Non-streaming simple fastapi server (#144)

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Zhuohan Li 2023-06-11 01:43:07 +08:00 committed by GitHub
parent 4298374265
commit 5020e1e80c
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3 changed files with 61 additions and 20 deletions

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@ -233,7 +233,7 @@ async def create_completion(raw_request: Request):
async for res in result_generator:
if await raw_request.is_disconnected():
# Abort the request if the client disconnects.
await server.abort(request_id)
await abort_request()
return create_error_response(HTTPStatus.BAD_REQUEST,
"Client disconnected")
final_res = res

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@ -3,7 +3,7 @@ import json
from typing import AsyncGenerator
from fastapi import BackgroundTasks, FastAPI, Request
from fastapi.responses import StreamingResponse
from fastapi.responses import Response, StreamingResponse
import uvicorn
from cacheflow.sampling_params import SamplingParams
@ -17,19 +17,22 @@ app = FastAPI()
@app.post("/generate")
async def generate_stream(request: Request) -> StreamingResponse:
async def generate(request: Request) -> Response:
""" 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.
- 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 = server.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
@ -37,19 +40,35 @@ async def generate_stream(request: Request) -> StreamingResponse:
prompt + output.text
for output in request_output.outputs
]
ret = {
"text": text_outputs,
"error": 0,
}
ret = {"text": text_outputs}
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 stream:
background_tasks = BackgroundTasks()
# Abort the request if the client disconnects.
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 server.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 Response(content=json.dumps(ret))
if __name__ == "__main__":

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@ -1,15 +1,17 @@
import argparse
import requests
import json
import requests
from typing import Iterable, List
def clear_line(n=1):
def clear_line(n:int = 1) -> None:
LINE_UP = '\033[1A'
LINE_CLEAR = '\x1b[2K'
for i in range(n):
print(LINE_UP, end=LINE_CLEAR, flush=True)
def http_request(prompt: str, api_url: str, n: int = 1):
def post_http_request(prompt: str, api_url: str, n: int = 1,
stream: bool = False) -> requests.Response:
headers = {"User-Agent": "Test Client"}
pload = {
"prompt": prompt,
@ -17,32 +19,52 @@ def http_request(prompt: str, api_url: str, n: int = 1):
"use_beam_search": True,
"temperature": 0.0,
"max_tokens": 16,
"stream": stream,
}
response = requests.post(api_url, headers=headers, json=pload, stream=True)
return response
for chunk in response.iter_lines(chunk_size=8192, decode_unicode=False, delimiter=b"\0"):
def get_streaming_response(response: requests.Response) -> Iterable[List[str]]:
for chunk in response.iter_lines(chunk_size=8192, decode_unicode=False,
delimiter=b"\0"):
if chunk:
data = json.loads(chunk.decode("utf-8"))
output = data["text"]
yield output
def get_response(response: requests.Response) -> List[str]:
data = json.loads(response.content)
output = data["text"]
return output
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--host", type=str, default="localhost")
parser.add_argument("--port", type=int, default=8001)
parser.add_argument("--n", type=int, default=4)
parser.add_argument("--prompt", type=str, default="San Francisco is a")
parser.add_argument("--stream", action="store_true")
args = parser.parse_args()
prompt = args.prompt
api_url = f"http://{args.host}:{args.port}/generate"
n = args.n
stream = args.stream
print(f"Prompt: {prompt}\n", flush=True)
num_printed_lines = 0
for h in http_request(prompt, api_url, n):
clear_line(num_printed_lines)
response = post_http_request(prompt, api_url, n, stream)
if stream:
num_printed_lines = 0
for i, line in enumerate(h):
num_printed_lines += 1
for h in get_streaming_response(response):
clear_line(num_printed_lines)
num_printed_lines = 0
for i, line in enumerate(h):
num_printed_lines += 1
print(f"Beam candidate {i}: {line}", flush=True)
else:
output = get_response(response)
for i, line in enumerate(output):
print(f"Beam candidate {i}: {line}", flush=True)