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Runtime error
| from fastapi import FastAPI, Depends, HTTPException | |
| from fastapi.middleware.cors import CORSMiddleware | |
| from pydantic import BaseModel | |
| from huggingface_hub import InferenceClient | |
| import os | |
| from fastapi.security import OAuth2PasswordBearer | |
| from typing import Annotated | |
| oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") | |
| app = FastAPI() | |
| # Allow all CORS | |
| app.add_middleware( | |
| CORSMiddleware, | |
| allow_origins=["*"], | |
| allow_credentials=True, | |
| allow_methods=["*"], | |
| allow_headers=["*"], | |
| ) | |
| # client = InferenceClient("mistralai/Mistral-7B-Instruct-v0.2") | |
| client = InferenceClient("mistralai/Mistral-7B-Instruct-v0.3") | |
| # client = InferenceClient("mistralai/Mistral-Nemo-Instruct-2407") | |
| class Item(BaseModel): | |
| prompt: str | |
| history: list | |
| system_prompt: str | |
| temperature: float = 0.0 | |
| max_new_tokens: int = 2048 | |
| top_p: float = 0.15 | |
| repetition_penalty: float = 1.0 | |
| def format_prompt(message, history): | |
| return message | |
| def generate(item: Item): | |
| temperature = float(item.temperature) | |
| if temperature < 1e-2: | |
| temperature = 1e-2 | |
| top_p = float(item.top_p) | |
| generate_kwargs = dict( | |
| temperature=temperature, | |
| max_new_tokens=item.max_new_tokens, | |
| top_p=top_p, | |
| repetition_penalty=item.repetition_penalty, | |
| do_sample=True, | |
| seed=42, | |
| ) | |
| formatted_prompt = format_prompt(f"{item.system_prompt}, {item.prompt}", item.history) | |
| stream = client.text_generation(formatted_prompt, **generate_kwargs, stream=True, details=True, return_full_text=False) | |
| output = "" | |
| for response in stream: | |
| output += response.token.text | |
| return output | |
| async def root(): | |
| return {"status": "ok"} | |
| async def root(): | |
| return {"status": "ok"} | |
| async def generate_text(item: Item, token: Annotated[str, Depends(oauth2_scheme)]): | |
| # Reject if not authenticated | |
| apiKey = os.environ.get("API_KEY") | |
| if apiKey != token: | |
| raise HTTPException(status_code=403, detail="Invalid API key") | |
| return { | |
| "response": generate(item) | |
| } | |