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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) | |
} | |