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3b538c3
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Parent(s):
b32ea14
Create app.py
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app.py
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import gradio as gr
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import pandas as pd
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from functools import partial
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def save_chatbot_dialogue(chat_tutor, save_type):
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formatted_convo = pd.DataFrame(chat_tutor.conversation_memory, columns=['user', 'chatbot'])
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output_fname = f'tutoring_conversation.{save_type}'
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if save_type == 'csv':
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formatted_convo.to_csv(output_fname, index=False)
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elif save_type == 'json':
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formatted_convo.to_json(output_fname, orient='records')
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elif save_type == 'txt':
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temp = formatted_convo.apply(lambda x: 'User: {0}\nAI: {1}'.format(x[0], x[1]), axis=1)
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temp = '\n\n'.join(temp.tolist())
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with open(output_fname, 'w') as f:
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f.write(temp)
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else:
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gr.update(value=None, visible=False)
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return gr.update(value=output_fname, visible=True)
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save_json = partial(save_chatbot_dialogue, save_type='json')
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save_txt = partial(save_chatbot_dialogue, save_type='txt')
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save_csv = partial(save_chatbot_dialogue, save_type='csv')
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class BasicTutor:
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# create basic initialization function
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def __init__(self):
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self.conversation_memory = []
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self.flattened_conversation = ''
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def add_user_message(self, user_message):
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self.conversation_memory.append([user_message, None])
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self.flattened_conversation = self.flattened_conversation + '\n\n' + 'User: ' + user_message
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def get_tutor_reply(self):
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# get tutor message
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tutor_message = "Yes"
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# add tutor message to conversation memory
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self.conversation_memory[-1][1] = tutor_message
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self.flattened_conversation = self.flattened_conversation + '\nAI: ' + tutor_message
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def forget_conversation(self):
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self.conversation_memory = []
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self.flattened_conversation = ''
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### Chatbot Functions ###
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def add_user_message(user_message, chat_tutor):
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"""Display user message and update chat history to include it."""
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chat_tutor.add_user_message(user_message)
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return chat_tutor.conversation_memory, chat_tutor
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def get_tutor_reply(chat_tutor):
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chat_tutor.get_tutor_reply()
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return chat_tutor.conversation_memory, chat_tutor
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# history is a list of list [[user_input_str, bot_response_str], ...]
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def user(message, history):
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return "", history + [[message, None]]
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def bot(history):
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user_message = history[-1][0]
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tutor_message = "You typed: " + user_message
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with gr.Blocks() as demo:
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#initialize tutor (with state)
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study_tutor = gr.State(BasicTutor())
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# Chatbot interface
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gr.Markdown("""
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## Chat with the Model
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Description here
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""")
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with gr.Row(equal_height=True):
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with gr.Column(scale=2):
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chatbot = gr.Chatbot()
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with gr.Row():
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user_chat_input = gr.Textbox(label="User input", scale=9)
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user_chat_submit = gr.Button("Ask/answer model", scale=1)
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async_response = user_chat_submit.click(add_user_message,
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[user_chat_input, study_tutor],
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[user_chat_input, chatbot, study_tutor], queue=False) \
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.then(get_tutor_reply, [study_tutor], [user_chat_input, chatbot, study_tutor], queue=True)
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with gr.Blocks():
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gr.Markdown("""
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## Export Your Chat History
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Export your chat history as a .json, .txt, or .csv file
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""")
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with gr.Row():
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export_dialogue_button_json = gr.Button("JSON")
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export_dialogue_button_txt = gr.Button("TXT")
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export_dialogue_button_csv = gr.Button("CSV")
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file_download = gr.Files(label="Download here",
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file_types=['.txt', '.csv', '.json'], type="file", visible=False)
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export_dialogue_button_json.click(save_json, study_tutor, file_download, show_progress=True)
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export_dialogue_button_txt.click(save_txt, study_tutor, file_download, show_progress=True)
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export_dialogue_button_csv.click(save_csv, study_tutor, file_download, show_progress=True)
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demo.queue()
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demo.launch()
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