[New Feature] Support SAM 2.1 (#59)
* support sam 2.1 * refine config path and ckpt path * update README
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140
demo/backend/server/app.py
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140
demo/backend/server/app.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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# This source code is licensed under the license found in the
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# LICENSE file in the root directory of this source tree.
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import logging
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from typing import Any, Generator
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from app_conf import (
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GALLERY_PATH,
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GALLERY_PREFIX,
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POSTERS_PATH,
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POSTERS_PREFIX,
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UPLOADS_PATH,
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UPLOADS_PREFIX,
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)
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from data.loader import preload_data
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from data.schema import schema
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from data.store import set_videos
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from flask import Flask, make_response, Request, request, Response, send_from_directory
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from flask_cors import CORS
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from inference.data_types import PropagateDataResponse, PropagateInVideoRequest
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from inference.multipart import MultipartResponseBuilder
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from inference.predictor import InferenceAPI
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from strawberry.flask.views import GraphQLView
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logger = logging.getLogger(__name__)
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app = Flask(__name__)
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cors = CORS(app, supports_credentials=True)
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videos = preload_data()
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set_videos(videos)
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inference_api = InferenceAPI()
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@app.route("/healthy")
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def healthy() -> Response:
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return make_response("OK", 200)
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@app.route(f"/{GALLERY_PREFIX}/<path:path>", methods=["GET"])
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def send_gallery_video(path: str) -> Response:
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try:
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return send_from_directory(
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GALLERY_PATH,
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path,
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)
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except:
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raise ValueError("resource not found")
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@app.route(f"/{POSTERS_PREFIX}/<path:path>", methods=["GET"])
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def send_poster_image(path: str) -> Response:
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try:
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return send_from_directory(
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POSTERS_PATH,
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path,
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)
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except:
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raise ValueError("resource not found")
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@app.route(f"/{UPLOADS_PREFIX}/<path:path>", methods=["GET"])
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def send_uploaded_video(path: str):
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try:
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return send_from_directory(
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UPLOADS_PATH,
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path,
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)
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except:
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raise ValueError("resource not found")
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# TOOD: Protect route with ToS permission check
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@app.route("/propagate_in_video", methods=["POST"])
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def propagate_in_video() -> Response:
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data = request.json
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args = {
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"session_id": data["session_id"],
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"start_frame_index": data.get("start_frame_index", 0),
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}
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boundary = "frame"
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frame = gen_track_with_mask_stream(boundary, **args)
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return Response(frame, mimetype="multipart/x-savi-stream; boundary=" + boundary)
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def gen_track_with_mask_stream(
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boundary: str,
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session_id: str,
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start_frame_index: int,
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) -> Generator[bytes, None, None]:
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with inference_api.autocast_context():
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request = PropagateInVideoRequest(
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type="propagate_in_video",
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session_id=session_id,
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start_frame_index=start_frame_index,
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)
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for chunk in inference_api.propagate_in_video(request=request):
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yield MultipartResponseBuilder.build(
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boundary=boundary,
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headers={
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"Content-Type": "application/json; charset=utf-8",
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"Frame-Current": "-1",
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# Total frames minus the reference frame
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"Frame-Total": "-1",
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"Mask-Type": "RLE[]",
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},
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body=chunk.to_json().encode("UTF-8"),
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).get_message()
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class MyGraphQLView(GraphQLView):
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def get_context(self, request: Request, response: Response) -> Any:
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return {"inference_api": inference_api}
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# Add GraphQL route to Flask app.
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app.add_url_rule(
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"/graphql",
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view_func=MyGraphQLView.as_view(
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"graphql_view",
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schema=schema,
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# Disable GET queries
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# https://strawberry.rocks/docs/operations/deployment
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# https://strawberry.rocks/docs/integrations/flask
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allow_queries_via_get=False,
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# Strawberry recently changed multipart request handling, which now
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# requires enabling support explicitly for views.
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# https://github.com/strawberry-graphql/strawberry/issues/3655
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multipart_uploads_enabled=True,
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),
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)
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if __name__ == "__main__":
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app.run(host="0.0.0.0", port=5000)
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