initial commit

.gitignore

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+.DS_Store
+checkpoints/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

.python-version

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+3.10

app.py

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+import rerun as rr
+import rerun.blueprint as rrb
+import depth_pro
+
+import torch
+import cv2
+from pathlib import Path
+import gradio as gr
+from gradio_rerun import Rerun
+
+
+@rr.thread_local_stream("rerun_example_ml_depth_pro")
+def run_ml_depth_pro(model, transform, frames):
+    stream = rr.binary_stream()
+
+    assert model is not None, "Model is None"
+    assert transform is not None, "Transform is None"
+    assert frames is not None, "Frames is None"
+
+    blueprint = rrb.Blueprint(
+        rrb.Spatial3DView(origin="/"),
+        rrb.Horizontal(
+            rrb.Spatial2DView(origin="/world/camera/depth", title="Depth"),
+            rrb.Spatial2DView(origin="/world/camera/image", title="Image"),
+        ),
+        collapse_panels=True,
+    )
+
+    rr.send_blueprint(blueprint)
+
+    for i, frame in enumerate(frames):
+        rr.set_time_sequence("frame", i)
+        rr.log("world/camera/image", rr.Image(frame))
+
+        image = transform(frame)
+        prediction = model.infer(image)
+        depth = prediction["depth"].squeeze().detach().cpu().numpy()
+
+        rr.log(
+            "world/camera",
+            rr.Pinhole(
+                width=frame.shape[1],
+                height=frame.shape[0],
+                focal_length=prediction["focallength_px"].item(),
+                principal_point=(frame.shape[1] / 2, frame.shape[0] / 2),
+                image_plane_distance=depth.max(),
+            ),
+        )
+
+        rr.log(
+            "world/camera/depth",
+            # need 0.19 stable for this
+            # rr.DepthImage(depth, meter=1, depth_range=(depth.min(), depth.max())),
+            rr.DepthImage(depth, meter=1),
+        )
+
+        yield stream.read()
+
+
+video_path = Path("hd-cat.mp4")
+device = torch.device(
+    "cuda"
+    if torch.cuda.is_available()
+    else "mps"
+    if torch.backends.mps.is_available()
+    else "cpu"
+)
+
+# Load model and preprocessing transform
+model, transform = depth_pro.create_model_and_transforms(device=device)
+model.eval()
+
+
+# Load video
+frames = []
+video = cv2.VideoCapture("hd-cat2.mp4")
+while True:
+    read, frame = video.read()
+    if not read:
+        break
+    frame = cv2.resize(frame, (320, 240))
+    frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
+    frames.append(frame)
+
+with gr.Blocks() as demo:
+    with gr.Tab("Streaming"):
+        with gr.Row():
+            img = gr.Image(interactive=True, label="Image")
+            with gr.Column():
+                stream_ml_depth_pro = gr.Button("Stream Ml Depth Pro")
+        with gr.Row():
+            viewer = Rerun(
+                streaming=True,
+                panel_states={
+                    "time": "collapsed",
+                    "blueprint": "hidden",
+                    "selection": "hidden",
+                },
+            )
+        stream_ml_depth_pro.click(
+            run_ml_depth_pro, inputs=[model, transform, frames], outputs=[viewer]
+        )
+
+
+if __name__ == "__main__":
+    demo.launch()

pyproject.toml

@@ -0,0 +1,26 @@
+[project]
+name = "rerun-apple-depth-pro"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "attrs>=24.2.0",
+    "depth-pro",
+    "gradio>=4.44.1",
+    "gradio-rerun>=0.0.6",
+    "opencv-python>=4.10.0.84",
+    "rerun-sdk==0.18.2",
+]
+
+[tool.uv]
+dev-dependencies = [
+    "ipykernel>=6.29.5",
+    "ipywidgets>=8.1.5",
+    "matplotlib>=3.9.2",
+    "rich>=13.9.2",
+    "tqdm>=4.66.5",
+]
+
+[tool.uv.sources]
+depth-pro = { git = "https://github.com/apple/ml-depth-pro" }

requirements.txt

@@ -0,0 +1,902 @@
+# This file was autogenerated via `uv export`.
+appnope==0.1.4 ; platform_system == 'Darwin' \
+    --hash=sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee \
+    --hash=sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c
+asttokens==2.4.1 \
+    --hash=sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0 \
+    --hash=sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24
+attrs==24.2.0 \
+    --hash=sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346 \
+    --hash=sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2
+certifi==2024.8.30 \
+    --hash=sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9 \
+    --hash=sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8
+cffi==1.17.1 ; implementation_name == 'pypy' \
+    --hash=sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824 \
+    --hash=sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14 \
+    --hash=sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67 \
+    --hash=sha256:edae79245293e15384b51f88b00613ba9f7198016a5948b5dddf4917d4d26382 \
+    --hash=sha256:45398b671ac6d70e67da8e4224a065cec6a93541bb7aebe1b198a61b58c7b702 \
+    --hash=sha256:ad9413ccdeda48c5afdae7e4fa2192157e991ff761e7ab8fdd8926f40b160cc3 \
+    --hash=sha256:5da5719280082ac6bd9aa7becb3938dc9f9cbd57fac7d2871717b1feb0902ab6 \
+    --hash=sha256:2bb1a08b8008b281856e5971307cc386a8e9c5b625ac297e853d36da6efe9c17 \
+    --hash=sha256:045d61c734659cc045141be4bae381a41d89b741f795af1dd018bfb532fd0df8 \
+    --hash=sha256:6883e737d7d9e4899a8a695e00ec36bd4e5e4f18fabe0aca0efe0a4b44cdb13e \
+    --hash=sha256:6b8b4a92e1c65048ff98cfe1f735ef8f1ceb72e3d5f0c25fdb12087a23da22be \
+    --hash=sha256:c9c3d058ebabb74db66e431095118094d06abf53284d9c81f27300d0e0d8bc7c \
+    --hash=sha256:0f048dcf80db46f0098ccac01132761580d28e28bc0f78ae0d58048063317e15 \
+    --hash=sha256:a45e3c6913c5b87b3ff120dcdc03f6131fa0065027d0ed7ee6190736a74cd401 \
+    --hash=sha256:30c5e0cb5ae493c04c8b42916e52ca38079f1b235c2f8ae5f4527b963c401caf \
+    --hash=sha256:f75c7ab1f9e4aca5414ed4d8e5c0e303a34f4421f8a0d47a4d019ceff0ab6af4 \
+    --hash=sha256:a1ed2dd2972641495a3ec98445e09766f077aee98a1c896dcb4ad0d303628e41 \
+    --hash=sha256:46bf43160c1a35f7ec506d254e5c890f3c03648a4dbac12d624e4490a7046cd1 \
+    --hash=sha256:a24ed04c8ffd54b0729c07cee15a81d964e6fee0e3d4d342a27b020d22959dc6 \
+    --hash=sha256:610faea79c43e44c71e1ec53a554553fa22321b65fae24889706c0a84d4ad86d \
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+    --hash=sha256:733e99bc2df47476e3848417c5a4540522f234dfd4ef3ab7fafdf555b082ec0c \
+    --hash=sha256:1257bdabf294dceb59f5e70c64a3e2f462c30c7ad68092d01bbbfb1c16b1ba36 \
+    --hash=sha256:da95af8214998d77a98cc14e3a3bd00aa191526343078b530ceb0bd710fb48a5 \
+    --hash=sha256:d63afe322132c194cf832bfec0dc69a99fb9bb6bbd550f161a49e9e855cc78ff \
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+    --hash=sha256:706510fe141c86a69c8ddc029c7910003a17353970cff3b904ff0686a5927683 \
+    --hash=sha256:de55b766c7aa2e2a3092c51e0483d700341182f08e67c63630d5b6f200bb28e5 \
+    --hash=sha256:c59d6e989d07460165cc5ad3c61f9fd8f1b4796eacbd81cee78957842b834af4 \
+    --hash=sha256:dd398dbc6773384a17fe0d3e7eeb8d1a21c2200473ee6806bb5e6a8e62bb73dd \
+    --hash=sha256:3edc8d958eb099c634dace3c7e16560ae474aa3803a5df240542b305d14e14ed \
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+    --hash=sha256:f6a16c31041f09ead72d69f583767292f750d24913dadacf5756b966aacb3f1a
+charset-normalizer==3.3.2 \
+    --hash=sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5 \
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+colorama==0.4.6 ; sys_platform == 'win32' or platform_system == 'Windows' \
+    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
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+    --hash=sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110 \
+    --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818
+nvidia-cublas-cu12==12.1.3.1 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
+nvidia-cuda-cupti-cu12==12.1.105 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e
+nvidia-cuda-nvrtc-cu12==12.1.105 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2
+nvidia-cuda-runtime-cu12==12.1.105 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40
+nvidia-cudnn-cu12==9.1.0.70 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f
+nvidia-cufft-cu12==11.0.2.54 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56
+nvidia-curand-cu12==10.3.2.106 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0
+nvidia-cusolver-cu12==11.4.5.107 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd
+nvidia-cusparse-cu12==12.1.0.106 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c
+nvidia-nccl-cu12==2.20.5 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01 \
+    --hash=sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56
+nvidia-nvjitlink-cu12==12.6.77 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:3bf10d85bb1801e9c894c6e197e44dd137d2a0a9e43f8450e9ad13f2df0dd52d \
+    --hash=sha256:9ae346d16203ae4ea513be416495167a0101d33d2d14935aa9c1829a3fb45142
+nvidia-nvtx-cu12==12.1.105 ; platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5
+opencv-python==4.10.0.84 \
+    --hash=sha256:72d234e4582e9658ffea8e9cae5b63d488ad06994ef12d81dc303b17472f3526 \
+    --hash=sha256:fc182f8f4cda51b45f01c64e4cbedfc2f00aff799debebc305d8d0210c43f251 \
+    --hash=sha256:71e575744f1d23f79741450254660442785f45a0797212852ee5199ef12eed98 \
+    --hash=sha256:09a332b50488e2dda866a6c5573ee192fe3583239fb26ff2f7f9ceb0bc119ea6 \
+    --hash=sha256:9ace140fc6d647fbe1c692bcb2abce768973491222c067c131d80957c595b71f \
+    --hash=sha256:2db02bb7e50b703f0a2d50c50ced72e95c574e1e5a0bb35a8a86d0b35c98c236 \
+    --hash=sha256:32dbbd94c26f611dc5cc6979e6b7aa1f55a64d6b463cc1dcd3c95505a63e48fe
+packaging==24.1 \
+    --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002 \
+    --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124
+parso==0.8.4 \
+    --hash=sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d \
+    --hash=sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18
+pexpect==4.9.0 ; sys_platform != 'emscripten' and sys_platform != 'win32' \
+    --hash=sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f \
+    --hash=sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523
+pillow==10.4.0 \
+    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
+    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
+    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
+    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
+    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
+    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
+    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
+    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
+    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
+    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
+    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
+    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1 \
+    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
+    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
+    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
+    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
+    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
+    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
+    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
+    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
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+    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
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+    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
+    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
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+    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
+    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
+    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
+    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
+    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
+    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
+    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
+    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
+    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
+    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
+    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
+    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
+    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
+    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
+    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
+    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5
+pillow-heif==0.18.0 \
+    --hash=sha256:70318dad9faa76121c6592ac0ab59881ff0dac6ab791a922e70d82c7706cce88 \
+    --hash=sha256:e1ad1d97f42fc39de8639b3f45d4d053e00158fc64f1674a14d8912cf81791e3 \
+    --hash=sha256:c45b8d19d8bb1fc61f1f648d042da16d9085506055665a64b56ce8d8ed83c42b \
+    --hash=sha256:d524458837bdc5410f66de8e68e864bd179d19a1c205daf7f8c9a07194cc5615 \
+    --hash=sha256:2f032593b3cfc96970efc91860ef6eaa62b1e661418d7f9ec186dff9ac7c9844 \
+    --hash=sha256:06649ea6bfac8ca5e7ac898c78c4aad2fd0bc1ce278fa86c503170010902193b \
+    --hash=sha256:8612f4c2e8a3388647c3ce0b7810398cf941aceecd4b2c7790331a53117baf10 \
+    --hash=sha256:a7cc374452f5b00cf44171a7bfc08c016b0c0a9f226a99369ffbeb13fd45fa7b \
+    --hash=sha256:a5d8bfcf8b23b67b8937bcc25fd464f1ca383d3d1d65220463be81ccf6c8185b \
+    --hash=sha256:2a4c41e76f2da4e046f170cb3716b7aedc466a194509bc0bf1a7c735d5278b8c \
+    --hash=sha256:68781589ee03bf4bd670e55444c25cb0784451b0beacfb0f79d7f56ae497a767 \
+    --hash=sha256:b8782f9f82c534f4a37ce3c609505f992f340a495da1247951108218a201d0e9 \
+    --hash=sha256:2902460d60843e2c379320f1b752a6d4879e3ab0479674ee323d7dee487cccc8 \
+    --hash=sha256:c8bebd570446a7b4f7db5ca8eb333dd4591fda13524bc49eee34b3f5cf40741b \
+    --hash=sha256:4476bbd7bb7cc1d94c35f0c85786dbe528661bc937422db03fdc865b9ee91d30 \
+    --hash=sha256:c795e7ccceea33e01e49ce536139f94cabb1bf017393666f76c05a9daebae2da \
+    --hash=sha256:4dd5b3ec09be45c1ef63be31773df90e18ee08e5e950018b0a349924b54a24ac \
+    --hash=sha256:eb2eade59c2654c2643a3b637de37c19e75a77c66a3e9a5e0ae26210e4f48aee \
+    --hash=sha256:35b59d599bfdb8454739db6b92f0841ecadbe887babb5ed5abd5299587843eef \
+    --hash=sha256:26a0b8b8e899e7bcc876ee61fcadb0f0b849bd6a0d5c20f0e969c77a43b40568 \
+    --hash=sha256:0276a3e0c667677ed0c67f4512cdf2f674065018049307ba4de5cb4648b0a33e \
+    --hash=sha256:5916fa31f2015626dd2372d14e24521ea6caed11b25be14faa9b9c67731087ce \
+    --hash=sha256:ca554f086bc146f1a798adcd77fdecd81564cc0cd74802ee61e3869ab87282f7 \
+    --hash=sha256:2821d30d22bbb94c2a0fae25eb566421bf22c909958e031d3f0973b482b88515 \
+    --hash=sha256:8376309e178f39a2891183cb9662f1c2c87b8614ff13871f077f89edf65ecf48 \
+    --hash=sha256:3549e26a65e04e7e986888993b03aae0f848576c2404b5edf12d7db76ef2e72b \
+    --hash=sha256:0138a08ed90e54c230878c0b8cb92447ad591b7b2e86bfca145029322ba384c7 \
+    --hash=sha256:f552419c8bd754603f1dfbc7f8cdd666118fdd3d063d67974c5bd5a8d7fed9de \
+    --hash=sha256:be148b8463ac5d25fdf94d70c69a53712890cd3974ead906c98e7bf35fc96ba6 \
+    --hash=sha256:744b8a00a817e7139a7e2fd296092689116700dfd63e34941abdc8ae85b3a982 \
+    --hash=sha256:89b1d63be7e8036ab45f0cd58e27e54113cfd7e852e91606b5cec4fa788a503f \
+    --hash=sha256:d9a8ab9803d79e84e7751cc0930d381112efbf71461ca123a5c2b7abf1050c72 \
+    --hash=sha256:7649431ea30a9c342888d814f07d2aed9cab06ef5fe5bf065d514eceb2c8d24e \
+    --hash=sha256:8ee07e334f99bdf399d207bb19653496c65fcbf006f2cee964047f6d6d57acd9
+platformdirs==4.3.6 \
+    --hash=sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907 \
+    --hash=sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb
+prompt-toolkit==3.0.48 \
+    --hash=sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90 \
+    --hash=sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e
+psutil==6.0.0 \
+    --hash=sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2 \
+    --hash=sha256:02b69001f44cc73c1c5279d02b30a817e339ceb258ad75997325e0e6169d8b35 \
+    --hash=sha256:21f1fb635deccd510f69f485b87433460a603919b45e2a324ad65b0cc74f8fb1 \
+    --hash=sha256:c588a7e9b1173b6e866756dde596fd4cad94f9399daf99ad8c3258b3cb2b47a0 \
+    --hash=sha256:6ed2440ada7ef7d0d608f20ad89a04ec47d2d3ab7190896cd62ca5fc4fe08bf0 \
+    --hash=sha256:5fd9a97c8e94059b0ef54a7d4baf13b405011176c3b6ff257c247cae0d560ecd \
+    --hash=sha256:e2e8d0054fc88153ca0544f5c4d554d42e33df2e009c4ff42284ac9ebdef4132 \
+    --hash=sha256:a495580d6bae27291324fe60cea0b5a7c23fa36a7cd35035a16d93bdcf076b9d \
+    --hash=sha256:33ea5e1c975250a720b3a6609c490db40dae5d83a4eb315170c4fe0d8b1f34b3 \
+    --hash=sha256:ffe7fc9b6b36beadc8c322f84e1caff51e8703b88eee1da46d1e3a6ae11b4fd0
+ptyprocess==0.7.0 ; sys_platform != 'emscripten' and sys_platform != 'win32' \
+    --hash=sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220 \
+    --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35
+pure-eval==0.2.3 \
+    --hash=sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42 \
+    --hash=sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0
+pyarrow==17.0.0 \
+    --hash=sha256:4beca9521ed2c0921c1023e68d097d0299b62c362639ea315572a58f3f50fd28 \
+    --hash=sha256:a5c8b238d47e48812ee577ee20c9a2779e6a5904f1708ae240f53ecbee7c9f07 \
+    --hash=sha256:db023dc4c6cae1015de9e198d41250688383c3f9af8f565370ab2b4cb5f62655 \
+    --hash=sha256:da1e060b3876faa11cee287839f9cc7cdc00649f475714b8680a05fd9071d545 \
+    --hash=sha256:75c06d4624c0ad6674364bb46ef38c3132768139ddec1c56582dbac54f2663e2 \
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+    --hash=sha256:f7ae2de664e0b158d1607699a16a488de3d008ba99b3a7aa5de1cbc13574d047 \
+    --hash=sha256:5984f416552eea15fd9cee03da53542bf4cddaef5afecefb9aa8d1010c335087 \
+    --hash=sha256:1c8856e2ef09eb87ecf937104aacfa0708f22dfeb039c363ec99735190ffb977 \
+    --hash=sha256:2e19f569567efcbbd42084e87f948778eb371d308e137a0f97afe19bb860ccb3 \
+    --hash=sha256:6b244dc8e08a23b3e352899a006a26ae7b4d0da7bb636872fa8f5884e70acf15 \
+    --hash=sha256:0b72e87fe3e1db343995562f7fff8aee354b55ee83d13afba65400c178ab2597 \
+    --hash=sha256:dc5c31c37409dfbc5d014047817cb4ccd8c1ea25d19576acf1a001fe07f5b420 \
+    --hash=sha256:e3343cb1e88bc2ea605986d4b94948716edc7a8d14afd4e2c097232f729758b4 \
+    --hash=sha256:a27532c38f3de9eb3e90ecab63dfda948a8ca859a66e3a47f5f42d1e403c4d03 \
+    --hash=sha256:9b8a823cea605221e61f34859dcc03207e52e409ccf6354634143e23af7c8d22 \
+    --hash=sha256:f1e70de6cb5790a50b01d2b686d54aaf73da01266850b05e3af2a1bc89e16053 \
+    --hash=sha256:0071ce35788c6f9077ff9ecba4858108eebe2ea5a3f7cf2cf55ebc1dbc6ee24a \
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+    --hash=sha256:9ba11c4f16976e89146781a83833df7f82077cdab7dc6232c897789343f7891a \
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+    --hash=sha256:c859c7ed90b0047f58ee27751c8e56951452ed36a67afee1b0a87847d065eec6 \
+    --hash=sha256:b5a8810ad6a6f933fff6c276eae92c1da217b39b4d8b1bc1c0b8af2d270dc532 \
+    --hash=sha256:25e5f8e2e92a74f05b4ca55686234c32aac19927903792b30ee6d7bd5653d54e \
+    --hash=sha256:81efb124b58af39fcd684254c645e35692fea81c51627259cdf6d67ff4458916 \
+    --hash=sha256:585f1703a518b437f5103aa9cf70e9bd437cb78eea9c51024329e4fb8a3e3679 \
+    --hash=sha256:4b99fbf72e3faf0b2f5f16e5e3458b93b7d0a83984fe8d5364c60aa169f2da89 \
+    --hash=sha256:b17b299ca9966ca983ecda1c0791a3f07f9ca6ab5ded8ef3d283fff45f6bcd5f \
+    --hash=sha256:76ded72f69209c9780fdb23ea89e56d35c54ae6abcdec67ccb22af8e696e449a \
+    --hash=sha256:2783956926303dcfeb1de91a4d1204cd4089ab441e622e7caee0642281109db3 \
+    --hash=sha256:d94581aab8c6b204def4d7320f07534d6ee34cd4855688004a4354e63b639a35 \
+    --hash=sha256:67e1e7cb8678bb1b37ac48ec0df04faf689e2f4e9e81e566b5c63d9f23748523 \
+    --hash=sha256:dbd280b07e6054ea68b0cb4b16ad9703e7d63cd6890f577cb98acc5354780142 \
+    --hash=sha256:fdadf66b5a22ceb645d5435a0be7a0292ce59648ca1d46b352f13cff3ea80410 \
+    --hash=sha256:d42ffd4c2259f31832cb17ff866c111684c87bd930892a1ba53fed28370c918c \
+    --hash=sha256:dd8a1f6d2063a92cd04145c7fd9e31a1c7d85fbec20113a14b487563fdbc0597 \
+    --hash=sha256:951d2fcf1817f4fb0ef0b48f6696688a4e852a95922a042b3f96aaa67eedc920 \
+    --hash=sha256:6ac85d9a8c1af0e3132371d9f2d134695a06a96993c2e2f0bbe25debb9e3f67a \
+    --hash=sha256:e3cec4a29eb7fe8da0b1c7988bc3828183080439dd559f720414450de076fcab \
+    --hash=sha256:21742b391b859e67b26c0b2ac37f52c9c0944a879a25ad2f9f9f3cd61e7fda8f
+six==1.16.0 \
+    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
+    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
+stack-data==0.6.3 \
+    --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+sympy==1.13.3 \
+    --hash=sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9 \
+    --hash=sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73
+timm==1.0.9 \
+    --hash=sha256:69523aa2c34820cc6db37005302b5e42ddd60c30f476643f133ead4a8c5b5533 \
+    --hash=sha256:ce5a4bac57a6cbb2be4ee35dc4ce689eede10d647e48dd1836106e2cc199693b
+torch==2.4.1 \
+    --hash=sha256:362f82e23a4cd46341daabb76fba08f04cd646df9bfaf5da50af97cb60ca4971 \
+    --hash=sha256:e8ac1985c3ff0f60d85b991954cfc2cc25f79c84545aead422763148ed2759e3 \
+    --hash=sha256:91e326e2ccfb1496e3bee58f70ef605aeb27bd26be07ba64f37dcaac3d070ada \
+    --hash=sha256:d36a8ef100f5bff3e9c3cea934b9e0d7ea277cb8210c7152d34a9a6c5830eadd \
+    --hash=sha256:0b5f88afdfa05a335d80351e3cea57d38e578c8689f751d35e0ff36bce872113 \
+    --hash=sha256:ef503165f2341942bfdf2bd520152f19540d0c0e34961232f134dc59ad435be8 \
+    --hash=sha256:092e7c2280c860eff762ac08c4bdcd53d701677851670695e0c22d6d345b269c \
+    --hash=sha256:ddddbd8b066e743934a4200b3d54267a46db02106876d21cf31f7da7a96f98ea \
+    --hash=sha256:fdc4fe11db3eb93c1115d3e973a27ac7c1a8318af8934ffa36b0370efe28e042 \
+    --hash=sha256:18835374f599207a9e82c262153c20ddf42ea49bc76b6eadad8e5f49729f6e4d \
+    --hash=sha256:ebea70ff30544fc021d441ce6b219a88b67524f01170b1c538d7d3ebb5e7f56c \
+    --hash=sha256:72b484d5b6cec1a735bf3fa5a1c4883d01748698c5e9cfdbeb4ffab7c7987e0d
+torchvision==0.19.1 \
+    --hash=sha256:54e8513099e6f586356c70f809d34f391af71ad182fe071cc328a28af2c40608 \
+    --hash=sha256:20a1f5e02bfdad7714e55fa3fa698347c11d829fa65e11e5a84df07d93350eed \
+    --hash=sha256:7b063116164be52fc6deb4762de7f8c90bfa3a65f8d5caf17f8e2d5aadc75a04 \
+    --hash=sha256:f40b6acabfa886da1bc3768f47679c61feee6bde90deb979d9f300df8c8a0145 \
+    --hash=sha256:40514282b4896d62765b8e26d7091c32e17c35817d00ec4be2362ea3ba3d1787 \
+    --hash=sha256:5a91be061ae5d6d5b95e833b93e57ca4d3c56c5a57444dd15da2e3e7fba96050 \
+    --hash=sha256:d71a6a6fe3a5281ca3487d4c56ad4aad20ff70f82f1d7c79bcb6e7b0c2af00c8 \
+    --hash=sha256:70dea324174f5e9981b68e4b7cd524512c106ba64aedef560a86a0bbf2fbf62c \
+    --hash=sha256:27ece277ff0f6cdc7fed0627279c632dcb2e58187da771eca24b0fbcf3f8590d \
+    --hash=sha256:c659ff92a61f188a1a7baef2850f3c0b6c85685447453c03d0e645ba8f1dcc1c \
+    --hash=sha256:c07bf43c2a145d792ecd9d0503d6c73577147ece508d45600d8aac77e4cdfcf9 \
+    --hash=sha256:b4283d283675556bb0eae31d29996f53861b17cbdcdf3509e6bc050414ac9289
+tornado==6.4.1 \
+    --hash=sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9 \
+    --hash=sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8 \
+    --hash=sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14 \
+    --hash=sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4 \
+    --hash=sha256:8ae50a504a740365267b2a8d1a90c9fbc86b780a39170feca9bcc1787ff80842 \
+    --hash=sha256:613bf4ddf5c7a95509218b149b555621497a6cc0d46ac341b30bd9ec19eac7f3 \
+    --hash=sha256:25486eb223babe3eed4b8aecbac33b37e3dd6d776bc730ca14e1bf93888b979f \
+    --hash=sha256:454db8a7ecfcf2ff6042dde58404164d969b6f5d58b926da15e6b23817950fc4 \
+    --hash=sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698 \
+    --hash=sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d \
+    --hash=sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7
+tqdm==4.66.5 \
+    --hash=sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad \
+    --hash=sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd
+traitlets==5.14.3 \
+    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+triton==3.0.0 ; python_full_version < '3.13' and platform_machine == 'x86_64' and platform_system == 'Linux' \
+    --hash=sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a \
+    --hash=sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c \
+    --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb
+typing-extensions==4.12.2 \
+    --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8 \
+    --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d
+urllib3==2.2.3 \
+    --hash=sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9 \
+    --hash=sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac
+wcwidth==0.2.13 \
+    --hash=sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5 \
+    --hash=sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859
+widgetsnbextension==4.0.13 \
+    --hash=sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6 \
+    --hash=sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71