[LLM] vLLM: Add api_server entrypoint (#9783)

Add vllm.entrypoints.api_server for benchmark_serving.py in vllm.
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Xiangyu Tian 2023-12-26 16:03:57 +08:00 committed by GitHub
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commit 0ea842231e

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#
# Copyright 2016 The BigDL Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
# Some parts of this file is adapted from
# https://github.com/vllm-project/vllm/blob/v0.2.1.post1/vllm/entrypoints/api_server.py
# which is licensed under Apache License 2.0
#
# Copyright 2023 The vLLM team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import argparse
import json
from typing import AsyncGenerator
from fastapi import FastAPI, Request
from fastapi.responses import JSONResponse, Response, StreamingResponse
import uvicorn
from bigdl.llm.vllm.engine.arg_utils import AsyncEngineArgs
from bigdl.llm.vllm.engine.async_llm_engine import AsyncLLMEngine
from bigdl.llm.vllm.sampling_params import SamplingParams
from bigdl.llm.vllm.utils import random_uuid
TIMEOUT_KEEP_ALIVE = 5 # seconds.
TIMEOUT_TO_PREVENT_DEADLOCK = 1 # 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")
stream = request_dict.pop("stream", False)
sampling_params = SamplingParams(**request_dict)
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")
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 # noqa
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 = AsyncEngineArgs.add_cli_args(parser)
args = parser.parse_args()
engine_args = AsyncEngineArgs.from_cli_args(args)
engine = AsyncLLMEngine.from_engine_args(engine_args)
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)