Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -8,70 +8,47 @@ model_id = "facebook/MobileLLM-R1-950M"
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pipe = pipeline(
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"text-generation",
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model=model_id,
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torch_dtype=
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device_map="auto",
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)
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@spaces.GPU(duration=120)
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def respond(message, history):
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# Build
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# Add system message based on content type detection
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if any(kw in message.lower() for kw in ["python", "def ", "function"]):
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messages.append({
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"role": "system",
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"content": (
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"\nYou are a helpful and harmless assistant. You should think step-by-step before responding to the instruction below.\n\n"
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"Please use python programming language only.\n"
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"You must use ```python for just the final solution code block with the following format:\n"
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"```python\n# Your code here\n```\n"
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)
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})
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elif any(kw in message.lower() for kw in ["c++", "cpp", "#include", "cout"]):
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messages.append({
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"role": "system",
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"content": (
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"\nYou are a helpful and harmless assistant. You should think step-by-step before responding to the instruction below.\n\n"
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"Please use c++ programming language only.\n"
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"You must use ```cpp for just the final solution code block with the following format:\n"
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"```cpp\n// Your code here\n```\n"
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)
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})
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elif any(kw in message.lower() for kw in ["compute", "calculate", "math", "+", "-", "*", "/"]):
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messages.append({
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"role": "system",
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"content": "Please reason step by step, and put your final answer within \\boxed{}."
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})
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else:
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messages.append({
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"role": "system",
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"content": "You are a helpful AI assistant."
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})
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# Add conversation history
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for user_msg, assistant_msg in history:
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if user_msg:
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if assistant_msg:
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# Add current message
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#
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messages,
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max_new_tokens=8192,
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temperature=0.7,
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do_sample=True,
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)
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#
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full_response = outputs[0]["generated_text"][-1]["content"]
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response_text = ""
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for
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yield response_text
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# Create the chat interface
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pipe = pipeline(
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"text-generation",
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model=model_id,
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torch_dtype=torch.float16,
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device_map="auto",
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)
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@spaces.GPU(duration=120)
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def respond(message, history):
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# Build prompt from history
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prompt = ""
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for user_msg, assistant_msg in history:
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if user_msg:
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prompt += f"User: {user_msg}\n"
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if assistant_msg:
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prompt += f"Assistant: {assistant_msg}\n"
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# Add current message
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prompt += f"User: {message}\nAssistant: "
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# Generate response with streaming
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streamer = pipe.tokenizer.decode
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# Generate tokens
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inputs = pipe.tokenizer(prompt, return_tensors="pt").to(pipe.model.device)
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with torch.no_grad():
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outputs = pipe.model.generate(
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**inputs,
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max_new_tokens=10000,
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temperature=0.7,
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do_sample=True,
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pad_token_id=pipe.tokenizer.eos_token_id,
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)
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# Decode the generated tokens, skipping the input tokens
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generated_tokens = outputs[0][inputs['input_ids'].shape[-1]:]
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# Stream the output token by token
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response_text = ""
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for i in range(len(generated_tokens)):
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token = generated_tokens[i:i+1]
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token_text = pipe.tokenizer.decode(token, skip_special_tokens=True)
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response_text += token_text
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yield response_text
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# Create the chat interface
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