Upload 2 files (#1)
Browse files- Upload 2 files (85ea1dda7c5244f8926fdf8c902d37d1462db21c)
- app.py +80 -10
- requirements +6 -0
app.py
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from fastapi import FastAPI, HTTPException
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from fastapi.middleware.cors import CORSMiddleware
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from pydantic import BaseModel
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import transformers
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import torch
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# ---- 初始化模型 ----
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model_id = "WiroAI/WiroAI-Finance-Qwen-1.5B"
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# 缓存 pipeline 避免重复加载
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_pipeline = None
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def get_pipeline():
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global _pipeline
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if _pipeline is None:
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_pipeline = transformers.pipeline(
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"text-generation",
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model=model_id,
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model_kwargs={"torch_dtype": torch.bfloat16},
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device_map="auto" if torch.cuda.is_available() else None,
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)
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_pipeline.model.eval()
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return _pipeline
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# ---- FastAPI 配置 ----
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app = FastAPI(title="WiroAI Finance Chat API")
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# 允许跨域(重要!)
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_methods=["*"],
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allow_headers=["*"],
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)
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# ---- 请求/响应模型 ----
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class ChatRequest(BaseModel):
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message: str
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max_new_tokens: int = 512
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temperature: float = 0.9
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class ChatResponse(BaseModel):
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content: str
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# ---- API 端点 ----
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@app.post("/chat", response_model=ChatResponse)
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async def generate_response(request: ChatRequest):
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try:
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pipeline = get_pipeline()
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# 构建对话历史
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messages = [
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{"role": "system", "content": "You are a finance chatbot developed by Wiro AI"},
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{"role": "user", "content": request.message}
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]
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# 终止符配置
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terminators = [
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pipeline.tokenizer.eos_token_id,
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pipeline.tokenizer.convert_tokens_to_ids("")
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]
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# 生成回复
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outputs = pipeline(
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messages,
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max_new_tokens=request.max_new_tokens,
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eos_token_id=terminators,
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do_sample=True,
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temperature=request.temperature,
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)
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return {"content": outputs[0]["generated_text"][-1]['content']}
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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requirements
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fastapi>=0.68.0
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uvicorn>=0.15.0
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transformers>=4.40.0
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torch>=2.3.0
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accelerate>=0.30.0
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pydantic>=2.0
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