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Create app.py
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app.py
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from fastapi import FastAPI
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from pydantic import BaseModel
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from llama_cpp import Llama
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app = FastAPI()
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llm = Llama(
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model_path="/models/model.gguf",
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n_ctx=2048,
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n_threads=2,
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n_batch=128,
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verbose=False,
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)
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class Message(BaseModel):
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role: str
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content: str
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class ChatRequest(BaseModel):
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messages: list[Message]
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@app.post("/v1/chat")
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def chat(req: ChatRequest):
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prompt = ""
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for m in req.messages:
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prompt += f"{m.role.upper()}: {m.content}\n"
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prompt += "ASSISTANT:"
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output = llm(
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prompt,
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max_tokens=256,
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temperature=0.7,
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top_p=0.9,
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stop=["USER:"]
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)
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return {
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"model": "tinyllama-1.1b-chat-q4_k_m",
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"text": output["choices"][0]["text"].strip(),
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"tokens": output["usage"]["total_tokens"],
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}
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