import argparse import json from typing import AsyncGenerator from fastapi import BackgroundTasks, FastAPI, Request from fastapi.responses import StreamingResponse import uvicorn from cacheflow.sampling_params import SamplingParams from cacheflow.server.arg_utils import AsyncServerArgs from cacheflow.server.async_llm_server import AsyncLLMServer from cacheflow.utils import random_uuid TIMEOUT_KEEP_ALIVE = 5 # seconds. TIMEOUT_TO_PREVENT_DEADLOCK = 1 # seconds app = FastAPI() @app.post("/generate") async def generate_stream(request: Request) -> StreamingResponse: """ Stream the results of the generation request. The request should be a JSON object with the following fields: - prompt: the prompt to use for the generation. - other fields: the sampling parameters (See `SamplingParams` for details). """ request_dict = await request.json() prompt = request_dict.pop("prompt") sampling_params = SamplingParams(**request_dict) request_id = random_uuid() results_generator = server.generate(prompt, sampling_params, request_id) 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, "error": 0, } yield (json.dumps(ret) + "\0").encode("utf-8") async def abort_request() -> None: await server.abort(request_id) background_tasks = BackgroundTasks() # Abort the request if the client disconnects. background_tasks.add_task(abort_request) return StreamingResponse(stream_results(), background=background_tasks) if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("--host", type=str, default="localhost") parser.add_argument("--port", type=int, default=8001) parser = AsyncServerArgs.add_cli_args(parser) args = parser.parse_args() server_args = AsyncServerArgs.from_cli_args(args) server = AsyncLLMServer.from_server_args(server_args) uvicorn.run(app, host=args.host, port=args.port, log_level="debug", timeout_keep_alive=TIMEOUT_KEEP_ALIVE)