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Update app.py
Browse filesUpdated Output handling
app.py
CHANGED
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import gradio as gr
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer, TextIteratorStreamer
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from threading import Thread
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import re
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import time
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class VibeThinkerModel:
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def __init__(self):
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self.model = None
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self.tokenizer = None
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self.device = "cuda" if torch.cuda.is_available() else "cpu"
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self.
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def load_model(self):
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try:
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self.tokenizer = AutoTokenizer.from_pretrained(
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"WeiboAI/VibeThinker-1.5B",
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trust_remote_code=True
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)
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self.model = AutoModelForCausalLM.from_pretrained(
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torch_dtype=torch.float16,
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device_map="auto",
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trust_remote_code=True
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)
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def generate_response_streaming(self, prompt, temperature=0.6, max_new_tokens=
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yield "Model not loaded!", None, False
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return
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try:
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start_time = time.time()
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4. Test cases
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Keep reasoning under {max_thinking_tokens} tokens. Be direct and avoid repetition.<|im_end|>
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<|im_start|>user
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{prompt}<|im_end|>
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<|im_start|>assistant
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"""
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inputs = self.tokenizer(formatted_prompt, return_tensors="pt").to(self.device)
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prompt_length = inputs.input_ids.shape[1]
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streamer = TextIteratorStreamer(
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self.tokenizer,
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skip_prompt=True,
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skip_special_tokens=True
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)
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# Generation kwargs
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generation_kwargs = dict(
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**inputs,
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max_new_tokens=max_new_tokens,
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@@ -78,494 +99,275 @@ Keep reasoning under {max_thinking_tokens} tokens. Be direct and avoid repetitio
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top_p=0.95,
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top_k=50,
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do_sample=True,
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repetition_penalty=1.1,
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pad_token_id=self.tokenizer.eos_token_id,
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streamer=streamer,
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)
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# Start generation in background thread
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thread = Thread(target=self.model.generate, kwargs=generation_kwargs)
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thread.start()
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# Stream tokens with real-time loop detection
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generated_text = ""
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last_loop_check = ""
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loop_detected = False
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for new_text in streamer:
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if
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break # Stop streaming if loop detected
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generated_text += new_text
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tokens_generated = len(self.tokenizer.encode(generated_text))
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# Check for loops every
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if
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if self.
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loop_detected = True
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#
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yield generated_text, {
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"
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}, loop_detected
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# Final yield
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final_time = time.time() - start_time
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final_tokens = len(self.tokenizer.encode(generated_text))
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yield generated_text, {
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"
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"is_complete": True
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}, loop_detected
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except Exception as e:
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yield f"Error
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def _detect_loop_realtime(self, text, check_window=200, min_repetitions=5):
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"""Quick loop detection for real-time streaming.
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Real loops repeat SHORT phrases (3-9 words) MANY times (5+ repetitions).
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Example: "Wait, let me reconsider... Wait, let me reconsider... Wait, let me reconsider..."
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Args:
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text: Full generated text
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check_window: Number of recent words to check (default: 200)
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min_repetitions: Minimum repetitions to consider a loop (default: 5)
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Returns:
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bool: True if a loop is detected
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"""
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words = text.split()
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if len(words) < 30:
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return False
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# Check last N words for repetitive patterns
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recent_words = words[-check_window:] if len(words) > check_window else words
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text_to_check = ' '.join(recent_words)
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# Look for short phrases (3-9 words) repeated multiple times
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for phrase_len in range(3, 10): # 3 to 9 words
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if len(recent_words) < phrase_len * min_repetitions:
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continue
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# Check different starting positions
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for i in range(len(recent_words) - phrase_len):
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phrase = ' '.join(recent_words[i:i+phrase_len])
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# Count how many times this phrase appears
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count = text_to_check.count(phrase)
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# If phrase appears 5+ times, it's a loop
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if count >= min_repetitions:
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return True
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return False
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def _truncate_loop(self, text, min_repetitions=5):
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"""Truncate text at the point where loop starts.
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Find where a 3-9 word phrase starts repeating 5+ times and truncate there.
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"""
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words = text.split()
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# Check for short phrases (3-9 words) repeated multiple times
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for phrase_len in range(3, 10):
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if len(words) < phrase_len * min_repetitions:
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continue
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# Scan through text to find loop start point
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for i in range(len(words) - phrase_len * min_repetitions):
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phrase = ' '.join(words[i:i+phrase_len])
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# Count consecutive repetitions starting from position i
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repetition_count = 0
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check_pos = i
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while check_pos + phrase_len <= len(words):
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check_phrase = ' '.join(words[check_pos:check_pos+phrase_len])
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if check_phrase == phrase:
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repetition_count += 1
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check_pos += phrase_len
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else:
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break
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# If we found 5+ consecutive repetitions, truncate at loop start
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if repetition_count >= min_repetitions:
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return ' '.join(words[:i])
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# If no clear loop found, return original
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return text
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# Initialize model
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print("🔄 Initializing VibeThinker-1.5B...")
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vibe_model = VibeThinkerModel()
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class
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"""
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def __init__(self):
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self.reset()
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def reset(self):
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self.thinking = ""
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self.explanation = ""
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self.code_blocks = []
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self.current_code_lang = None
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self.current_code_content = ""
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self.in_code_block = False
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self.phase = "thinking" # thinking -> explanation -> code
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def
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"""
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display: inline-block;
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width: 2px;
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height: 1em;
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background: #667eea;
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margin-left: 2px;
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animation: blink 0.7s infinite;
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}
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</style>
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"""
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# Status message
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status_emoji = "✅" if is_complete else "🔄"
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status_text = "Complete" if is_complete else "Generating..."
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# Stats card
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html = f"""
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{cursor_style}
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<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif; max-width: 100%; margin: 0 auto; background: #f8f9fa; padding: 20px; border-radius: 12px;">
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<div
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<div style="opacity: 0.85; font-size: 11px; margin-bottom: 6px; text-transform: uppercase; letter-spacing: 0.5px;">Time</div>
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<div style="font-size: 22px; font-weight: 700;">{generation_time:.1f}s</div>
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</div>
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<div style="background: rgba(255,255,255,0.15); padding: 14px; border-radius: 8px; backdrop-filter: blur(10px);">
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<div style="opacity: 0.85; font-size: 11px; margin-bottom: 6px; text-transform: uppercase; letter-spacing: 0.5px;">Speed</div>
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<div style="font-size: 22px; font-weight: 700;">{tokens_per_sec:.1f} t/s</div>
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</div>
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<div
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</div>
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</div>
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</div>
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"""
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# Loop warning (if detected)
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if loop_detected:
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html += f"""
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<div style="{card_base_style} border-left: 4px solid #ffc107; background: #fff3cd;">
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<div style="color: #856404; font-weight: 600; display: flex; align-items: center; gap: 8px;">
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<span style="font-size: 20px;">⚠️</span>
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<span>Loop Detected - Generation stopped to prevent repetition</span>
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</div>
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</div>
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"""
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# Thinking section (collapsed if exists)
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if thinking and len(thinking.strip()) > 0:
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thinking_escaped = thinking.replace('<', '<').replace('>', '>')
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cursor_html = '<span class="cursor"></span>' if is_generating and not explanation and not code_blocks else ''
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html += f"""
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<details style="{card_base_style} border-left: 4px solid #8b5cf6;">
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<summary style="cursor: pointer; font-weight: 600; font-size: 16px; color: #7c3aed; user-select: none; display: flex; align-items: center; gap: 10px; padding: 4px 0;">
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<span style="font-size: 20px;">🧠</span>
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<span>Reasoning Process</span>
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<span style="margin-left: auto; font-size: 13px; color: #8b5cf6; font-weight: normal;">~{int(thinking_tokens_est):,} tokens • Click to expand ▼</span>
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</summary>
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<div style="margin-top: 20px; padding-top: 20px; border-top: 2px solid #e9ecef; color: #495057; line-height: 1.8; white-space: pre-wrap; font-size: 14px; font-family: 'SF Mono', Monaco, 'Courier New', monospace;">
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{thinking_escaped}{cursor_html}
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</div>
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</details>
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"""
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# Explanation section
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if explanation and len(explanation.strip()) > 10:
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explanation_escaped = explanation.replace('<', '<').replace('>', '>')
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cursor_html = '<span class="cursor"></span>' if is_generating and not code_blocks else ''
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html += f"""
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<div style="{card_base_style} border-left: 4px solid #10b981;">
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<h3 style="margin: 0 0 16px 0; color: #10b981; font-size: 18px; font-weight: 600; display: flex; align-items: center; gap: 10px;">
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<span style="font-size: 22px;">💡</span>
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<span>Solution Explanation</span>
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</h3>
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<div style="color: #495057; line-height: 1.8; font-size: 15px; white-space: pre-wrap;">
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{explanation_escaped}{cursor_html}
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</div>
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</div>
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"""
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# Add cursor to last code block if generating
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cursor_html = '<span class="cursor"></span>' if is_generating and idx == len(code_blocks) - 1 else ''
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code_blocks_html += f"""
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<div style="margin-bottom: 16px; background: #1e1e1e; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
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<div style="background: #2d2d2d; padding: 12px 20px; color: #e0e0e0; font-weight: 600; font-size: 13px; display: flex; justify-content: space-between; align-items: center;">
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<span style="display: flex; align-items: center; gap: 8px;">
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<span style="font-size: 16px;">💻</span>
|
| 407 |
-
<span>{lang_display}</span>
|
| 408 |
-
</span>
|
| 409 |
-
<div style="display: flex; gap: 8px;">
|
| 410 |
-
<button onclick="navigator.clipboard.writeText(document.getElementById('{code_id}').textContent.replace('▌', '')); this.textContent='✓ Copied'; setTimeout(() => this.textContent='📋 Copy', 2000)"
|
| 411 |
-
style="background: #28a745; color: white; border: none; padding: 7px 16px; border-radius: 6px; cursor: pointer; font-size: 12px; font-weight: 500; transition: all 0.2s;"
|
| 412 |
-
onmouseover="if(this.textContent==='📋 Copy') this.style.background='#218838'"
|
| 413 |
-
onmouseout="if(this.textContent==='📋 Copy') this.style.background='#28a745'">
|
| 414 |
-
📋 Copy
|
| 415 |
-
</button>
|
| 416 |
-
<button onclick="downloadCode(document.getElementById('{code_id}').textContent.replace('▌', ''), '{lang_display}')"
|
| 417 |
-
style="background: #007bff; color: white; border: none; padding: 7px 16px; border-radius: 6px; cursor: pointer; font-size: 12px; font-weight: 500; transition: all 0.2s;"
|
| 418 |
-
onmouseover="this.style.background='#0056b3'"
|
| 419 |
-
onmouseout="this.style.background='#007bff'">
|
| 420 |
-
💾 Download
|
| 421 |
-
</button>
|
| 422 |
-
</div>
|
| 423 |
</div>
|
| 424 |
-
|
| 425 |
-
</div>
|
| 426 |
"""
|
| 427 |
-
|
| 428 |
-
html += f"""
|
| 429 |
-
<div style="{card_base_style} border-left: 4px solid #6b7280;">
|
| 430 |
-
<h3 style="margin: 0 0 20px 0; color: #6b7280; font-size: 18px; font-weight: 600; display: flex; align-items: center; gap: 10px;">
|
| 431 |
-
<span style="font-size: 22px;">💻</span>
|
| 432 |
-
<span>Implementation</span>
|
| 433 |
-
</h3>
|
| 434 |
-
{code_blocks_html}
|
| 435 |
-
</div>
|
| 436 |
-
|
| 437 |
-
<script>
|
| 438 |
-
function downloadCode(code, lang) {{
|
| 439 |
-
const extensions = {{
|
| 440 |
-
'python': 'py', 'javascript': 'js', 'java': 'java',
|
| 441 |
-
'cpp': 'cpp', 'c': 'c', 'html': 'html', 'css': 'css',
|
| 442 |
-
'typescript': 'ts', 'rust': 'rs', 'go': 'go',
|
| 443 |
-
}};
|
| 444 |
-
const ext = extensions[lang.toLowerCase()] || 'txt';
|
| 445 |
-
const filename = `solution.${{ext}}`;
|
| 446 |
|
| 447 |
-
|
| 448 |
-
|
| 449 |
-
|
| 450 |
-
|
| 451 |
-
|
| 452 |
-
document.body.appendChild(a);
|
| 453 |
-
a.click();
|
| 454 |
-
document.body.removeChild(a);
|
| 455 |
-
window.URL.revokeObjectURL(url);
|
| 456 |
-
}}
|
| 457 |
-
</script>
|
| 458 |
"""
|
| 459 |
-
|
| 460 |
-
|
| 461 |
-
return html
|
| 462 |
|
| 463 |
-
|
| 464 |
-
|
| 465 |
-
|
| 466 |
-
|
| 467 |
-
return
|
| 468 |
-
|
| 469 |
-
# Reset parser
|
| 470 |
-
parser.reset()
|
| 471 |
|
| 472 |
-
|
| 473 |
-
for
|
| 474 |
-
prompt,
|
| 475 |
-
temperature=temperature,
|
| 476 |
-
max_new_tokens=max_tokens,
|
| 477 |
-
max_thinking_tokens=max_thinking_tokens
|
| 478 |
-
):
|
| 479 |
if stats:
|
| 480 |
-
|
| 481 |
-
html_output = format_streaming_html(generated_text, stats, loop_detected, is_generating)
|
| 482 |
-
yield html_output
|
| 483 |
else:
|
| 484 |
-
yield f"<
|
|
|
|
|
|
|
|
|
|
| 485 |
|
| 486 |
-
#
|
| 487 |
with gr.Blocks(
|
| 488 |
-
|
| 489 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 490 |
) as demo:
|
| 491 |
-
gr.Markdown("""
|
| 492 |
-
# 🧠 VibeThinker-1.5B Competitive Coding Assistant
|
| 493 |
-
|
| 494 |
-
**Optimized for**: Competitive programming (LeetCode, Codeforces, AtCoder) and algorithm challenges
|
| 495 |
-
|
| 496 |
-
🎯 **Best for**: Python algorithmic problems with clear input/output specifications
|
| 497 |
-
|
| 498 |
-
⚠️ **Note**: This model is specialized for competitive programming, not general software development
|
| 499 |
|
| 500 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 501 |
""")
|
| 502 |
|
| 503 |
with gr.Row():
|
| 504 |
-
|
| 505 |
-
|
| 506 |
-
|
| 507 |
-
|
| 508 |
-
lines=8
|
|
|
|
|
|
|
| 509 |
)
|
| 510 |
|
| 511 |
-
with gr.Accordion("
|
| 512 |
-
|
| 513 |
-
|
| 514 |
-
label="🌡️ Temperature (0.6 recommended)"
|
| 515 |
-
)
|
| 516 |
-
max_tokens_slider = gr.Slider(
|
| 517 |
-
minimum=1024, maximum=16384, value=8192, step=1024,
|
| 518 |
-
label="📝 Max New Tokens"
|
| 519 |
-
)
|
| 520 |
-
max_thinking_slider = gr.Slider(
|
| 521 |
-
minimum=512, maximum=8192, value=3072, step=512,
|
| 522 |
-
label="🧠 Max Thinking Tokens (hint for prompt)"
|
| 523 |
-
)
|
| 524 |
-
|
| 525 |
-
gr.Markdown("""
|
| 526 |
-
**Tips:**
|
| 527 |
-
- Lower thinking tokens (1024-2048) for faster, direct solutions
|
| 528 |
-
- Higher thinking tokens (4096-8192) for complex reasoning
|
| 529 |
-
- Temperature 0.6 balances creativity and accuracy
|
| 530 |
-
|
| 531 |
-
**Real-time Features:**
|
| 532 |
-
- 🔄 Live token-by-token streaming
|
| 533 |
-
- 🧠 Intelligent section parsing (thinking/explanation/code)
|
| 534 |
-
- ⚠️ Automatic loop detection (stops if repetitive patterns detected)
|
| 535 |
-
- ⚡ Blinking cursors on actively streaming sections
|
| 536 |
-
- 📊 Live statistics (time, speed, tokens)
|
| 537 |
-
|
| 538 |
-
**Loop Detection:**
|
| 539 |
-
- Monitors for 3-9 word phrases repeated 5+ times
|
| 540 |
-
- Automatically stops generation to save tokens
|
| 541 |
-
- Truncates at loop start position
|
| 542 |
-
""")
|
| 543 |
|
| 544 |
-
|
| 545 |
-
|
| 546 |
-
|
|
|
|
|
|
|
| 547 |
with gr.Column(scale=2):
|
| 548 |
-
|
| 549 |
-
|
| 550 |
-
generate_btn.click(
|
| 551 |
-
fn=generate_solution_streaming,
|
| 552 |
-
inputs=[prompt_input, temperature_slider, max_tokens_slider, max_thinking_slider],
|
| 553 |
-
outputs=output_html
|
| 554 |
-
)
|
| 555 |
-
|
| 556 |
-
clear_btn.click(
|
| 557 |
-
fn=lambda: ("", ""),
|
| 558 |
-
outputs=[prompt_input, output_html]
|
| 559 |
-
)
|
| 560 |
|
|
|
|
|
|
|
|
|
|
| 561 |
gr.Examples(
|
| 562 |
examples=[
|
| 563 |
-
["
|
| 564 |
-
["
|
| 565 |
-
["
|
| 566 |
-
["Create a single page HTML application that lets the user choose a color and generates a matching color palette."],
|
| 567 |
],
|
| 568 |
-
inputs=
|
| 569 |
)
|
| 570 |
|
| 571 |
if __name__ == "__main__":
|
|
|
|
| 1 |
import gradio as gr
|
| 2 |
import torch
|
| 3 |
from transformers import AutoModelForCausalLM, AutoTokenizer, TextIteratorStreamer
|
| 4 |
+
from threading import Thread, Event
|
| 5 |
import re
|
| 6 |
import time
|
| 7 |
+
import html
|
| 8 |
+
|
| 9 |
+
# --- Configuration ---
|
| 10 |
+
MODEL_ID = "WeiboAI/VibeThinker-1.5B"
|
| 11 |
|
| 12 |
class VibeThinkerModel:
|
| 13 |
def __init__(self):
|
| 14 |
self.model = None
|
| 15 |
self.tokenizer = None
|
| 16 |
self.device = "cuda" if torch.cuda.is_available() else "cpu"
|
| 17 |
+
self.stop_signal = Event()
|
| 18 |
+
|
| 19 |
def load_model(self):
|
| 20 |
+
if self.model is not None: return
|
| 21 |
+
print(f"🔄 Loading {MODEL_ID}...")
|
| 22 |
try:
|
| 23 |
+
self.tokenizer = AutoTokenizer.from_pretrained(MODEL_ID, trust_remote_code=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 24 |
self.model = AutoModelForCausalLM.from_pretrained(
|
| 25 |
+
MODEL_ID,
|
| 26 |
+
torch_dtype=torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float16,
|
| 27 |
device_map="auto",
|
| 28 |
+
trust_remote_code=True,
|
| 29 |
+
low_cpu_mem_usage=True
|
| 30 |
)
|
| 31 |
+
print("✅ Model loaded.")
|
| 32 |
+
except Exception as e:
|
| 33 |
+
raise e
|
| 34 |
+
|
| 35 |
+
def stop_generation(self):
|
| 36 |
+
self.stop_signal.set()
|
| 37 |
+
|
| 38 |
+
def _detect_tail_loop(self, text, min_phrase_len=3, max_phrase_len=10, threshold=20):
|
| 39 |
+
"""
|
| 40 |
+
Detects if the generator has gotten stuck in a loop at the END of the text.
|
| 41 |
+
Criteria: A phrase of 3-10 words repeated at least 20 times consecutively.
|
| 42 |
+
"""
|
| 43 |
+
words = text.split()
|
| 44 |
+
total_words = len(words)
|
| 45 |
+
|
| 46 |
+
# We need at least (min_phrase * threshold) words to even check
|
| 47 |
+
if total_words < min_phrase_len * threshold:
|
| 48 |
+
return False
|
| 49 |
+
|
| 50 |
+
# Only check the end of the string (optimization)
|
| 51 |
+
# We look at the last (max_phrase * threshold) words
|
| 52 |
+
check_window = max_phrase_len * threshold
|
| 53 |
+
recent_words = words[-check_window:] if total_words > check_window else words
|
| 54 |
+
|
| 55 |
+
for phrase_len in range(min_phrase_len, max_phrase_len + 1):
|
| 56 |
+
# The candidate phrase is the very last 'phrase_len' words
|
| 57 |
+
candidate_phrase = recent_words[-phrase_len:]
|
| 58 |
|
| 59 |
+
# Construct what the tail SHOULD look like if it's looping
|
| 60 |
+
# e.g. if phrase is "and then", we expect "and then and then..."
|
| 61 |
+
# We check if the tail of the text matches (phrase * threshold)
|
| 62 |
|
| 63 |
+
required_len = phrase_len * threshold
|
| 64 |
+
if len(recent_words) < required_len:
|
| 65 |
+
continue
|
| 66 |
+
|
| 67 |
+
segment_to_check = recent_words[-required_len:]
|
| 68 |
+
|
| 69 |
+
# Efficient check: does the segment consist ONLY of the candidate phrase?
|
| 70 |
+
# We compare the segment against the candidate phrase repeated
|
| 71 |
+
expected_segment = candidate_phrase * threshold
|
| 72 |
+
|
| 73 |
+
if segment_to_check == expected_segment:
|
| 74 |
+
return True
|
| 75 |
+
|
| 76 |
+
return False
|
| 77 |
|
| 78 |
+
def generate_response_streaming(self, prompt, temperature=0.6, max_new_tokens=32000):
|
| 79 |
+
if not self.model: self.load_model()
|
| 80 |
+
self.stop_signal.clear()
|
|
|
|
|
|
|
| 81 |
|
| 82 |
try:
|
| 83 |
start_time = time.time()
|
| 84 |
|
| 85 |
+
# Optimized Prompt for VibeThinker
|
| 86 |
+
messages = [
|
| 87 |
+
{"role": "system", "content": "You are an expert algorithm engineer. Analyze the problem deeply, then provide a clean Python solution."},
|
| 88 |
+
{"role": "user", "content": prompt}
|
| 89 |
+
]
|
| 90 |
+
text_input = self.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
|
| 91 |
+
inputs = self.tokenizer(text_input, return_tensors="pt").to(self.device)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 92 |
|
| 93 |
+
streamer = TextIteratorStreamer(self.tokenizer, skip_prompt=True, skip_special_tokens=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 94 |
|
|
|
|
| 95 |
generation_kwargs = dict(
|
| 96 |
**inputs,
|
| 97 |
max_new_tokens=max_new_tokens,
|
|
|
|
| 99 |
top_p=0.95,
|
| 100 |
top_k=50,
|
| 101 |
do_sample=True,
|
|
|
|
| 102 |
pad_token_id=self.tokenizer.eos_token_id,
|
| 103 |
streamer=streamer,
|
| 104 |
)
|
| 105 |
|
|
|
|
| 106 |
thread = Thread(target=self.model.generate, kwargs=generation_kwargs)
|
| 107 |
thread.start()
|
| 108 |
|
|
|
|
| 109 |
generated_text = ""
|
|
|
|
| 110 |
loop_detected = False
|
| 111 |
|
| 112 |
+
# Token counter for loop check frequency
|
| 113 |
+
token_count = 0
|
| 114 |
+
|
| 115 |
for new_text in streamer:
|
| 116 |
+
if self.stop_signal.is_set(): break
|
|
|
|
| 117 |
|
| 118 |
generated_text += new_text
|
| 119 |
+
token_count += 1
|
|
|
|
| 120 |
|
| 121 |
+
# Check for loops every 10 tokens to save CPU
|
| 122 |
+
if token_count % 10 == 0:
|
| 123 |
+
if self._detect_tail_loop(generated_text):
|
| 124 |
loop_detected = True
|
| 125 |
+
self.stop_signal.set() # Stop the model
|
| 126 |
+
# Optional: Truncate the repetitive garbage
|
| 127 |
+
# (Simple truncation for UI cleanliness)
|
| 128 |
+
generated_text = generated_text + "\n\n[⚠️ Generation stopped: Infinite loop detected]"
|
| 129 |
+
break
|
| 130 |
+
|
| 131 |
yield generated_text, {
|
| 132 |
+
"time": time.time() - start_time,
|
| 133 |
+
"tokens": len(self.tokenizer.encode(generated_text)),
|
| 134 |
+
"generating": True
|
| 135 |
+
}
|
|
|
|
| 136 |
|
| 137 |
+
if not self.stop_signal.is_set():
|
| 138 |
+
thread.join()
|
|
|
|
|
|
|
|
|
|
|
|
|
| 139 |
|
| 140 |
yield generated_text, {
|
| 141 |
+
"time": time.time() - start_time,
|
| 142 |
+
"tokens": len(self.tokenizer.encode(generated_text)),
|
| 143 |
+
"generating": False
|
| 144 |
+
}
|
|
|
|
|
|
|
| 145 |
|
| 146 |
except Exception as e:
|
| 147 |
+
yield f"Error: {str(e)}", None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 148 |
|
|
|
|
|
|
|
| 149 |
vibe_model = VibeThinkerModel()
|
| 150 |
|
| 151 |
+
class ModernUIParser:
|
| 152 |
+
"""Parses text into a structured, modern UI"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 153 |
|
| 154 |
+
def format_code(self, code, lang="python"):
|
| 155 |
+
"""Applies basic HTML syntax highlighting regex"""
|
| 156 |
+
code = html.escape(code)
|
| 157 |
+
# Comments
|
| 158 |
+
code = re.sub(r'(#.*?)(?=\n|$)', r'<span class="c">\1</span>', code)
|
| 159 |
+
# Keywords
|
| 160 |
+
keywords = r'\b(def|class|return|if|else|elif|for|while|import|from|try|except|with|as|pass|None|True|False)\b'
|
| 161 |
+
code = re.sub(keywords, r'<span class="k">\1</span>', code)
|
| 162 |
+
# Builtins/Calls
|
| 163 |
+
code = re.sub(r'\b(print|len|range|enumerate|zip|super|__init__)\b', r'<span class="nf">\1</span>', code)
|
| 164 |
+
# Strings
|
| 165 |
+
code = re.sub(r'(".*?")', r'<span class="s">\1</span>', code)
|
| 166 |
+
code = re.sub(r"('.*?')", r'<span class="s">\1</span>', code)
|
| 167 |
+
return code
|
| 168 |
+
|
| 169 |
+
def parse_and_render(self, text, stats):
|
| 170 |
+
# 1. Separate Thinking from Content
|
| 171 |
+
# Heuristic: Content before the first code block or explicit "Solution" header is usually thinking
|
| 172 |
+
thinking = ""
|
| 173 |
+
solution = text
|
| 174 |
|
| 175 |
+
# Find split point
|
| 176 |
+
markers = ["```", "Here is the solution", "### Solution", "Implementation:"]
|
| 177 |
+
first_marker_idx = len(text)
|
| 178 |
+
for m in markers:
|
| 179 |
+
idx = text.find(m)
|
| 180 |
+
if idx != -1 and idx < first_marker_idx:
|
| 181 |
+
first_marker_idx = idx
|
| 182 |
|
| 183 |
+
if first_marker_idx < len(text) and first_marker_idx > 50:
|
| 184 |
+
thinking = text[:first_marker_idx].strip()
|
| 185 |
+
solution = text[first_marker_idx:].strip()
|
| 186 |
|
| 187 |
+
# 2. Process Solution Text (Markdown-ish to HTML)
|
| 188 |
+
# Handle Code Blocks
|
| 189 |
+
parts = re.split(r'(```\w*\n.*?```)', solution, flags=re.DOTALL)
|
| 190 |
+
solution_html = ""
|
| 191 |
|
| 192 |
+
for part in parts:
|
| 193 |
+
if part.startswith('```'):
|
| 194 |
+
# Extract lang and code
|
| 195 |
+
match = re.match(r'```(\w*)\n(.*?)```', part, re.DOTALL)
|
| 196 |
+
if match:
|
| 197 |
+
lang = match.group(1) or "text"
|
| 198 |
+
code_content = match.group(2)
|
| 199 |
+
highlighted = self.format_code(code_content, lang)
|
| 200 |
+
solution_html += f"""
|
| 201 |
+
<div class="code-block">
|
| 202 |
+
<div class="code-header">
|
| 203 |
+
<span class="lang-tag">{lang}</span>
|
| 204 |
+
<span class="copy-btn" onclick="navigator.clipboard.writeText(this.parentElement.nextElementSibling.innerText)">Copy</span>
|
| 205 |
+
</div>
|
| 206 |
+
<pre>{highlighted}</pre>
|
| 207 |
+
</div>"""
|
| 208 |
+
else:
|
| 209 |
+
solution_html += f"<pre>{html.escape(part)}</pre>"
|
| 210 |
+
else:
|
| 211 |
+
# Normal text processing
|
| 212 |
+
clean_text = html.escape(part)
|
| 213 |
+
# Headers
|
| 214 |
+
clean_text = re.sub(r'^### (.*?)$', r'<h3>\1</h3>', clean_text, flags=re.M)
|
| 215 |
+
clean_text = re.sub(r'^## (.*?)$', r'<h2>\1</h2>', clean_text, flags=re.M)
|
| 216 |
+
clean_text = re.sub(r'\*\*(.*?)\*\*', r'<strong>\1</strong>', clean_text)
|
| 217 |
+
# Line breaks
|
| 218 |
+
clean_text = clean_text.replace('\n', '<br>')
|
| 219 |
+
solution_html += f"<div class='text-content'>{clean_text}</div>"
|
| 220 |
+
|
| 221 |
+
# 3. Process Thinking
|
| 222 |
+
thinking_html = html.escape(thinking).replace('\n', '<br>')
|
| 223 |
|
| 224 |
+
# 4. Stats & Cursor
|
| 225 |
+
is_gen = stats['generating'] if stats else False
|
| 226 |
+
t_sec = stats['tokens'] / stats['time'] if stats and stats['time'] > 0 else 0
|
| 227 |
+
cursor = '<span class="cursor"></span>' if is_gen else ''
|
| 228 |
|
| 229 |
+
# CSS Styles (Modern Dark Theme)
|
| 230 |
+
css = """
|
| 231 |
+
<style>
|
| 232 |
+
:root { --bg: #0f1117; --card: #1e293b; --accent: #6366f1; --text: #e2e8f0; --dim: #94a3b8; }
|
| 233 |
+
.ui-container { font-family: 'Inter', system-ui, sans-serif; color: var(--text); line-height: 1.6; }
|
| 234 |
+
|
| 235 |
+
/* Stats Bar */
|
| 236 |
+
.stats-bar { display: flex; gap: 15px; margin-bottom: 20px; font-size: 12px; text-transform: uppercase; letter-spacing: 1px; }
|
| 237 |
+
.stat-pill { background: #334155; padding: 4px 10px; border-radius: 20px; color: #cbd5e1; display: flex; align-items: center; gap: 6px; }
|
| 238 |
+
.stat-active { border: 1px solid var(--accent); color: var(--accent); background: rgba(99, 102, 241, 0.1); }
|
| 239 |
+
|
| 240 |
+
/* Thinking Section */
|
| 241 |
+
details.thinking-box { margin-bottom: 20px; border: 1px solid #312e81; border-radius: 8px; background: rgba(49, 46, 129, 0.1); overflow: hidden; }
|
| 242 |
+
details.thinking-box summary { padding: 12px 16px; cursor: pointer; font-weight: 600; color: #818cf8; list-style: none; outline: none; user-select: none; }
|
| 243 |
+
details.thinking-box summary::marker { display: none; }
|
| 244 |
+
details.thinking-box summary:hover { background: rgba(49, 46, 129, 0.2); }
|
| 245 |
+
.thought-content { padding: 16px; font-family: 'JetBrains Mono', monospace; font-size: 13px; color: #a5b4fc; border-top: 1px solid #312e81; }
|
| 246 |
+
|
| 247 |
+
/* Solution Section */
|
| 248 |
+
.solution-box { background: var(--bg); padding: 10px 0; }
|
| 249 |
+
.text-content { margin-bottom: 10px; }
|
| 250 |
+
h2, h3 { color: white; margin-top: 20px; margin-bottom: 10px; font-weight: 600; }
|
| 251 |
+
strong { color: #fff; font-weight: 700; }
|
| 252 |
+
|
| 253 |
+
/* Code Blocks */
|
| 254 |
+
.code-block { background: #0d1117; border: 1px solid #30363d; border-radius: 8px; margin: 15px 0; overflow: hidden; }
|
| 255 |
+
.code-header { background: #161b22; padding: 6px 12px; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #30363d; }
|
| 256 |
+
.lang-tag { font-size: 11px; color: #8b949e; text-transform: uppercase; font-weight: bold; }
|
| 257 |
+
.copy-btn { font-size: 11px; cursor: pointer; color: #58a6ff; }
|
| 258 |
+
.copy-btn:hover { text-decoration: underline; }
|
| 259 |
+
pre { margin: 0; padding: 16px; overflow-x: auto; font-family: 'Fira Code', 'Consolas', monospace; font-size: 14px; color: #c9d1d9; }
|
| 260 |
+
|
| 261 |
+
/* Syntax Highlighting Colors */
|
| 262 |
+
.k { color: #ff7b72; } /* Keyword */
|
| 263 |
+
.s { color: #a5d6ff; } /* String */
|
| 264 |
+
.c { color: #8b949e; font-style: italic; } /* Comment */
|
| 265 |
+
.nf { color: #d2a8ff; } /* Function */
|
| 266 |
+
|
| 267 |
+
/* Cursor Animation */
|
| 268 |
+
.cursor { display: inline-block; width: 8px; height: 18px; background: var(--accent); vertical-align: text-bottom; animation: blink 1s step-end infinite; margin-left: 2px; }
|
| 269 |
+
@keyframes blink { 0%, 100% { opacity: 1; } 50% { opacity: 0; } }
|
| 270 |
+
</style>
|
| 271 |
+
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
| 272 |
|
| 273 |
+
html_out = f"""{css}
|
| 274 |
+
<div class="ui-container">
|
| 275 |
+
<div class="stats-bar">
|
| 276 |
+
<div class="stat-pill {'stat-active' if is_gen else ''}">
|
| 277 |
+
{ '🟢 GENERATING' if is_gen else '⚪ COMPLETE' }
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 278 |
</div>
|
| 279 |
+
<div class="stat-pill">⏱️ {stats['time']:.1f}s</div>
|
| 280 |
+
<div class="stat-pill">⚡ {t_sec:.1f} T/s</div>
|
| 281 |
+
<div class="stat-pill">📝 {stats['tokens']} Tok</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 282 |
</div>
|
|
|
|
| 283 |
"""
|
| 284 |
+
|
| 285 |
+
if thinking:
|
| 286 |
+
# Open by default if generating, closed if done
|
| 287 |
+
is_open = "open" if is_gen else ""
|
| 288 |
+
html_out += f"""
|
| 289 |
+
<details class="thinking-box" {is_open}>
|
| 290 |
+
<summary>🧠 Chain of Thought (Process)</summary>
|
| 291 |
+
<div class="thought-content">
|
| 292 |
+
{thinking_html} {cursor if not solution else ''}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 293 |
</div>
|
| 294 |
+
</details>
|
|
|
|
| 295 |
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 296 |
|
| 297 |
+
html_out += f"""
|
| 298 |
+
<div class="solution-box">
|
| 299 |
+
{solution_html} {cursor if solution or not thinking else ''}
|
| 300 |
+
</div>
|
| 301 |
+
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 302 |
"""
|
| 303 |
+
|
| 304 |
+
return html_out
|
|
|
|
| 305 |
|
| 306 |
+
parser = ModernUIParser()
|
| 307 |
+
|
| 308 |
+
def run_gen(prompt, temp, max_tokens):
|
| 309 |
+
if not prompt: return "Please enter a prompt."
|
|
|
|
|
|
|
|
|
|
|
|
|
| 310 |
|
| 311 |
+
gen = vibe_model.generate_response_streaming(prompt, temp, max_tokens)
|
| 312 |
+
for text, stats in gen:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 313 |
if stats:
|
| 314 |
+
yield parser.parse_and_render(text, stats)
|
|
|
|
|
|
|
| 315 |
else:
|
| 316 |
+
yield f"<div style='color:red'>Error: {text}</div>"
|
| 317 |
+
|
| 318 |
+
def stop_action():
|
| 319 |
+
vibe_model.stop_generation()
|
| 320 |
|
| 321 |
+
# --- GRADIO INTERFACE ---
|
| 322 |
with gr.Blocks(
|
| 323 |
+
title="VibeThinker IDE",
|
| 324 |
+
theme=gr.themes.Base(
|
| 325 |
+
primary_hue="indigo",
|
| 326 |
+
neutral_hue="slate",
|
| 327 |
+
font=("Inter", "sans-serif")
|
| 328 |
+
),
|
| 329 |
+
css=".gradio-container { background-color: #0f1117 !important; border: none; }"
|
| 330 |
) as demo:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 331 |
|
| 332 |
+
gr.Markdown("""
|
| 333 |
+
<div style="text-align: center; margin-bottom: 20px;">
|
| 334 |
+
<h1 style="color: white; font-size: 2rem;">⚡ VibeThinker IDE</h1>
|
| 335 |
+
<p style="color: #94a3b8;">Specialized 1.5B Model for Algorithms & Competitive Coding</p>
|
| 336 |
+
</div>
|
| 337 |
""")
|
| 338 |
|
| 339 |
with gr.Row():
|
| 340 |
+
# Left Column: Inputs
|
| 341 |
+
with gr.Column(scale=1, variant="panel"):
|
| 342 |
+
input_text = gr.Textbox(
|
| 343 |
+
label="Problem Statement",
|
| 344 |
+
lines=8,
|
| 345 |
+
placeholder="Paste a LeetCode problem or ask for a specific algorithm...",
|
| 346 |
+
elem_id="input-box"
|
| 347 |
)
|
| 348 |
|
| 349 |
+
with gr.Accordion("Settings", open=False):
|
| 350 |
+
temp = gr.Slider(0.1, 1.0, value=0.6, label="Temperature")
|
| 351 |
+
tokens = gr.Slider(1024, 32000, value=8192, label="Max Tokens")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 352 |
|
| 353 |
+
with gr.Row():
|
| 354 |
+
btn_run = gr.Button("▶ Run", variant="primary", scale=2)
|
| 355 |
+
btn_stop = gr.Button("⏹ Stop", variant="stop", scale=1)
|
| 356 |
+
|
| 357 |
+
# Right Column: Output
|
| 358 |
with gr.Column(scale=2):
|
| 359 |
+
out_html = gr.HTML(label="Result Console")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 360 |
|
| 361 |
+
btn_run.click(run_gen, inputs=[input_text, temp, tokens], outputs=out_html)
|
| 362 |
+
btn_stop.click(stop_action, None, None)
|
| 363 |
+
|
| 364 |
gr.Examples(
|
| 365 |
examples=[
|
| 366 |
+
["Determine if a Sudoku board is valid. Provide a Python solution with O(1) space complexity if possible."],
|
| 367 |
+
["Explain the Knuth-Morris-Pratt (KMP) algorithm and implement it in Python."],
|
| 368 |
+
["Solve the 'Trapping Rain Water' problem using the two-pointer approach."],
|
|
|
|
| 369 |
],
|
| 370 |
+
inputs=input_text
|
| 371 |
)
|
| 372 |
|
| 373 |
if __name__ == "__main__":
|