omni-docker / server.py
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victor HF staff
fix: Handle CUDA availability in OmniChatServer
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import flask
import base64
import tempfile
import traceback
import torch
from flask import Flask, Response, stream_with_context
from inference import OmniInference
class OmniChatServer(object):
def __init__(self, ip='0.0.0.0', port=60808, run_app=True,
ckpt_dir='./checkpoint', device=None) -> None:
server = Flask(__name__)
# CORS(server, resources=r"/*")
# server.config["JSON_AS_ASCII"] = False
if device is None:
device = 'cuda:0' if torch.cuda.is_available() else 'cpu'
self.client = OmniInference(ckpt_dir, device)
self.client.warm_up()
server.route("/chat", methods=["POST"])(self.chat)
if run_app:
server.run(host=ip, port=port, threaded=False)
else:
self.server = server
def chat(self) -> Response:
req_data = flask.request.get_json()
try:
data_buf = req_data["audio"].encode("utf-8")
data_buf = base64.b64decode(data_buf)
stream_stride = req_data.get("stream_stride", 4)
max_tokens = req_data.get("max_tokens", 2048)
with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as f:
f.write(data_buf)
audio_generator = self.client.run_AT_batch_stream(f.name, stream_stride, max_tokens)
return Response(stream_with_context(audio_generator), mimetype="audio/wav")
except Exception as e:
print(traceback.format_exc())
# CUDA_VISIBLE_DEVICES=1 gunicorn -w 2 -b 0.0.0.0:60808 'server:create_app()'
def create_app():
server = OmniChatServer(run_app=False)
return server.server
def serve(ip='0.0.0.0', port=60808, device=None):
OmniChatServer(ip, port=port, run_app=True, device=device)
if __name__ == "__main__":
import fire
fire.Fire(serve)