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# Copyright (c) Meta Platforms, Inc. and affiliates. | |
# All rights reserved. | |
# This source code is licensed under the license found in the | |
# LICENSE file in the root directory of this source tree. | |
import logging | |
from typing import Any, Generator | |
from app_conf import ( | |
GALLERY_PATH, | |
GALLERY_PREFIX, | |
POSTERS_PATH, | |
POSTERS_PREFIX, | |
UPLOADS_PATH, | |
UPLOADS_PREFIX, | |
) | |
from data.loader import preload_data | |
from data.schema import schema | |
from data.store import set_videos | |
from flask import Flask, make_response, Request, request, Response, send_from_directory | |
from flask_cors import CORS | |
from inference.data_types import PropagateDataResponse, PropagateInVideoRequest | |
from inference.multipart import MultipartResponseBuilder | |
from inference.predictor import InferenceAPI | |
from strawberry.flask.views import GraphQLView | |
logger = logging.getLogger(__name__) | |
app = Flask(__name__) | |
cors = CORS(app, supports_credentials=True) | |
videos = preload_data() | |
set_videos(videos) | |
inference_api = InferenceAPI() | |
def healthy() -> Response: | |
return make_response("OK", 200) | |
def send_gallery_video(path: str) -> Response: | |
try: | |
return send_from_directory( | |
GALLERY_PATH, | |
path, | |
) | |
except: | |
raise ValueError("resource not found") | |
def send_poster_image(path: str) -> Response: | |
try: | |
return send_from_directory( | |
POSTERS_PATH, | |
path, | |
) | |
except: | |
raise ValueError("resource not found") | |
def send_uploaded_video(path: str): | |
try: | |
return send_from_directory( | |
UPLOADS_PATH, | |
path, | |
) | |
except: | |
raise ValueError("resource not found") | |
# TOOD: Protect route with ToS permission check | |
def propagate_in_video() -> Response: | |
data = request.json | |
args = { | |
"session_id": data["session_id"], | |
"start_frame_index": data.get("start_frame_index", 0), | |
} | |
boundary = "frame" | |
frame = gen_track_with_mask_stream(boundary, **args) | |
return Response(frame, mimetype="multipart/x-savi-stream; boundary=" + boundary) | |
def gen_track_with_mask_stream( | |
boundary: str, | |
session_id: str, | |
start_frame_index: int, | |
) -> Generator[bytes, None, None]: | |
with inference_api.autocast_context(): | |
request = PropagateInVideoRequest( | |
type="propagate_in_video", | |
session_id=session_id, | |
start_frame_index=start_frame_index, | |
) | |
for chunk in inference_api.propagate_in_video(request=request): | |
yield MultipartResponseBuilder.build( | |
boundary=boundary, | |
headers={ | |
"Content-Type": "application/json; charset=utf-8", | |
"Frame-Current": "-1", | |
# Total frames minus the reference frame | |
"Frame-Total": "-1", | |
"Mask-Type": "RLE[]", | |
}, | |
body=chunk.to_json().encode("UTF-8"), | |
).get_message() | |
class MyGraphQLView(GraphQLView): | |
def get_context(self, request: Request, response: Response) -> Any: | |
return {"inference_api": inference_api} | |
# Add GraphQL route to Flask app. | |
app.add_url_rule( | |
"/graphql", | |
view_func=MyGraphQLView.as_view( | |
"graphql_view", | |
schema=schema, | |
# Disable GET queries | |
# https://strawberry.rocks/docs/operations/deployment | |
# https://strawberry.rocks/docs/integrations/flask | |
allow_queries_via_get=False, | |
# Strawberry recently changed multipart request handling, which now | |
# requires enabling support explicitly for views. | |
# https://github.com/strawberry-graphql/strawberry/issues/3655 | |
multipart_uploads_enabled=True, | |
), | |
) | |
if __name__ == "__main__": | |
app.run(host="0.0.0.0", port=5000) | |