import argparse import json from typing import AsyncGenerator from fastapi import FastAPI, Request from fastapi.responses import JSONResponse, Response, StreamingResponse import uvicorn from vllm.engine.arg_utils import AsyncEngineArgs from vllm.engine.async_llm_engine import AsyncLLMEngine from vllm.sampling_params import SamplingParams from vllm.utils import random_uuid TIMEOUT_KEEP_ALIVE = 5 # seconds. app = FastAPI() engine = None @app.get("/health") async def health() -> Response: """Health check.""" return Response(status_code=200) @app.post("/generate") async def generate(request: Request) -> 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). """ request_dict = await request.json() prompt = request_dict.pop("prompt") prefix_pos = request_dict.pop("prefix_pos", None) stream = request_dict.pop("stream", False) sampling_params = SamplingParams(**request_dict) request_id = random_uuid() results_generator = engine.generate(prompt, sampling_params, request_id, prefix_pos=prefix_pos) # 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") if stream: return StreamingResponse(stream_results()) # 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 = [prompt + output.text for output in final_output.outputs] ret = {"text": text_outputs} return JSONResponse(ret) if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("--host", type=str, default=None) parser.add_argument("--port", type=int, default=8000) parser.add_argument("--ssl-keyfile", type=str, default=None) parser.add_argument("--ssl-certfile", type=str, default=None) parser.add_argument( "--root-path", type=str, default=None, help="FastAPI root_path when app is behind a path based routing proxy") parser = AsyncEngineArgs.add_cli_args(parser) args = parser.parse_args() engine_args = AsyncEngineArgs.from_cli_args(args) engine = AsyncLLMEngine.from_engine_args(engine_args) app.root_path = args.root_path uvicorn.run(app, host=args.host, port=args.port, log_level="debug", timeout_keep_alive=TIMEOUT_KEEP_ALIVE, ssl_keyfile=args.ssl_keyfile, ssl_certfile=args.ssl_certfile)