self.causal, + ) + + if self.input_dim != self.ext_pw_out_channel: + self.apply_ln1 = True + self.ln1 = nn.Linear(self.ext_pw_out_channel, self.input_dim) + else: + self.apply_ln1 = False + else: + self.pw_conv_simplify_w = torch.nn.Parameter(torch.ones(3)) + self.pw_conv_simplify_b = torch.nn.Parameter(torch.zeros(3)) + + def forward(self, x): + """ConvModule Forward. + + Args: + x: torch.Tensor + input tensor. + """ + x = self.layer_norm(x) + + if self.ext_pw_out_channel != 0: + x = self.glu(x) + if self.causal and self.ext_pw_kernel_size > 1: + x = x[:, : -(self.ext_pw_kernel_size - 1), :] + if self.apply_ln1: + x = self.ln1(x) + else: + x_0 = x * self.pw_conv_simplify_w[0] + self.pw_conv_simplify_b[0] + x_1 = x * self.pw_conv_simplify_w[1] + self.pw_conv_simplify_b[1] + x = x_0 + x_1 + + x = x.permute([0, 2, 1]) + + x = self.dw_sep_conv_1d(x) + if self.causal and self.kernel_size > 1: + x = x[:, :, : -(self.kernel_size - 1)] + if hasattr(self, "ln2"): + x = x.permute([0, 2, 1]) + x = self.ln2(x) + x = x.permute([0, 2, 1]) + if self.batch_norm: + x = self.bn_layer(x) + x = self.act(x) + + if self.ext_pw_out_channel != 0: + x = self.ext_pw_conv_1d(x) + if self.fix_len1: + x = x[:, :, : -(self.ext_pw_kernel_size - 1)] + + if self.apply_ln1: + x = x.permute([0, 2, 1]) + x = self.ln1(x) + x = x.permute([0, 2, 1]) + + x = x.permute([0, 2, 1]) + else: + x = x.unsqueeze(1).permute([0, 1, 3, 2]) + x = x * self.pw_conv_simplify_w[2] + self.pw_conv_simplify_b[2] + x = x.squeeze(1) + + x = self.dropout(x) + return x + +class GLULinear(nn.Module): + """Linear + GLU module + + Args: + input_dim: int + input size + output_dim: int + output size. + glu_type: + activation function name used in glu module. + default "sigmoid" (swish function). + bias_in_glu: bool, optional + If True, the addtive bias is added. Default False. + """ + + def __init__( + self, + input_dim, + output_dim, + glu_type="sigmoid", + bias_in_glu=True, + ): + super().__init__() + self.linear = nn.Linear(input_dim, output_dim * 2, bias_in_glu) + self.glu_act = GLU(-1, glu_type) + + def forward(self, x): + """GLULinear forward + + Args: + x: torch.Tensor + inpute tensor. + """ + x = self.linear(x) + return self.glu_act(x) + +class FeedForward(nn.Module): + """FeedForward Module. + For more details see Conformer paper: + https://arxiv.org/pdf/2005.08100.pdf + + Args: + d_model: int + input size. + d_inner: int + output size. + dropout_rate: float, + dropout rate. + activation: str, + activation function name, + one of ["relu", "swish", "sigmoid"], + sigmoid activation is only used with "glu_in_fnn=True", + default "sigmoid". + bias_in_glu: bool, optional + """ + + def __init__( + self, + d_model, + d_inner, + dropout_rate, + activation="sigmoid", + bias_in_glu=True, + ): + super().__init__() + self.d_model = d_model + self.d_inner = d_inner + + self.layer_norm = nn.LayerNorm(d_model) + module = GLULinear(d_model, d_inner, activation, bias_in_glu) + self.net = nn.Sequential( + module, + nn.Dropout(dropout_rate), + nn.Linear(d_inner, d_model), + nn.Dropout(dropout_rate), + ) + + def forward(self, x): + """FeedForward forward function. + + Args: + x: torch.Tensor + input tensor. + """ + out = self.net(self.layer_norm(x)) + + return out + +#### positional encoding starts here +def _pre_hook( + state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs +): + """Perform pre-hook in load_state_dict for backward compatibility. + + Note: + We saved self.pe until v.0.5.2 but we have omitted it later. + Therefore, we remove the item "pe" from `state_dict` for backward compatibility. + + """ + k = prefix + "pe" + if k in state_dict: + state_dict.pop(k) + +class T5RelativeAttentionLogitBias(nn.Module): + """ + This module implements the relative position bias described in Section 2.1 of + the T5 paper: https://arxiv.org/pdf/1910.10683.pdf + + The Huggingface implementation is used as a reference + https://github.com/huggingface/transformers/blob/v4.30.0/src/transformers/models/t5/modeling_t5.py#L435 + + Modifies attention as Q*K^T + B, where B is a learned scalar bias based on relative position + of the query and key. It is HxNxN, where H is the number of heads, N is the sequence length. + + I've made these modifications to the original T5 bias: + - Skipping of the bucketing step. Original T5 bias converted rel position distances into + logarithmically increasing buckets. This is supposed to help with length generalization. + - I just directly use rel position index as bias values, as we don't need length + generalization (40s max is good enough for ASR encoder), and it keeps ONNX export simple. + - I've also extended it so that biases can be asymmetric, the default implementation treats + L->R and R->L the same. Asymmetric was found to yield better results in my experiments. + + Args: + num_heads: int + Number of attention heads + num_buckets: int + Number of buckets to use for relative attention bias. This is the size of the learnable + bias parameter. Bucketing is not yet supported, so this defaults to -1 which means + no bucketing is used (max_distance determines size of bias param). + max_distance: int + Maximum distance to use for relative attention bias. With num_buckets=-1, this directly + controls the max size of the bias parameter. When num_buckets > 0 is supported, this + will control the maximum distance for logarithmic bucketing after which all positions + are in the same bucket. + symmetric: bool + Whether to use symmetric or asymmetric biases. symmetric=False uses 2x number of bias + params to distinguish L->R from R->L. This was found to be better for the encoder. + """ + + def __init__(self, num_heads, num_buckets=-1, max_distance=1000, symmetric=False): + super().__init__() + self.num_heads = num_heads + self.num_buckets = num_buckets + self.max_distance = max_distance + self.symmetric = symmetric + self._skip_bucketing = self.num_buckets < 0 + if self._skip_bucketing: + self.num_buckets = max_distance + else: + raise NotImplementedError("T5 attention bias with bucketed positions is not yet tested") + if not self.symmetric: + self.num_buckets *= 2 + self.bias_values = nn.Embedding(self.num_buckets, self.num_heads) + + def forward(self, x): + # instantiate bias compatible with shape of x + maxpos = x.size(1) + context_position = torch.arange(maxpos, device=x.device, dtype=torch.long)[:, None] + memory_position = torch.arange(maxpos, device=x.device, dtype=torch.long)[None, :] + relative_position = memory_position - context_position + # clipping to a maximum distance using ops that play well with ONNX export + relative_position = relative_position.masked_fill( + relative_position < -self.max_distance, -self.max_distance + ) + relative_position = relative_position.masked_fill( + relative_position > self.max_distance - 1, self.max_distance - 1 + ) + + # mapping from relative position to index in the bias parameter + if self._skip_bucketing: + bias_idx = relative_position + else: + bias_idx = self._bucket_relative_position(relative_position) + if self.symmetric: + bias_idx = bias_idx.abs() + else: + bias_idx += self.num_buckets // 2 + + t5_rel_att_bias = self.bias_values(bias_idx) # [L, L, H] + t5_rel_att_bias = t5_rel_att_bias.permute(2, 0, 1).unsqueeze(0) # [1, H, L, L] + + return t5_rel_att_bias + + def _bucket_relative_position(self, relative_position): + # this is a placeholder (isn't tested, likely buggy) using HuggingFace implem as a reference + # this also needs to be extended to support asymmetric +/- ve positions + relative_buckets = 0 + if not self.causal: + num_buckets //= 2 + relative_buckets += (relative_position > 0).to(torch.long) * num_buckets + relative_position = torch.abs(relative_position) + else: + relative_position = -torch.min(relative_position, torch.zeros_like(relative_position)) + # now relative_position is in the range [0, inf) + + # half of the buckets are for exact increments in positions + max_exact = num_buckets // 2 + is_small = relative_position < max_exact + + # The other half of the buckets are for logarithmically bigger bins in positions up to max_distance + relative_position_if_large = max_exact + ( + torch.log(relative_position.float() / max_exact) + / math.log(self.max_distance / max_exact) + * (num_buckets - max_exact) + ).to(torch.long) + relative_position_if_large = torch.min( + relative_position_if_large, torch.full_like(relative_position_if_large, num_buckets - 1) + ) + + relative_buckets += torch.where(is_small, relative_position, relative_position_if_large) + return relative_buckets + +class AbsolutePositionalEncoding(nn.Module): + """Absolute Positional encoding module. + This module implement Absolute sinusoidal positional encoding + from: https://arxiv.org/pdf/1706.03762.pdf + + Args: + d_model: int + Input embedding size. + dropout_rate: float + dropout rate + max_len: int, optional + Maximum input length sequence, Default 5000 + + """ + + def __init__(self, d_model, dropout_rate, max_len=5000): + """Construct an PositionalEncoding object.""" + super().__init__() + self.d_model = d_model + self.xscale = math.sqrt(self.d_model) + self.dropout = torch.nn.Dropout(p=dropout_rate) + self.pe = None + self.extend_pe(torch.tensor(0.0).expand(1, max_len)) + self._register_load_state_dict_pre_hook(_pre_hook) + + def extend_pe(self, x): + """Reset the positional encodings. + + Args: + x: torch.Tensor + """ + if self.pe is not None: + if self.pe.size(1) >= x.size(1): + if self.pe.dtype != x.dtype or self.pe.device != x.device: + self.pe = self.pe.to(dtype=x.dtype, device=x.device) + return + pe = torch.zeros(x.size(1), self.d_model) + position = torch.arange(0, x.size(1), dtype=torch.float32).unsqueeze(1) + div_term = torch.exp( + torch.arange(0, self.d_model, 2, dtype=torch.float32) + * -(math.log(10000.0) / self.d_model) + ) + pe[:, 0::2] = torch.sin(position * div_term) + pe[:, 1::2] = torch.cos(position * div_term) + pe = pe.unsqueeze(0) + self.pe = pe.to(device=x.device, dtype=x.dtype) + + def forward(self, x: torch.Tensor): + """Add positional encoding. + + Args: + x: torch.Tensor + Input tensor. shape is (batch, time, ...) + + Returns: + torch.Tensor: Encoded tensor. Its shape is (batch, time, ...) + + """ + self.extend_pe(x) + x = x * self.xscale + self.pe[:, : x.size(1)] + return self.dropout(x) + +#### forward embedding layers starts here + +@backoff.on_exception(backoff.expo, Exception, max_tries=10) +def np_loadtxt_with_retry(filepath): + """np.loadtxt with retry + + Args: + filepath: str + file path to the numpy array. + """ + result = np.loadtxt(filepath, dtype="f") + return result + +class MeanVarianceNormLayer(nn.Module): + """Mean/variance normalization layer. + + Will substract mean and multiply input by inverted standard deviation. + Typically used as a very first layer in a model. + + Args: + input_size: int + layer input size. + """ + + def __init__(self, input_size): + super().__init__() + self.input_size = input_size + self.register_buffer("global_mean", torch.zeros(input_size)) + self.register_buffer("global_invstd", torch.ones(input_size)) + self.global_mean: Optional[Tensor] + self.global_invstd: Optional[Tensor] + + def forward(self, input_: Tensor) -> Tensor: + """MeanVarianceNormLayer Forward + + Args: + input_: torch.Tensor + input tensor. + """ + return (input_ - self.global_mean) * self.global_invstd + + def load_mean_invstd(self, mean_file, invstd_file, cuside_features=False): + """Load feature mean and variance used for normalization. + + Args: + mean_file: str + path to the feature mean statistics file. + invstd_file: str + path to the features inverted standard deviation + statistics file. + cuside_features: bool + Boolean that indicates CUSIDE is being used. + The statistics of CUSIDE features are copied + from the normal features + """ + self.global_mean.data = torch.from_numpy(np_loadtxt_with_retry(mean_file)) + self.global_invstd.data = torch.from_numpy(np_loadtxt_with_retry(invstd_file)) + + if cuside_features: + self.global_mean.data = torch.cat((self.global_mean.data, self.global_mean.data), 0) + self.global_invstd.data = torch.cat( + (self.global_invstd.data, self.global_invstd.data), 0 + ) + +class CausalConv1D(nn.Conv1d): + """ + A causal version of nn.Conv1d where each step would have limited access to locations on its right or left + All arguments are the same as nn.Conv1d except padding. + + If padding is set None, then paddings are set automatically to make it a causal convolution where each location would not see any steps on its right. + + If padding is set as a list (size of 2), then padding[0] would be used as left padding and padding[1] as right padding. + It would make it possible to control the number of steps to be accessible on the right and left. + This mode is not supported when stride > 1. padding[0]+padding[1] should be equal to (kernel_size - 1). + """ + + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = 1, + padding: Union[str, int] = 0, + dilation: int = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = "zeros", + device=None, + dtype=None, + ) -> None: + self.cache_drop_size = None + if padding is None: + self._left_padding = kernel_size - 1 + self._right_padding = stride - 1 + else: + if stride != 1 and padding != kernel_size - 1: + raise ValueError("No striding allowed for non-symmetric convolutions!") + if isinstance(padding, int): + self._left_padding = padding + self._right_padding = padding + elif ( + isinstance(padding, list) + and len(padding) == 2 + and padding[0] + padding[1] == kernel_size - 1 + ): + self._left_padding = padding[0] + self._right_padding = padding[1] + else: + raise ValueError(f"Invalid padding param: {padding}!") + + self._max_cache_len = self._left_padding + + super().__init__( + in_channels=in_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + padding=0, + dilation=dilation, + groups=groups, + bias=bias, + padding_mode=padding_mode, + device=device, + dtype=dtype, + ) + + def update_cache(self, x, cache=None): + if cache is None: + new_x = F.pad(x, pad=(self._left_padding, self._right_padding)) + next_cache = cache + else: + new_x = F.pad(x, pad=(0, self._right_padding)) + new_x = torch.cat([cache, new_x], dim=-1) + if self.cache_drop_size > 0: + next_cache = new_x[:, :, : -self.cache_drop_size] + else: + next_cache = new_x + next_cache = next_cache[:, :, -cache.size(-1) :] + return new_x, next_cache + + def forward(self, x, cache=None): + x, cache = self.update_cache(x, cache=cache) + x = super().forward(x) + if cache is None: + return x + else: + return x, cache + + +class CausalConv2D(nn.Conv2d): + """ + A causal version of nn.Conv2d where each location in the 2D matrix would have no access to locations on its right or down + All arguments are the same as nn.Conv2d except padding which should be set as None + """ + + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = 1, + padding: Union[str, int] = 0, + dilation: int = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = "zeros", + device=None, + dtype=None, + ) -> None: + if padding is not None: + raise ValueError("Argument padding should be set to None for CausalConv2D.") + self._left_padding = kernel_size - 1 + self._right_padding = stride - 1 + + padding = 0 + super().__init__( + in_channels, + out_channels, + kernel_size, + stride, + padding, + dilation, + groups, + bias, + padding_mode, + device, + dtype, + ) + + def forward( + self, + x, + ): + if self.training: + x = F.pad( + x, + pad=( + self._left_padding, + self._right_padding, + self._left_padding, + self._right_padding, + ), + ) + else: + x = F.pad( + x, + pad=(self._left_padding, self._right_padding, 0, 0), + ) + x = super().forward(x) + return x + + +class NemoConvSubsampling(torch.nn.Module): + """Convlutional subsampling module, taken from NeMo ASR + (https://github.com/NVIDIA/NeMo/blob/b367413645d5c72db3c2c96e46e95a34501479cf/nemo/collections/asr/parts/submodules/subsampling.py) + + Striding Subsampling: "Speech-Transformer: A No-Recurrence Sequence-to-Sequence Model for + Speech Recognition" by Linhao Dong et al. (https://ieeexplore.ieee.org/document/8462506) + + + Compared with the EncoderConv2D (`input_layer: custom`), this is a much simplified approach, + and uses no LayerNorm and far fewer Conv2Ds. Moreover, depthwise convolutions are used to reduce + FLOPs, but the first layer is kept as a regular convolution so as not to degrade accuracy. + + `Striding` and `dw_striding` are the same except that the latter uses depthwise convolutions + after the first layer, whereas the former does not. + + Args: + subsampling_factor (int): Time reduction factor + feat_in (int): size of the input features + feat_out (int): size of the output features + subsampling (str): The subsampling technique, choose from + {"striding", "dw-striding", "striding_conv1d", "dw_striding_conv1d"} + conv_channels (int): Number of channels for the convolution layers, default is 256. + subsampling_conv_chunking_factor (int): Input chunking factor which can be -1 (no chunking) + 1 (auto) or a power of 2. Default is 1 + activation (Module): activation function, default is nn.ReLU() + is_causal (bool): whether to use causal Conv1/2D, where each step will have limited access + to locations on its right or left + """ + + def __init__( + self, + feat_in, + feat_out, + subsampling_factor=4, + subsampling="dw_striding", + conv_channels=256, + subsampling_conv_chunking_factor=1, + activation=nn.ReLU(), + is_causal=False, + ): + super().__init__() + self._subsampling = subsampling + self._conv_channels = conv_channels + self._feat_in = feat_in + self._feat_out = feat_out + + if subsampling_factor % 2 != 0: + raise ValueError("Sampling factor should be a multiply of 2!") + self._sampling_num = int(math.log(subsampling_factor, 2)) + self.subsampling_factor = subsampling_factor + self.is_causal = is_causal + self.subsampling_causal_cond = subsampling in ("dw_striding", "striding", "striding_conv1d") + + if ( + subsampling_conv_chunking_factor != -1 + and subsampling_conv_chunking_factor != 1 + and subsampling_conv_chunking_factor % 2 != 0 + ): + raise ValueError("subsampling_conv_chunking_factor should be -1, 1, or a power of 2") + self.subsampling_conv_chunking_factor = subsampling_conv_chunking_factor + + in_channels = 1 + layers = [] + + if subsampling == "dw_striding": + self._stride = 2 + self._kernel_size = 3 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + # Layer 1 + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + in_channels = conv_channels + layers.append(activation) + + for i in range(self._sampling_num - 1): + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + groups=in_channels, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ) + ) + + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "striding": + self._stride = 2 + self._kernel_size = 3 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + for i in range(self._sampling_num): + if self.is_causal: + layers.append( + CausalConv2D( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv2d( + in_channels=in_channels, + out_channels=conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "striding_conv1d": + in_channels = feat_in + + self._stride = 2 + self._kernel_size = 5 + self._ceil_mode = False + + if self.is_causal: + self._left_padding = self._kernel_size - 1 + self._right_padding = self._stride - 1 + self._max_cache_len = subsampling_factor + 1 + else: + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + self._max_cache_len = 0 + + for i in range(self._sampling_num): + if self.is_causal: + layers.append( + CausalConv1D( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 1 else conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=None, + ) + ) + else: + layers.append( + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 1 else conv_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + ) + ) + layers.append(activation) + in_channels = conv_channels + + elif subsampling == "dw_striding_conv1d": + in_channels = feat_in + + self._stride = 2 + self._kernel_size = 5 + self._ceil_mode = False + + self._left_padding = (self._kernel_size - 1) // 2 + self._right_padding = (self._kernel_size - 1) // 2 + + # Layer 1 + layers.extend( + [ + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ), + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == 1 else conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ), + ] + ) + in_channels = conv_channels + layers.append(activation) + + for i in range(self._sampling_num - 1): + layers.extend( + [ + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=in_channels, + kernel_size=self._kernel_size, + stride=self._stride, + padding=self._left_padding, + groups=in_channels, + ), + torch.nn.Conv1d( + in_channels=in_channels, + out_channels=feat_out if self._sampling_num == i + 2 else conv_channels, + kernel_size=1, + stride=1, + padding=0, + groups=1, + ), + ] + ) + layers.append(activation) + in_channels = conv_channels + + else: + raise ValueError(f"Not valid sub-sampling: {subsampling}!") + + if subsampling in ["dw_striding", "striding"]: + in_length = torch.tensor(feat_in, dtype=torch.float) + out_length = calc_length( + lengths=in_length, + all_paddings=self._left_padding + self._right_padding, + kernel_size=self._kernel_size, + stride=self._stride, + ceil_mode=self._ceil_mode, + repeat_num=self._sampling_num, + ) + self.out = torch.nn.Linear(conv_channels * int(out_length), feat_out) + self.conv2d_subsampling = True + elif subsampling in ["striding_conv1d", "dw_striding_conv1d"]: + self.out = None + self.conv2d_subsampling = False + else: + raise ValueError(f"Not valid sub-sampling: {subsampling}!") + + self.conv = torch.nn.Sequential(*layers) + + def get_sampling_frames(self): + return [1, self.subsampling_factor] + + def get_streaming_cache_size(self): + return [0, self.subsampling_factor + 1] + + def forward(self, x, mask): + """ + Forward method for NeMo subsampling. + + Args: + x[Batch, Time, Filters]: torch.Tensor + input tensor + x_mask: torch.Tensor + input mask + + Returns: + x: torch.Tensor + Resulting tensor from subsampling (B, T // time_reduction_factor, feat_out) + pad_mask: torch.Tensor + tensor of padded hidden state sequences (B, 1, T // time_reduction_factor) + """ + batch_size = x.shape[0] + # Unsqueeze Channel Axis + if self.conv2d_subsampling: + x = x.unsqueeze(1) + # Transpose to Channel First mode + else: + x = x.transpose(1, 2) + + # split inputs if chunking_factor is set + if self.subsampling_conv_chunking_factor != -1 and self.conv2d_subsampling: + if self.subsampling_conv_chunking_factor == 1: + # if subsampling_conv_chunking_factor is 1, we split only if needed + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + x_ceil = 2**31 / self._conv_channels * self._stride * self._stride + if torch.numel(x) > x_ceil: + need_to_split = True + else: + need_to_split = False + else: + # if subsampling_conv_chunking_factor > 1 we always split + need_to_split = True + + if need_to_split: + x, success = self.conv_split_by_batch(x) + if not success: # if unable to split by batch, try by channel + if self._subsampling == "dw_striding": + x = self.conv_split_by_channel(x) + else: + x = self.conv(x) # try anyway + else: + x = self.conv(x) + else: + x = self.conv(x) + + # Flatten Channel and Frequency Axes + if self.conv2d_subsampling: + b, c, t, f = x.size() + x = self.out(x.transpose(1, 2).reshape(b, t, -1)) + # Transpose to Channel Last mode + else: + x = x.transpose(1, 2) + + max_audio_length = x.shape[1] + feature_lens = mask.sum(1) + padding_length = torch.ceil(feature_lens.to(torch.float32) / float(self.subsampling_factor)).to(torch.int64) + if self.is_causal and self.subsampling_causal_cond: + feature_lens_remainder = feature_lens % self.subsampling_factor + padding_length[feature_lens_remainder != 1] += 1 + pad_mask = ( + torch.arange(0, max_audio_length, device=x.device).expand(padding_length.size(0), -1) + < padding_length.unsqueeze(1) + ) + + condition = torch.full_like(pad_mask, batch_size != 1).bool() + pad_mask = pad_mask * condition + return x, pad_mask.unsqueeze(1) + + def reset_parameters(self): + # initialize weights + if self._subsampling == "dw_striding": + with torch.no_grad(): + # init conv + scale = 1.0 / self._kernel_size + dw_max = (self._kernel_size**2) ** -0.5 + pw_max = self._conv_channels**-0.5 + + torch.nn.init.uniform_(self.conv[0].weight, -scale, scale) + torch.nn.init.uniform_(self.conv[0].bias, -scale, scale) + + for idx in range(2, len(self.conv), 3): + torch.nn.init.uniform_(self.conv[idx].weight, -dw_max, dw_max) + torch.nn.init.uniform_(self.conv[idx].bias, -dw_max, dw_max) + torch.nn.init.uniform_(self.conv[idx + 1].weight, -pw_max, pw_max) + torch.nn.init.uniform_(self.conv[idx + 1].bias, -pw_max, pw_max) + + # init fc (80 * 64 = 5120 from https://github.com/kssteven418/Squeezeformer/blob/13c97d6cf92f2844d2cb3142b4c5bfa9ad1a8951/src/models/conformer_encoder.py#L487 + fc_scale = (self._feat_out * self._feat_in / self._sampling_num) ** -0.5 + torch.nn.init.uniform_(self.out.weight, -fc_scale, fc_scale) + torch.nn.init.uniform_(self.out.bias, -fc_scale, fc_scale) + + def conv_split_by_batch(self, x): + """Tries to split input by batch, run conv and concat results""" + b, _, _, _ = x.size() + if b == 1: # can't split if batch size is 1 + return x, False + + if self.subsampling_conv_chunking_factor > 1: + cf = self.subsampling_conv_chunking_factor + else: + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + x_ceil = 2**31 / self._conv_channels * self._stride * self._stride + p = math.ceil(math.log(torch.numel(x) / x_ceil, 2)) + cf = 2**p + + new_batch_size = b // cf + if new_batch_size == 0: # input is too big + return x, False + + return torch.cat([self.conv(chunk) for chunk in torch.split(x, new_batch_size, 0)]), True + + def conv_split_by_channel(self, x): + """For dw convs, tries to split input by time, run conv and concat results""" + x = self.conv[0](x) # full conv2D + x = self.conv[1](x) # activation + + for i in range(self._sampling_num - 1): + _, c, t, _ = x.size() + + if self.subsampling_conv_chunking_factor > 1: + cf = self.subsampling_conv_chunking_factor + else: + # avoiding a bug / feature limiting indexing of tensors to 2**31 + # see https://github.com/pytorch/pytorch/issues/80020 + p = math.ceil(math.log(torch.numel(x) / 2**31, 2)) + cf = 2**p + + new_c = int(c // cf) + if new_c == 0: + new_c = 1 + + new_t = int(t // cf) + if new_t == 0: + new_t = 1 + + x = self.channel_chunked_conv(self.conv[i * 3 + 2], new_c, x) # conv2D, depthwise + + # splitting pointwise convs by time + x = torch.cat( + [self.conv[i * 3 + 3](chunk) for chunk in torch.split(x, new_t, 2)], 2 + ) # conv2D, pointwise + x = self.conv[i * 3 + 4](x) # activation + return x + + def channel_chunked_conv(self, conv, chunk_size, x): + """Performs channel chunked convolution""" + + ind = 0 + out_chunks = [] + for chunk in torch.split(x, chunk_size, 1): + step = chunk.size()[1] + + if self.is_causal: + chunk = nn.functional.pad( + chunk, + pad=( + self._kernel_size - 1, + self._stride - 1, + self._kernel_size - 1, + self._stride - 1, + ), + ) + ch_out = nn.functional.conv2d( + chunk, + conv.weight[ind : ind + step, :, :, :], + bias=conv.bias[ind : ind + step], + stride=self._stride, + padding=0, + groups=step, + ) + else: + ch_out = nn.functional.conv2d( + chunk, + conv.weight[ind : ind + step, :, :, :], + bias=conv.bias[ind : ind + step], + stride=self._stride, + padding=self._left_padding, + groups=step, + ) + out_chunks.append(ch_out) + ind += step + + return torch.cat(out_chunks, 1) + + def change_subsampling_conv_chunking_factor(self, subsampling_conv_chunking_factor: int): + if ( + subsampling_conv_chunking_factor != -1 + and subsampling_conv_chunking_factor != 1 + and subsampling_conv_chunking_factor % 2 != 0 + ): + raise ValueError("subsampling_conv_chunking_factor should be -1, 1, or a power of 2") + self.subsampling_conv_chunking_factor = subsampling_conv_chunking_factor + + +def calc_length(lengths, all_paddings, kernel_size, stride, ceil_mode, repeat_num=1): + """Calculates the output length of a Tensor passed through a convolution or max pooling layer""" + add_pad: float = all_paddings - kernel_size + one: float = 1.0 + for i in range(repeat_num): + lengths = torch.div(lengths.to(dtype=torch.float) + add_pad, stride) + one + if ceil_mode: + lengths = torch.ceil(lengths) + else: + lengths = torch.floor(lengths) + return lengths.to(dtype=torch.int) + +#### multihead attention starts here +class AttModule(nn.Module): + """Attention abstraction module""" + + def __init__(self): + super().__init__() + self.export_mode = False + + def set_export(self, mode=True): + """set the export mode""" + self.export_mode = mode + + def forward( + self, + x: Tensor, + memory: Optional[Tensor] = None, + pos_emb: Optional[Tensor] = None, + att_mask: Optional[Tensor] = None, + ) -> Tuple[Tensor, Tensor, Optional[Tensor], Optional[Tensor]]: + """AttModule forward + + Args: + x: torch.Tensor + input tensor. + memory: torch.Tensor, optional + memory tensor. + pos_emb: torch.Tensor, optional + positional encoder embedding. + att_mask: torch.Tensor, optional + attention mask tensor. + """ + return x, memory, pos_emb, att_mask + + +class AttBlock(Block, AttModule): + """Attention Block module to support both Attention and Block module.""" + + def memory_dims(self, max_len=False): + """memory dimensions""" + return (1, self.input_size) + +def masked_softmax( + scores, + mask: Optional[Tensor], +): + # if mask is not None: + # # mask = mask.unsqueeze(1).eq(0) # (batch, 1, time1, time2) + # scores = scores.masked_fill(mask, -torch.inf) + # attn = torch.softmax(scores, dim=-1).masked_fill(mask, 0.0) # (batch, head, time1, time2) + # else: + attn = torch.softmax(scores, dim=-1) # (batch, head, time1, time2) + return attn + + +class MultiHeadedAttention(nn.Module): + """Multi-Head Attention layer with optional relative position embedding and GLU. + + Args: + n_head: int + the number of heads. + n_feat: int + input size features. + dropout_rate: float + dropout rate. + use_LN: bool + apply layer norm or not + dropout_at_output: bool + whether to apply dropout at output + attention_inner_dim: int, optional + the attention dimension used in the class, + it can be different from the input dimension n_feat. + default: -1 (equal to n_feat). + use_pt_scaled_dot_product_attention: bool, optional + if set True, use pytorch scaled dot product attention in training. NOTE: this will NOT + be used in ONNX decoding due to a lack of support. In that case, we use the original + attention implementation, which shows no regression. + default: False. + n_value: int, optional + if set to values other than -1, use a different dimension for value. With the default value (i.e. -1), it is backward compatible. + group_size: int, optional. must divide `n_head` + if group_size > 1: GQA + if group_size = 1: MHA + if group_size = n_head: MQA + """ + + inv_sqrt_d_k: torch.jit.Final[float] + h: torch.jit.Final[int] + h_k: torch.jit.Final[int] + g: torch.jit.Final[int] + + def __init__( + self, + n_head, + n_feat, + dropout_rate, + attention_inner_dim=-1, + glu_type="swish", + bias_in_glu=True, + use_pt_scaled_dot_product_attention=False, + n_value=-1, + group_size: int = 1, + ): + super().__init__() + if n_value == -1: + n_value = n_feat + if attention_inner_dim == -1: + attention_inner_dim = n_feat + assert attention_inner_dim % n_head == 0 + + # We assume d_v always equals d_k + self.d_k = attention_inner_dim // n_head + self.inv_sqrt_d_k = 1.0 / math.sqrt(self.d_k) + self.h = n_head + assert n_head % group_size == 0, "group_size must divide n_head" + self.g = group_size + self.h_k = n_head // group_size + + self.linear_q = nn.Linear(n_feat, attention_inner_dim) + self.linear_k = nn.Linear(n_feat, attention_inner_dim // group_size) + self.linear_v = nn.Linear(n_value, attention_inner_dim // group_size) + self.linear_out = nn.Linear(attention_inner_dim // group_size, n_value) + + self.attn = torch.jit.Attribute(None, Optional[Tensor]) + self.dropout = nn.Dropout(p=dropout_rate) + self.dropout_rate = dropout_rate + self.use_pt_scaled_dot_product_attention = use_pt_scaled_dot_product_attention + + if use_pt_scaled_dot_product_attention and group_size > 1: + raise ValueError("Cannot use PT Scaled Attention with GQA") + + # Torchscript eager quantization. Note that these functions below are + # NOOPs and have very little impact on performance unless quantization is + # enabled. + self.quant_q = torch.ao.quantization.QuantStub() + self.quant_x = torch.ao.quantization.QuantStub() + self.dequant = torch.ao.quantization.DeQuantStub() + self.ffunc = torch.ao.nn.quantized.FloatFunctional() + + def forward( + self, + query: Tensor, + key: Tensor, + value: Tensor, + pos_k: Tensor, + pos_v: Tensor, + mask: Optional[Tensor], + relative_attention_bias: Optional[Tensor] = None, + ): + """Compute 'Scaled Dot Product Attention'. + + Args: + query: torch.Tensor + query tensor (batch, time1, size) + key: torch.Tensor + key tensor (batch, time2, size) + value: torch.Tensor + value tensor (batch, time1, size) + pos_k: torch.Tensor + key tensor used for relative positional embedding. + pos_v: torch.Tensor + value tensor used for relative positional embedding. + mask: torch.Tensor + mask tensor (batch, time1, time2) + relative_attention_bias: torch.Tensor + bias added to attention logits w.r.t. relative positions (1, n_head, time1, time2) + """ + # self.h = num_heads + # self.h_k = num_kv_heads + # self.d_k = head_size + n_batch, seq_len, _ = query.size() + + q = self.linear_q(query).view(n_batch, seq_len, self.h, self.d_k) # (b, t, d) + k = self.linear_k(key).view(n_batch, seq_len, self.h_k, self.d_k) # (b, t, d) + v = self.linear_v(value).view(n_batch, seq_len, self.h_k, self.d_k) + q = ( + q.transpose(1, 2) + if self.use_pt_scaled_dot_product_attention and not torch.jit.is_scripting() + else q.transpose(1, 2) * self.inv_sqrt_d_k + ) + k = k.transpose(1, 2) # (batch, head_k, time2, d_k) + v = v.transpose(1, 2) # (batch, head_k, time2, d_k) + + if self.use_pt_scaled_dot_product_attention and not torch.jit.is_scripting(): + attn_mask = None + if mask is not None: + mask = mask.unsqueeze(1) + if relative_attention_bias is not None: + attn_mask = mask + relative_attention_bias + else: + attn_mask = mask + if mask.dtype != q.dtype: + attn_mask = attn_mask.to(q.dtype) + + with torch.backends.cuda.sdp_kernel( + enable_flash=True, enable_math=True, enable_mem_efficient=True + ): + x = torch.nn.functional.scaled_dot_product_attention( + q, + k, + v, + attn_mask=attn_mask, + dropout_p=self.dropout_rate, + ) + else: + if self.h != self.h_k: + q = q.reshape(n_batch, self.g, self.h_k, -1, self.d_k) + A = torch.einsum("b g h t d, b h s d -> b h t s", q, k) + else: + A = torch.matmul(q, k.transpose(-2, -1)) + if pos_k is not None: + if self.h != self.h_k: + B = torch.einsum("b g h t d, t s d -> b h t s", q, pos_k) + else: + reshape_q = ( + q.contiguous().view(n_batch * self.h, -1, self.d_k).transpose(0, 1) + ) # (t1,nh,dk) + B = torch.matmul(reshape_q, pos_k.transpose(-2, -1)) # pos_k: (t1,dk,t2) + B = B.transpose(0, 1).view(n_batch, self.h, pos_k.size(0), pos_k.size(1)) + scores = A + B + else: + scores = A + + if relative_attention_bias is not None: + scores = scores + relative_attention_bias + + attn = masked_softmax(scores, mask) # (batch, head, time1, time2) + + self.attn = attn + + p_attn = self.dropout(attn) + x = torch.matmul(p_attn.to(v.dtype), v) # (batch, head, time1, d_k) + if pos_v is not None: + reshape_attn = ( + p_attn.contiguous() + .view(n_batch * self.h, pos_v.size(0), pos_v.size(1)) + .transpose(0, 1) + ) # (t1, bh, t2) + + attn_v = ( + torch.matmul(reshape_attn, pos_v) + .transpose(0, 1) + .contiguous() + .view(n_batch, self.h, pos_v.size(0), self.d_k) + ) + x = x + attn_v + x = ( + x.transpose(1, 2).contiguous().view(n_batch, seq_len, self.h_k * self.d_k) + ) # (batch, time1, d_model) + + return self.linear_out(x) # (batch, time1, d_model) + + +def unfold_tensor(xs_pad, max_seq_len): + """ + For a given tensor with shape of (N, T, D), if sequence length T is longer than max_seq_len, + this function unfold it to a (NT', max_seq_len, D) where T' is T // max_seq_len. + Args: + xs_pad: N, T, D + """ + _, _, D = xs_pad.shape + xs_pad = xs_pad.transpose(-1, -2) # convert to N, D, T + # N x D x 1 x T => N x (D x max_seq_len) x T' + xs_pad = F.unfold( + xs_pad[..., None, :], + kernel_size=(1, max_seq_len), + stride=(1, max_seq_len), + ) + + new_bsz, _, slen = xs_pad.shape + # N x D x max_seq_len x T' + xs_pad = xs_pad.view(new_bsz, -1, max_seq_len, slen) + # N x T' x max_seq_len x D + xs_pad = xs_pad.permute(0, 3, 2, 1).contiguous() + # NT' x max_seq_len x D + xs_pad = xs_pad.view(-1, max_seq_len, D) + return xs_pad + +# conformer_encoder.py +class MultiSequential(torch.nn.Sequential): + """Multi-input multi-output torch.nn.Sequential""" + + # @torch.jit.ignore + def forward(self, *args): + """Forward method implementation.""" + for m in self: + args = m(*args) + return args + +def repeat(repeat_num, module_gen_fn): + """repeat module N times + + :param int repeat_num: repeat time + :param function module_gen_fn: function to generate module + :return: repeated modules + :rtype: MultiSequential + """ + return MultiSequential(*[module_gen_fn(i) for i in range(repeat_num)]) + +class ConformerEncoderLayer(nn.Module): + """ConformerEncoder Layer module. + for more details see conformer paper: + https://arxiv.org/abs/2005.08100 + This module implement the Conformer block layer. + + Args: + d_model: int + attention dim. + ext_pw_out_channel: int + if > 0, ext_pw_out_channel is a dim channel size + for the last pointwise conv after swish activation. + depthwise_seperable_out_channel: int + if set different to 0, the number of depthwise_seperable_out_channel + will be used as a channel_out of the second conv1d layer. + otherwise, it equal to 0, the second conv1d layer is skipped. + depthwise_multiplier: int + number of input_dim channels duplication. this value + will be used to compute the hidden channels of the Conv1D. + n_head: int + the number of heads for multihead attention module. + d_ffn: int + output size of the feed_forward blocks. + ext_pw_kernel_size: int + kernel size of the conv pointwise of the conformer. + kernel_size: int + kernel size. + dropout_rate: float + dropout rate. + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation + in ConvModule layer of the conformer. + default False + activation: str, optional + activation function name, + one of ["relu", "swish", "sigmoid"], + sigmoid activation is only used with "glu_in_fnn=True", + default "relu". + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + default 0. + chunk_size: int, optional + chunk_size for cnn. default 18 + conv_activation: str, optional + activation function used in ConvModule part + of the conformer, default "relu". + conv_glu_type: str, optional + activation function used for the glu inside + the ConvModule part of the conformer. + default: "sigmoid". + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + attention_innner_dim: int, otional + if equal to -1, attention dim for linears k/q/v is + equal to d_model. otherwise attention_innner_dim is used. + default -1. + attention_glu_type: str, optional + activation function for glu used in the multihead attention, + default "swish". + activation_checkpointing: str, optional + a dictionarry of {"module","interval","offload"}, where + "module": str + accept ["transformer", "attention"] to select + which module should do activation checkpointing. + "interval": int, default 1, + interval of applying activation checkpointing, + interval = 1 means that we apply checkpointing + on every layer (if activation), otherwise, + we apply it every x interval. + "offload": bool, default False, + if set to True, we offload activation to cpu and + reload it during backward, otherwise, + we recalculate activation in backward. + default "". + export: bool, optional + if set to True, it remove the padding from convolutional layers + and allow the onnx conversion for inference. + default False. + use_pt_scaled_dot_product_attention: bool, optional + if set to True, use pytorch's scaled dot product attention implementation in training. + attn_group_sizes: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attn_group_sizes < attention_heads = Grouped-Query Attention + attn_group_sizes = attenion_heads = Multi-Query Attention + """ + + def __init__( + self, + d_model=512, + ext_pw_out_channel=0, + depthwise_seperable_out_channel=256, + depthwise_multiplier=1, + n_head=4, + d_ffn=2048, + ext_pw_kernel_size=1, + kernel_size=3, + dropout_rate=0.1, + causal=False, + batch_norm=False, + activation="relu", + chunk_se=0, + chunk_size=18, + conv_activation="relu", + conv_glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + attention_innner_dim=-1, + attention_glu_type="swish", + activation_checkpointing="", + export=False, + use_pt_scaled_dot_product_attention=False, + attn_group_sizes: int = 1, + ): + super().__init__() + + self.feed_forward_in = FeedForward( + d_model=d_model, + d_inner=d_ffn, + dropout_rate=dropout_rate, + activation=activation, + bias_in_glu=bias_in_glu, + ) + + self.self_attn = encoder_checkpoint_wrapper( + activation_checkpointing, + MultiHeadedAttention, + )( + MultiHeadedAttention( + n_head, + d_model, + dropout_rate, + attention_innner_dim, + attention_glu_type, + bias_in_glu, + use_pt_scaled_dot_product_attention=use_pt_scaled_dot_product_attention, + group_size=attn_group_sizes, + ) + ) + self.conv = ConvModule( + d_model, + ext_pw_out_channel, + depthwise_seperable_out_channel, + ext_pw_kernel_size, + kernel_size, + depthwise_multiplier, + dropout_rate, + causal, + batch_norm, + chunk_se, + chunk_size, + conv_activation, + conv_glu_type, + bias_in_glu, + linear_glu_in_convm, + export=export, + ) + + self.feed_forward_out = FeedForward( + d_model=d_model, + d_inner=d_ffn, + dropout_rate=dropout_rate, + activation=activation, + bias_in_glu=bias_in_glu, + ) + + self.layer_norm_att = nn.LayerNorm(d_model) + self.layer_norm = nn.LayerNorm(d_model) + + def forward( + self, + x, + pos_k, + pos_v, + mask, + relative_attention_bias: Optional[Tensor] = None, + ): + """ConformerEncoder forward. + + Args: + x: torch.Tensor + input feature of shape (batch, max_time_in, size) + pos_k: torch.Tensor + positional key embedding. + mask: torch.Tensor + mask for x (batch, max_time_in) + relative_attention_bias: Optional[torch.Tensor] + bias added to attention logits w.r.t. relative positions (1, n_head, time1, time2) + """ + x = x + 0.5 * self.feed_forward_in(x) + norm_x = self.layer_norm_att(x) + + x = x + self.self_attn( + norm_x, + norm_x, + norm_x, + pos_k, + pos_v, + mask, + relative_attention_bias=relative_attention_bias, + ) + x = x + self.conv(x) + x = x + 0.5 * self.feed_forward_out(x) + + out = self.layer_norm(x) + + return out, pos_k, pos_v + +class TransformerEncoderBase(abc.ABC, nn.Module): + """The Base class for Transformer based encoders + + Please set causal = True in streaming model + Args: + input_size: int + input feature dimension. + chunk_size: int, list(int) + Number of frames for each chunk + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training + Some examples for the 2 cases: + chunk_size = 12 + chunk_size = [6, 8, 12, 24] + left_chunk: int, list(int) + Number of chunks used for masking in streaming mode. + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training. When + chunk_size is a list, left_chunk must be a list with same length. + Some examples for the 2 cases: + left_chunk = 6 + left_chunk = [12, 9, 6, 3] + attention_dim: int, optional + attention dimension. default 256. + attention_heads: int, optional + the number of heads. default 4 + input_layer: str, optional + input layer type before Conformer, + one of ["linear", "conv2d", "custom", "vgg2l", "embed"], + default "conv2d" + cnn_out: int, optional + the number of CNN channels before Conformer. + default -1. + cnn_layer_norm: bool, optional + layer norm between Conformer and the first CNN. + default False. + time_reduction: int, optional + time reduction factor + default 4 + dropout_rate: float, optional + dropout rate. default 0.1 + padding_idx: int, optional + padding index for input_layer=embed + default -1 + relative_attention_bias_args: dict, optional + use more efficient scalar bias-based relative multihead attention (Q*K^T + B) + implemented in cmb.basics.embedding.[T5/ALiBi]RelativeAttentionLogitBias + usage: relative_attention_bias_args={"type": t5/alibi} + additional method-specific arguments can be provided (see transformer_base.py) + positional_dropout_rate: float, optional + dropout rate after positional encoding. default 0.0 + nemo_conv_settings: dict, optional + A dictionary of settings for NeMo Subsampling. + default None + conv2d_extra_padding: str, optional + Add extra padding in conv2d subsampling layers. Choices are + (feat, feat_time, none, True). + if True or feat_time, the extra padding is added into non full + supraframe utts in batch. + Default: none + attention_group_size: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attention_group_size < attention_heads = Grouped-Query Attention + attention_group_size = attenion_heads = Multi-Query Attention + """ + + def __init__( + self, + input_size, + chunk_size, + left_chunk, + attention_dim=256, + attention_heads=4, + input_layer="nemo_conv", + cnn_out=-1, + cnn_layer_norm=False, + time_reduction=4, + dropout_rate=0.0, + padding_idx=-1, + relative_attention_bias_args=None, + positional_dropout_rate=0.0, + nemo_conv_settings=None, + conv2d_extra_padding: Literal["feat", "feat_time", "none", True] = "none", + attention_group_size=1, + encoder_embedding_config=None, + ): + super().__init__() + self.input_size = input_size + self.input_layer = input_layer + self.chunk_size = chunk_size + self.left_chunk = left_chunk + self.attention_dim = attention_dim + self.num_heads = attention_heads + self.attention_group_size = attention_group_size + self.time_reduction = time_reduction + self.nemo_conv_settings = nemo_conv_settings + self.encoder_embedding_config = encoder_embedding_config + + if self.input_layer == "nemo_conv": + default_nemo_conv_settings = { + "subsampling": "dw_striding", + "subsampling_factor": self.time_reduction, + "feat_in": input_size, + "feat_out": attention_dim, + "conv_channels": 256, + "subsampling_conv_chunking_factor": 1, + "activation": nn.ReLU(), + "is_causal": False, + } + # Override any of the defaults with the incoming, user settings + if nemo_conv_settings: + default_nemo_conv_settings.update(nemo_conv_settings) + for i in ["subsampling_factor", "feat_in", "feat_out"]: + assert ( + i not in nemo_conv_settings + ), "{i} should be specified outside of the NeMo dictionary" + + self.embed = NemoConvSubsampling( + **default_nemo_conv_settings, + ) + else: + raise ValueError("unknown input_layer: " + input_layer) + + self.pos_emb = AbsolutePositionalEncoding(attention_dim, positional_dropout_rate) + + self.relative_attention_bias_type = ( + relative_attention_bias_args.get("type") if relative_attention_bias_args else None + ) + if self.relative_attention_bias_type == "t5": + assert ( + self.num_heads % self.attention_group_size == 0 + ), "attention_group_size must divide n_head" + self.relative_attention_bias_layer = T5RelativeAttentionLogitBias( + self.num_heads // self.attention_group_size, + max_distance=relative_attention_bias_args.get("t5_bias_max_distance", 1000), + symmetric=relative_attention_bias_args.get("t5_bias_symmetric", False), + ) + else: + raise NotImplementedError + + + def post_init(self, init_model_config): + + pretrained_speech_encoder_path = init_model_config.get('pretrained_speech_encoder_path', None) + if pretrained_speech_encoder_path: + model_state = torch.load(pretrained_speech_encoder_path, map_location="cpu") + encoder_state_dict = {} + for k, v in model_state.items(): + if "encoder." in k: + tmp_k = k.replace("encoder.", "") + encoder_state_dict[tmp_k] = v + + if hasattr(self, "encoder_embedding"): + del self.encoder_embedding + self.load_state_dict(encoder_state_dict) + + if not hasattr(self, "encoder_embedding"): + self.encoder_embedding = MeanVarianceNormLayer(self.encoder_embedding_config["input_size"]) + + mean_file = init_model_config.get('mean_file', None) + invstd_file = init_model_config.get('invstd_file', None) + if mean_file is not None and invstd_file is not None: + self.encoder_embedding.load_mean_invstd(mean_file, invstd_file) + + def compute_lens_change(self, feature_lens): + """feature_lens: int + return updated feature lens. + + This used to return a different lambda function for each case that computed + the right thing. That does not work within Torchscript. If you really + need this to be faster, create nn.Module()-s for all the cases and return + one of them. Torchscript does support that. + """ + if self.input_layer == "nemo_conv": + # Handle the special causal case + subsampling_causal_cond = self.nemo_conv_settings.get("subsampling", "dw_striding") in [ + "dw_striding", + "striding", + "striding_conv1d", + ] + is_causal = self.nemo_conv_settings.get("is_causal", False) + if is_causal and subsampling_causal_cond: + lens_change = ( + torch.ceil(feature_lens / self.time_reduction).long() + if isinstance(feature_lens, Tensor) + else math.ceil(feature_lens / self.time_reduction) + ) + feature_lens_remainder = feature_lens % self.time_reduction + if isinstance(feature_lens, Tensor): + lens_change[feature_lens_remainder != 1] += 1 + elif feature_lens_remainder != 1: + lens_change += 1 + return lens_change + # ceil_func = math.ceil if isinstance(feature_lens, int) else torch.ceil + # return ceil_func(feature_lens / self.time_reduction) + return math.ceil(feature_lens / self.time_reduction) + + @abc.abstractmethod + def forward(self): + """Abstract forward method implementation.""" + + def _chunk_size_selection(self, chunk_size=None, left_chunk=None): + """If chunk size is a list, we will randomly select a chunk size.""" + + if chunk_size is None: + chunk_size = self.chunk_size + if left_chunk is None: + left_chunk = self.left_chunk + if isinstance(chunk_size, list): + # Variable chunk size during training + chunk_size_index = int(torch.randint(low=0, high=len(chunk_size), size=(1,))) + chunk_size_train_eff = chunk_size[chunk_size_index] + if not isinstance(left_chunk, list): + raise ValueError("Since chunk_size is a list, left_chunk must be a list") + if len(left_chunk) != len(chunk_size): + raise ValueError( + "The length of left_chunk must be the same as length of chunk_size." + ) + left_chunk_train_eff = left_chunk[chunk_size_index] + else: + chunk_size_train_eff = chunk_size + left_chunk_train_eff = left_chunk + + return chunk_size_train_eff, left_chunk_train_eff + + def _get_embed_class(self, embed): + # pylint: disable=protected-access + is_embed_using_act_chkpt = isinstance(embed, CheckpointWrapper) + is_embed_fsdp_wrapped = isinstance(embed, FullyShardedDataParallel) + embed_class = embed + if is_embed_using_act_chkpt: + embed_class = embed._checkpoint_wrapped_module + if is_embed_fsdp_wrapped: + embed_class = embed.module + return embed_class + + def _forward_embeddings_core(self, input_tensor, masks): + embed_class = self._get_embed_class(self.embed) + assert isinstance(embed_class, NemoConvSubsampling) + input_tensor, masks = self.embed(input_tensor, masks) + return input_tensor, masks + + def _position_embedding(self, input_tensor): + pos_k = None + pos_v = None + if self.relative_attention_bias_layer is None: + input_tensor = self.pos_emb(input_tensor) # default to add abs sinusoid embedding + return pos_k, pos_v + + def _streaming_mask(self, seq_len, batch_size, chunk_size, left_chunk): + chunk_size_train_eff, left_chunk_train_eff = self._chunk_size_selection( + chunk_size, left_chunk + ) + + # Create mask matrix for streaming + # S stores start index. if chunksize is 18, s is [0,18,36,....] + # chunk_start_idx = np.arange(0, seq_len, chunk_size_train_eff) + # avoid randomness when run evaluation or decoding + # if self.training:# and np.random.rand() > 0.5: + # # Either first or last chunk is not complete. + # # If only the last one is not complete, EOS is not effective + # chunk_start_idx = seq_len - chunk_start_idx + # chunk_start_idx = chunk_start_idx[::-1] + # chunk_start_idx = chunk_start_idx[:-1] + # chunk_start_idx = np.insert(chunk_start_idx, 0, 0) + # else: + chunk_start_idx = torch.tensor([], dtype=torch.int64) + + enc_streaming_mask = ( + adaptive_enc_mask(seq_len, chunk_start_idx, left_window=left_chunk_train_eff) + .unsqueeze(0) + .expand([batch_size, -1, -1]) + ) + return enc_streaming_mask + + def expand_mask(self, mask): + # Convert `mask = torch.tensor([])` to `mask = torch.tensor(0)` + # and leave `mask` unmodified otherwise + orig_num_elements = mask.numel() + new_num_elements = max(1, orig_num_elements) + mask_shape = list(mask.shape) + mask_shape[0] = max(1, mask_shape[0]) + expanded_mask = torch.zeros(new_num_elements, dtype=mask.dtype) + expanded_mask[ : orig_num_elements] = mask.flatten() + expanded_mask = expanded_mask.view(mask_shape) + return expanded_mask + + def forward_embeddings(self, xs_pad, masks, chunk_size_nc=None, left_chunk_nc=None): + """Forwarding the inputs through the top embedding layers + + Args: + xs_pad: torch.Tensor + input tensor + masks: torch.Tensor + input mask + chunk_size_nc: (optional, default is None) chunk size for non-causal layers + left_chunk_nc: (optional, default is None) # of left chunks for non-causal layers + """ + # pylint: disable=R0915 + # get new lens. + seq_len = self.compute_lens_change(xs_pad.shape[1]) + if seq_len <= 0: + raise ValueError( + f"""The sequence length after time reduction is invalid: {seq_len}. + Your input feature is too short. Consider filtering out the very + short sentence from data loader""", + ) + + batch_size = xs_pad.shape[0] + + enc_streaming_mask = self._streaming_mask( + seq_len, batch_size, self.chunk_size, self.left_chunk + ) + + if xs_pad.is_cuda: + enc_streaming_mask = enc_streaming_mask.cuda() + xs_pad = xs_pad.cuda() + + input_tensor = xs_pad + input_tensor, masks = self._forward_embeddings_core(input_tensor, masks) + + # Select correct `hs_mask` + streaming_mask = enc_streaming_mask + expanded_masks = self.expand_mask(masks) + expanded_streaming_mask = self.expand_mask(streaming_mask) + + if_condition = torch.full_like(expanded_streaming_mask, streaming_mask.numel() > 0 and batch_size > 1).bool() + elif_condition = torch.full_like(expanded_masks, streaming_mask.numel() == 0 and batch_size > 1).bool() + else_condition = ~elif_condition + hs_mask = (expanded_masks & expanded_streaming_mask) * if_condition + expanded_masks * elif_condition + expanded_streaming_mask * else_condition + + if chunk_size_nc is not None: + enc_streaming_mask_nc = self._streaming_mask( + seq_len, batch_size, chunk_size_nc, left_chunk_nc + ) + if xs_pad.is_cuda: + enc_streaming_mask_nc = enc_streaming_mask_nc.cuda() + if masks is not None: + hs_mask_nc = masks & enc_streaming_mask_nc + else: + hs_mask_nc = enc_streaming_mask_nc + else: + hs_mask_nc = None + + pos_k, pos_v = self._position_embedding(input_tensor) + + if chunk_size_nc is None: + return input_tensor, pos_k, pos_v, hs_mask, masks + return input_tensor, pos_k, pos_v, hs_mask, masks, hs_mask_nc + + def get_offset(self): + """Returns offset used when retaining inputs for decoding. + + This is essentially, how many additional frames have to be added to + the front-end CNN input to ensure it can produce a single output. + So if the "padding" parameter is 0, typically offset will be > 0. + """ + return get_offset(self.input_layer, self.time_reduction) + + +def get_offset(input_layer: str, time_reduction: int): + """Get an offset. We will use the offset for determining #frames of a subsampled feature. + + Args: + input_layer (str): Type of an input layer + time_reduction (int): time reduction factor for downsampling a feature + Returns: + int: offset + """ + if input_layer in ("conv2d", "nemo_conv") and time_reduction == 4: + return 3 + if input_layer in ("conv2d",) and time_reduction == 6: + return 1 + if input_layer in ("conv2d", "nemo_conv") and time_reduction == 8: + return 7 + return 0 + + +class ConformerEncoder(TransformerEncoderBase): + """ConformerEncoder module. + see original paper for more details: + https://arxiv.org/abs/2005.08100 + + Please set causal = True in streaming model + Args: + input_size: int + input feature dimension. + chunk_size: int, list(int) + Number of frames for each chunk + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training + Some examples for the 2 cases: + chunk_size = 12 + chunk_size = [6, 8, 12, 24] + left_chunk: int, list(int) + Number of chunks used for masking in streaming mode. + This variable can take 2 forms: + int: Used for inference, or single chunk size training + list(int) : Used only for variable chunk size training. When + chunk_size is a list, left_chunk must be a list with same length. + Some examples for the 2 cases: + left_chunk = 6 + left_chunk = [12, 9, 6, 3] + left_chunk: int + number of chunks used for masking in streaming mode. + num_lang: int + This parameter is used to store the number of languages in the lang_dict, + only used for multiseed/multilingual models. default None. + attention_dim: int, optional + attention dimension. default 256. + attention_heads: int, optional + the number of heads. default 4 + linear_units: + the number of units of position-wise feed forward. + default 2048 + num_block: + number of Transformer layer. default 6 + dropout_rate: float, optional + dropout rate. default 0.1 + input_layer: str, optional + input layer type before Conformer, + one of ["linear", "conv2d", "custom", "vgg2l", "embed"], + default "conv2d" + causal: bool, optional + if set to True, convolution have no access + to future frames. default False. + batch_norm: bool, optional + if set to True, apply batchnorm before activation + in ConvModule layer of the conformer. + default False + cnn_out: int, optional + the number of CNN channels before Conformer. + default -1. + cnn_layer_norm: bool, optional + layer norm between Conformer and the first CNN. + default False. + ext_pw_out_channel: int, optional + the number of channel for CNN + before depthwise_seperable_CNN. + If 0 then use linear. default 0. + ext_pw_kernel_size: int, optional + kernel size of N before depthwise_seperable_CNN. + only work for ext_pw_out_channel > 0. + default 1 + depthwise_seperable_out_channel: int, optional + the number of channel for + depthwise_seperable_CNN. + default 256. + depthwise_multiplier: int, optional + the number of multiplier for + depthwise_seperable_CNN. + default 1. + chunk_se: int, optional + 0 for offline SE. + 1 for streaming SE, where mean is computed + by accumulated history until current chunk_se. + 2 for streaming SE, where mean is computed + by only the current chunk. + default 0. + kernel_size: int, optional + the number of kernels for depthwise_seperable_CNN. + default 3. + activation: str, optional + FeedForward block activation. + one of ["relu", "swish", "sigmoid"] + default "relu". + conv_activation: str, optional + activation function used in ConvModule part + of the conformer, default "relu". + conv_glu_type: str, otional + activation used use glu in depthwise_seperable_CNN, + default "sigmoid" + bias_in_glu: bool, optional + if set to True, use additive bias in the weight module + before GLU. default True + linear_glu_in_convm: bool, optional + if set to True, use GLULinear module, + otherwise, used GLUPointWiseConv module. + default to False. + attention_glu_type: str + only work for glu_in_attention !=0 + default "swish". + export: bool, optional + if set to True, it remove the padding from convolutional layers + and allow the onnx conversion for inference. + default False. + activation_checkpointing: str, optional + a dictionarry of {"module","interval","offload"}, where + "module": str + accept ["transformer", "attention"] to select + which module should do activation checkpointing. + "interval": int, default 1, + interval of applying activation checkpointing, + interval = 1 means that we apply checkpointing + on every layer (if activation), otherwise, + we apply it every x interval. + "offload": bool, default False, + if set to True, we offload activation to cpu and + reload it during backward, otherwise, + we recalculate activation in backward. + default "". + extra_layer_output_idx: int + the layer index to be exposed. + relative_attention_bias_args: dict, optional + use more efficient scalar bias-based relative multihead attention (Q*K^T + B) + implemented in cmb.basics.embedding.[T5/ALiBi]RelativeAttentionLogitBias + usage: relative_attention_bias_args={"type": t5/alibi} + additional method-specific arguments can be provided (see transformer_base.py) + time_reduction: int optional + time reduction factor + default 4 + use_pt_scaled_dot_product_attention: whether to use pytorch scaled dot product attention + in training. + Default: False + nemo_conv_settings: dict, optional + A dictionary of settings for NeMo Subsampling. + default: None + usage: nemo_conv_settings= + { + "subsampling": + dw_striding/striding/dw_striding_conv1d/striding_conv1d, + "conv_channels": int, + "subsampling_conv_chunking_factor": int, + "is_causal": True/False + } + conv2d_extra_padding: str, optional + Add extra padding in conv2d subsampling layers. Choices are + (feat, feat_time, none, True) + Default: none + replication_pad_for_subsample_embedding: For batched-streaming decoding, use + "replication" padding for the cache at start of utterance. + Default: False + attention_group_size: int, optional + the number of groups to use for attention, default 1 (Multi-Head Attention), + 1 = typical Multi-Head Attention, + 1 < attention_group_size < attention_heads = Grouped-Query Attention + attention_group_size = attenion_heads = Multi-Query Attention + """ + + extra_multi_layer_output_idxs: List[int] + + def __init__( # pylint: disable-all + self, + input_size, + chunk_size, + left_chunk, + num_lang=None, + attention_dim=256, + attention_heads=4, + linear_units=2048, + num_blocks=6, + dropout_rate=0.1, + input_layer="nemo_conv", + causal=True, + batch_norm=False, + cnn_out=-1, + cnn_layer_norm=False, + ext_pw_out_channel=0, + ext_pw_kernel_size=1, + depthwise_seperable_out_channel=256, + depthwise_multiplier=1, + chunk_se=0, + kernel_size=3, + activation="relu", + conv_activation="relu", + conv_glu_type="sigmoid", + bias_in_glu=True, + linear_glu_in_convm=False, + attention_glu_type="swish", + export=False, + extra_layer_output_idx=-1, + extra_multi_layer_output_idxs=[], + activation_checkpointing="", + relative_attention_bias_args=None, + time_reduction=4, + use_pt_scaled_dot_product_attention=False, + nemo_conv_settings=None, + conv2d_extra_padding: Literal["feat", "feat_time", "none", True] = "none", + replication_pad_for_subsample_embedding=False, + attention_group_size=1, + encoder_embedding_config=None, + ): + super().__init__( + input_size, + chunk_size, + left_chunk, + attention_dim, + attention_heads, + input_layer, + cnn_out, + cnn_layer_norm, + time_reduction, + dropout_rate=dropout_rate, + relative_attention_bias_args=relative_attention_bias_args, + positional_dropout_rate=0.0, + nemo_conv_settings=nemo_conv_settings, + conv2d_extra_padding=conv2d_extra_padding, + attention_group_size=attention_group_size, + encoder_embedding_config=encoder_embedding_config, + ) + self.num_blocks = num_blocks + self.num_lang = num_lang + self.kernel_size = kernel_size + self.embed = embedding_checkpoint_wrapper(activation_checkpointing)(self.embed) + self.replication_pad_for_subsample_embedding: bool = replication_pad_for_subsample_embedding + assert self.num_heads % attention_group_size == 0, "attention_group_size must divide n_head" + self.num_heads_k = self.num_heads // attention_group_size + + self.encoders = repeat( + num_blocks, + lambda i: encoder_checkpoint_wrapper( + activation_checkpointing, ConformerEncoderLayer, i + )( + ConformerEncoderLayer( + d_model=attention_dim, + ext_pw_out_channel=ext_pw_out_channel, + depthwise_seperable_out_channel=depthwise_seperable_out_channel, + depthwise_multiplier=depthwise_multiplier, + n_head=attention_heads, + d_ffn=linear_units, + ext_pw_kernel_size=ext_pw_kernel_size, + kernel_size=kernel_size, + dropout_rate=dropout_rate, + causal=causal, + batch_norm=batch_norm, + activation=activation, + chunk_se=chunk_se, + chunk_size=chunk_size, + conv_activation=conv_activation, + conv_glu_type=conv_glu_type, + bias_in_glu=bias_in_glu, + linear_glu_in_convm=linear_glu_in_convm, + attention_glu_type=attention_glu_type, + activation_checkpointing=attn_checkpointing(activation_checkpointing, i), + export=export, + use_pt_scaled_dot_product_attention=use_pt_scaled_dot_product_attention, + attn_group_sizes=attention_group_size, + ) + ), + ) + self.extra_layer_output_idx = extra_layer_output_idx + self.extra_multi_layer_output_idxs = extra_multi_layer_output_idxs + # Make a zeros scalar we can use in get_initial_state to determine + # the device and the needed dtype: + self.register_buffer("dev_type", torch.zeros(()), persistent=False) + + for i in range(len(self.encoders)): + self.encoders[i] = self.encoders[i]._checkpoint_wrapped_module + + def init_relative_attention_bias(self, input_tensor): + if self.relative_attention_bias_layer: + return self.relative_attention_bias_layer(input_tensor) + + def calculate_hs_mask(self, xs_pad, device, mask): + max_audio_length = xs_pad.shape[1] + batch_size = xs_pad.shape[0] + enc_streaming_mask = self._streaming_mask( + max_audio_length, batch_size, self.chunk_size, self.left_chunk + ) + enc_streaming_mask = enc_streaming_mask.to(device) + + feature_lens = mask.sum(1) + padding_length = feature_lens + pad_mask = ( + torch.arange(0, max_audio_length, device=device).expand(padding_length.size(0), -1) + < padding_length.unsqueeze(1) + ) + pad_mask = pad_mask.unsqueeze(1) + pad_mask = pad_mask & enc_streaming_mask + + if_condition = torch.full_like(enc_streaming_mask, batch_size == 1).bool() + else_condition = ~if_condition + return enc_streaming_mask * if_condition + pad_mask * else_condition + + # @torch.jit.ignore + def forward(self, xs_pad, masks): + """Conformer Forward function + + Args: + xs_pad: torch.Tensor + input tensor + masks: torch.Tensor + post-embedding input lengths + """ + xs_pad = self.encoder_embedding(xs_pad) + input_tensor, pos_k, pos_v, hs_mask, masks = self.forward_embeddings(xs_pad, masks) + + # Rewritten unfold logic + ori_bz, seq_len, D = input_tensor.shape + max_seq_len = 500 # maximum position for absolute positional encoding + + chunk_pad_size = (max_seq_len - (seq_len % max_seq_len)) % max_seq_len + # the unfold op will drop residual frames, pad it to the multiple of max_seq_len + if_padding_tensor = torch.zeros((ori_bz, chunk_pad_size, D), device=input_tensor.device) + if_padded_input_tensor = torch.cat((input_tensor, if_padding_tensor), dim=1).to(input_tensor.device) + + new_bz = ori_bz * ((seq_len + chunk_pad_size) // max_seq_len) + if_unfolded_tensor = if_padded_input_tensor.reshape(new_bz, max_seq_len, D) + + # revise hs_mask here because the previous calculated hs_mask did not consider extra pad + subsampled_pad_mask = masks.squeeze(1) # [bz, subsampled_unmask_seq_len] + extra_padded_subsampled_padding_tensor = torch.zeros((ori_bz, chunk_pad_size), device=subsampled_pad_mask.device) + extra_padded_subsampled_pad_mask = torch.cat((subsampled_pad_mask, extra_padded_subsampled_padding_tensor), dim=1).to(subsampled_pad_mask.device) # extra padding to the pad mask + if_masks_unfold = extra_padded_subsampled_pad_mask.reshape(new_bz, max_seq_len) # unfold the pad mask like we did to the input tensor + + # Calculate values in masks_unfold to use + # If condition is true, all values in masks_unfold are left as is. + # If condition is false, all values in masks_unfold are set to 0. + condition = torch.full_like(if_masks_unfold, ori_bz != 1).bool() + masks_unfold = if_masks_unfold * condition + + if_hs_mask = self.calculate_hs_mask(if_unfolded_tensor, if_unfolded_tensor.device, masks_unfold) + + # Pad original hs_mask to be the same shape as if_hs_mask + hs_mask_dim0, hs_mask_dim1, hs_mask_dim2 = hs_mask.shape + if_hs_mask_dim0, if_hs_mask_dim1, if_hs_mask_dim2 = if_hs_mask.shape + padded_dim0 = max(hs_mask_dim0, if_hs_mask_dim0) + padded_dim1 = max(hs_mask_dim1, if_hs_mask_dim1) + padded_dim2 = max(hs_mask_dim2, if_hs_mask_dim2) + + padded_hs_mask = torch.zeros(padded_dim0, padded_dim1, padded_dim2, device=input_tensor.device) + padded_hs_mask[:hs_mask_dim0, :hs_mask_dim1, :hs_mask_dim2] = hs_mask + padded_if_hs_mask = torch.zeros(padded_dim0, padded_dim1, padded_dim2, device=input_tensor.device) + padded_if_hs_mask[:if_hs_mask_dim0, :if_hs_mask_dim1, :if_hs_mask_dim2] = if_hs_mask + + if_condition = torch.full_like(padded_if_hs_mask, seq_len > max_seq_len).bool() + else_condition = ~if_condition + chosen_padded_hs_mask = padded_if_hs_mask * if_condition + padded_hs_mask * else_condition + + # Remove any padding from chosen_padded_hs_mask + shape_dim1, shape_dim2 = min(hs_mask_dim1, if_hs_mask_dim1), min(hs_mask_dim2, if_hs_mask_dim2) + hs_mask = chosen_padded_hs_mask[:, :shape_dim1, :shape_dim2] + + # layer_emb = None + hs_mask = hs_mask.to(torch.int32).unsqueeze(1).eq(0) # (batch, 1, time1, time2) + + relative_attention_bias = self.init_relative_attention_bias(input_tensor) + + _simplified_path = ( + self.extra_layer_output_idx == -1 + and relative_attention_bias is None + ) + + if _simplified_path: + input_tensor, *_ = self.encoders(input_tensor, pos_k, pos_v, hs_mask) + else: + for i, layer in enumerate(self.encoders): + input_tensor, _, _ = layer( + input_tensor, + pos_k, + pos_v, + hs_mask, + relative_attention_bias=relative_attention_bias, + ) + + # if i == self.extra_layer_output_idx: + # layer_emb = input_tensor + + embed_dim = input_tensor.shape[-1] + input_tensor = input_tensor.reshape(ori_bz, -1, embed_dim) + # if we ever padded before unfolding, we need to remove the padding + input_tensor = input_tensor[:, :seq_len, :] # original code does :-chunk_pad_size to remove padding, which makes the tensor the same shape as before any padding + + return input_tensor, masks #, layer_emb + + def gradient_checkpointing_enable(self): + pass diff --git a/cpp/test.ipynb b/cpp/test.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..709d82cff5441273c179920d46f936095fd29ac8 --- /dev/null +++ b/cpp/test.ipynb @@ -0,0 +1,18 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}