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Update app.py
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app.py
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@@ -1,4 +1,4 @@
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from fastapi import FastAPI
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from pydantic import BaseModel
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from typing import List, Optional
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from transformers import AutoTokenizer, pipeline
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"text-generation",
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model=MODEL_ID,
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tokenizer=tokenizer,
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device_map="auto", # "cpu"
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max_new_tokens=512,
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)
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@@ -24,45 +24,85 @@ class ChatMessage(BaseModel):
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class ChatRequest(BaseModel):
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model: Optional[str] = None # ignored,
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messages: List[ChatMessage]
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temperature: Optional[float] = 0.0
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max_tokens: Optional[int] = 512
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class ChatChoiceMessage(BaseModel):
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role: str
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content: str
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class ChatChoice(BaseModel):
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index: int
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message: ChatChoiceMessage
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finish_reason: str
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class ChatResponse(BaseModel):
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id: str
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object: str
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choices: List[ChatChoice]
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@app.get("/")
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def root():
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return {"status": "ok", "model": MODEL_ID}
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messages
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prompt = tokenizer.apply_chat_template(
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tokenize=False,
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add_generation_prompt=True,
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)
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outputs = pipe(
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prompt,
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full = outputs[0]["generated_text"]
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reply = full[len(prompt):].strip()
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id
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object
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choices
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index
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message
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role
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content
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finish_reason
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],
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return response
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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from typing import List, Optional
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from transformers import AutoTokenizer, pipeline
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"text-generation",
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model=MODEL_ID,
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tokenizer=tokenizer,
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device_map="auto", # "cpu" on HF’s free tier
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max_new_tokens=512,
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)
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class ChatRequest(BaseModel):
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model: Optional[str] = None # ignored, OpenAI-style compat
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messages: List[ChatMessage]
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temperature: Optional[float] = 0.0
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max_tokens: Optional[int] = 512
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@app.get("/")
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def root():
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return {"status": "ok", "model": MODEL_ID}
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def build_prompt(raw_messages: List[dict]) -> str:
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"""
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Normalize messages so they fit the template:
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- Collect system messages and prepend their text to the first user message.
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- Drop leading assistant messages.
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- Merge consecutive messages with the same role.
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- Ensure we end up with user/assistant/user/assistant/... only.
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"""
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system_parts = []
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ua_messages = []
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# Separate system vs user/assistant
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for m in raw_messages:
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role = m.get("role")
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content = m.get("content", "")
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if role == "system":
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if content:
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system_parts.append(content)
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elif role in ("user", "assistant"):
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ua_messages.append({"role": role, "content": content})
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# ignore anything else
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# Drop leading assistants (template wants to start with user)
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while ua_messages and ua_messages[0]["role"] != "user":
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ua_messages.pop(0)
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# Merge consecutive messages with same role
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normalized: List[dict] = []
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for m in ua_messages:
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if not normalized:
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normalized.append(m)
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else:
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if normalized[-1]["role"] == m["role"]:
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normalized[-1]["content"] += "\n\n" + m["content"]
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else:
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normalized.append(m)
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if not normalized:
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raise ValueError("No user messages found after normalization.")
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# Prepend system text into the first user message, if any
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if system_parts:
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system_text = "\n\n".join(system_parts)
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if normalized[0]["role"] == "user":
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normalized[0]["content"] = system_text + "\n\n" + normalized[0]["content"]
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else:
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# If for some reason first is assistant, prepend a synthetic user
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normalized.insert(0, {"role": "user", "content": system_text})
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# At this point we should only have user/assistant alternating.
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# Let tokenizer.apply_chat_template enforce the exact format.
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prompt = tokenizer.apply_chat_template(
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normalized,
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tokenize=False,
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add_generation_prompt=True,
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)
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return prompt
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@app.post("/v1/chat/completions")
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def chat(request: ChatRequest):
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try:
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messages = [m.dict() for m in request.messages]
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prompt = build_prompt(messages)
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except Exception as e:
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# Don't crash the app – return a 400 with explanation
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raise HTTPException(status_code=400, detail=f"Invalid message history: {e}")
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outputs = pipe(
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prompt,
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full = outputs[0]["generated_text"]
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reply = full[len(prompt):].strip()
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return {
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"id": "chatcmpl-1",
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"object": "chat.completion",
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"choices": [
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{
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"index": 0,
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"message": {
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"role": "assistant",
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"content": reply,
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},
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"finish_reason": "stop",
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}
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],
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}
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