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- import argparse
- import json
- import os
- from typing import AsyncGenerator, Dict
- from fastapi import BackgroundTasks, Depends, Header, FastAPI, HTTPException, Request
- from fastapi.responses import JSONResponse, Response, StreamingResponse
- import uvicorn
- from pydantic import parse_obj_as
- from aphrodite.engine.args_tools import AsyncEngineArgs
- from aphrodite.engine.async_aphrodite import AsyncAphrodite
- from aphrodite.common.sampling_params import SamplingParams
- from aphrodite.common.utils import random_uuid
- TIMEOUT_KEEP_ALIVE = 5 # seconds.
- TIMEOUT_TO_PREVENT_DEADLOCK = 1 # seconds.
- app = FastAPI()
- engine = None
- valid_api_key = os.getenv("X_API_KEY")
- @app.post("/api/v1/generate")
- async def generate(request: Request, x_api_key: str = Header(None)) -> Response:
- """Generate completion for the request.
- The request should be a JSON object with the following fields:
- - prompt: the prompt to use for the generation.
- - stream: whether to stream the results or not.
- - other fields: the sampling parameters (See `SamplingParams` for details).
- """
- if x_api_key is None or x_api_key != valid_api_key:
- raise HTTPException(status_code=401, detail="Unauthorized. Please acquire an API key.")
- request_dict = await request.json()
- prompt = request_dict.pop("prompt")
- stream = request_dict.pop("stream", False)
- sampling_params = SamplingParams()
-
- if 'stopping_strings' in request_dict:
- request_dict['stop'] = request_dict.pop('stopping_strings')
- if 'max_new_tokens' in request_dict:
- request_dict['max_tokens'] = request_dict.pop('max_new_tokens')
- if 'repetition_penalty' in request_dict:
- request_dict['frequency_penalty'] = request_dict.pop('repetition_penalty')
- if 'ban_eos_token' in request_dict:
- request_dict['ignore_eos'] = request_dict.pop('ban_eos_token')
- if 'top_k' in request_dict and request_dict['top_k'] == 0:
- request_dict['top_k'] = -1
- for key, value in request_dict.items():
- if hasattr(sampling_params, key):
- setattr(sampling_params, key, value)
- request_id = random_uuid()
- results_generator = engine.generate(prompt, sampling_params, request_id)
- # Streaming case
- async def stream_results() -> AsyncGenerator[bytes, None]:
- async for request_output in results_generator:
- prompt = request_output.prompt
- text_outputs = [
- prompt + output.text for output in request_output.outputs
- ]
- ret = {"text": text_outputs}
- yield (json.dumps(ret) + "\0").encode("utf-8")
- async def abort_request() -> None:
- await engine.abort(request_id)
- if stream:
- background_tasks = BackgroundTasks()
- background_tasks.add_task(abort_request)
- return StreamingResponse(stream_results(), background=background_tasks)
- # Non-streaming case
- final_output = None
- async for request_output in results_generator:
- if await request.is_disconnected():
- # Abort the request if the client disconnects.
- await engine.abort(request_id)
- return Response(status_code=499)
- final_output = request_output
- assert final_output is not None
- prompt = final_output.prompt
- text_outputs = [{"text": output.text} for output in final_output.outputs]
- response_data = {"results": text_outputs}
- return JSONResponse(response_data)
- @app.get("/api/v1/model")
- async def get_model_name() -> JSONResponse:
- """Return the model name based on the EngineArgs configuration."""
- if engine is not None:
- model_name = engine_args.model
- result = {"result": model_name}
- return JSONResponse(content=result)
- else:
- return JSONResponse(content={"result": "Read Only"}, status_code=500)
- if __name__ == "__main__":
- parser = argparse.ArgumentParser()
- parser.add_argument("--host", type=str, default="localhost")
- parser.add_argument("--port", type=int, default=8000)
- parser = AsyncEngineArgs.add_cli_args(parser)
- args = parser.parse_args()
- engine_args = AsyncEngineArgs.from_cli_args(args)
- engine = AsyncAphrodite.from_engine_args(engine_args)
- uvicorn.run(app,
- host=args.host,
- port=args.port,
- log_level="debug",
- timeout_keep_alive=TIMEOUT_KEEP_ALIVE)
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