Science Score: 44.0%
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✓CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
-
○Academic publication links
-
○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (5.2%) to scientific vocabulary
Repository
Valeo challange
Basic Info
- Host: GitHub
- Owner: SHAMIK-97
- License: apache-2.0
- Language: Python
- Default Branch: main
- Size: 44.2 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Physically Feasible Semantic Segmentation
Abstract:
State-of-the-art semantic segmentation models are typically optimized in a data-driven fashion, minimizing solely per-pixel classification objectives on their training data. This purely data-driven paradigm often leads to absurd segmentations, especially when the domain of input images is shifted from the one encountered during training. For instance, state-of-the-art models may assign the label road'' to a segment which is located above a segment that is respectively labeled assky'', although our knowledge of the physical world dictates that such a configuration is not feasible for images captured by forward-facing upright cameras. Our method, Physically Feasible Semantic Segmentation (PhyFea), extracts explicit physical constraints that govern spatial class relations from the training sets of semantic segmentation datasets and enforces a differentiable loss function that penalizes violations of these constraints to promote prediction feasibility. PhyFea yields significant performance improvements in mIoU over each state-of-the-art network we use as baseline across ADE20K, Cityscapes and ACDC, notably a $1.5\%$ improvement on ADE20K and a $2.1\%$ improvement on ACDC
Installation : Follow the steps here https://github.com/open-mmlab/mmsegmentation/blob/main/docs/en/get_started.md#installation
Owner
- Login: SHAMIK-97
- Kind: user
- Repositories: 1
- Profile: https://github.com/SHAMIK-97
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - name: "MMSegmentation Contributors" title: "OpenMMLab Semantic Segmentation Toolbox and Benchmark" date-released: 2020-07-10 url: "https://github.com/open-mmlab/mmsegmentation" license: Apache-2.0
GitHub Events
Total
Last Year
Dependencies
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- ml-dtypes ==0.2.0
- mmcv ==2.2.0
- mmengine ==0.10.4
- mmsegmentation ==1.2.2
- model-index ==0.1.11
- more-itertools ==10.3.0
- mpmath ==1.3.0
- msgpack ==1.0.8
- multidict ==6.0.5
- multiqc ==1.22.3
- namex ==0.0.8
- nbclassic ==1.1.0
- nbclient ==0.10.0
- nbconvert ==7.16.4
- nbformat ==5.10.4
- nbgitpuller ==1.2.1
- ndindex ==1.8
- nest-asyncio ==1.6.0
- networkx ==3.3
- ninja ==1.11.1.1
- nose ==1.3.7
- notebook ==6.5.7
- notebook_shim ==0.2.4
- numba ==0.60.0
- numexpr ==2.10.1
- numpy ==1.25.2
- numpydoc ==1.7.0
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.3.101
- nvidia-nvtx-cu12 ==12.1.105
- oauthlib ==3.2.2
- open3d ==0.18.0
- opencv-contrib-python ==4.10.0.84
- opencv-python ==4.10.0.84
- opendatalab ==0.0.10
- openmim ==0.3.9
- openseespy ==3.6.0.2
- openseespylinux ==3.6.0.2
- openxlab ==0.1.1
- opt-einsum ==3.3.0
- optree ==0.11.0
- ordered-set ==4.1.0
- oss2 ==2.17.0
- overrides ==7.7.0
- packaging ==24.1
- pamela ==1.1.0
- pandas ==2.2.2
- pandoc ==2.3
- pandocfilters ==1.5.1
- parso ==0.8.4
- patsy ==0.5.6
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==23.2.1
- plac ==1.4.3
- platformdirs ==4.2.2
- plotly ==5.22.0
- pluggy ==1.5.0
- plumbum ==1.8.3
- ply ==3.11
- prettytable ==3.11.0
- prometheus_client ==0.20.0
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==6.0.0
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- py2bit ==0.3.0
- pyBigWig ==0.3.23
- pyOpenSSL ==24.1.0
- pyaml-env ==1.2.1
- pyasn1 ==0.6.0
- pyasn1_modules ==0.4.0
- pybind11 ==2.13.1
- pycparser ==2.22
- pycryptodome ==3.20.0
- pydantic ==2.7.4
- pydantic_core ==2.18.4
- pyexr ==0.4.0
- pyg-lib ==0.4.0
- pyparsing ==3.1.2
- pyquaternion ==0.9.9
- pysam ==0.22.1
- pytest ==8.2.2
- python-dateutil ==2.9.0.post0
- python-json-logger ==2.0.7
- pytorch-lightning ==2.3.0
- pytz ==2023.4
- pytz ==2024.1
- pyzmq ==26.0.3
- rdflib ==7.0.0
- referencing ==0.35.1
- regex ==2024.7.24
- requests ==2.32.3
- requests ==2.28.2
- requests-oauthlib ==2.0.0
- reretry ==0.11.8
- retrying ==1.3.4
- rfc3339-validator ==0.1.4
- rfc3986-validator ==0.1.1
- rich ==13.4.2
- rich ==13.7.1
- rich-click ==1.8.3
- rpds-py ==0.18.1
- rsa ==4.9
- scikit-image ==0.24.0
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.6.0
- setproctitle ==1.3.3
- setuptools ==60.2.0
- setuptools ==65.5.0
- shapely ==2.0.4
- simpervisor ==1.0.0
- six ==1.16.0
- smart-open ==7.0.4
- smmap ==5.0.1
- snakemake ==8.14.0
- snakemake-interface-common ==1.17.2
- snakemake-interface-executor-plugins ==9.1.1
- snakemake-interface-report-plugins ==1.0.0
- snakemake-interface-storage-plugins ==3.2.2
- sniffio ==1.3.1
- snowballstemmer ==2.2.0
- soupsieve ==2.5
- spectra ==0.0.11
- sphinxcontrib-applehelp ==1.0.8
- sphinxcontrib-devhelp ==1.0.6
- sphinxcontrib-htmlhelp ==2.0.5
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.7
- sphinxcontrib-serializinghtml ==1.1.10
- stack-data ==0.6.3
- statsmodels ==0.14.2
- stopit ==1.1.2
- sympy ==1.12.1
- tables ==3.9.2
- tabulate ==0.9.0
- tbb ==2021.13.0
- tenacity ==8.4.1
- tensorboard ==2.15.2
- tensorboard-data-server ==0.7.2
- tensorboardX ==2.6.2.2
- tensorflow ==2.15.0
- tensorflow-estimator ==2.15.0
- tensorflow-io-gcs-filesystem ==0.37.0
- tensorrt ==10.1.0
- tensorrt-cu12 ==10.1.0
- tensorrt-cu12-bindings ==10.1.0
- tensorrt-cu12-libs ==10.1.0
- termcolor ==2.4.0
- terminado ==0.18.1
- texttable ==1.7.0
- threadpoolctl ==3.5.0
- throttler ==1.2.2
- tifffile ==2024.6.18
- tinycss2 ==1.3.0
- tinycudann ==1.7
- tomli ==2.0.1
- toposort ==1.10
- torch ==2.3.1
- torch-fidelity ==0.3.0
- torch_cluster ==1.6.3
- torch_geometric ==2.5.3
- torch_scatter ==2.1.2
- torch_sparse ==0.6.18
- torch_spline_conv ==1.2.2
- torchaudio ==2.3.1
- torchmetrics ==1.4.0.post0
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.65.2
- tqdm ==4.66.4
- traitlets ==5.14.3
- traits ==6.4.3
- trame ==3.6.3
- trame-client ==3.2.0
- trame-jupyter-extension ==2.1.2
- trame-server ==3.0.2
- trimesh ==4.4.3
- triton ==2.3.1
- typeguard ==4.3.0
- types-python-dateutil ==2.9.0.20240316
- typing ==3.7.4.3
- typing_extensions ==4.12.2
- tzdata ==2024.1
- uri-template ==1.3.0
- urllib3 ==1.26.19
- urllib3 ==2.2.2
- wandb ==0.17.2
- wcwidth ==0.2.13
- webcolors ==24.6.0
- webencodings ==0.5.1
- websocket-client ==1.8.0
- wheel ==0.43.0
- widgetsnbextension ==4.0.11
- wrapt ==1.14.1
- wslink ==2.1.1
- xgboost ==2.1.0
- y-py ==0.6.2
- yapf ==0.40.2
- yarl ==1.9.4
- ypy-websocket ==0.8.4
- yte ==1.5.4
- zipp ==3.19.2
- zope.interface ==6.4.post2
- Babel ==2.15.0
- ConfigArgParse ==1.7
- Cython ==3.0.10
- DateTime ==5.5
- Flask ==3.0.3
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- Keras-Preprocessing ==1.1.2
- Mako ==1.3.5
- Markdown ==3.6
- MarkupSafe ==2.1.5
- OpenEXR ==3.2.4
- PuLP ==2.8.0
- PyBIS ==1.36.3
- PyQt5 ==5.15.10
- PyQt5-Qt5 ==5.15.2
- PyQt5-sip ==12.13.0
- PyYAML ==6.0.1
- Pygments ==2.18.0
- Pyomo ==6.7.3
- QtPy ==2.4.1
- SCons ==4.7.0
- SQLAlchemy ==2.0.31
- Send2Trash ==1.8.3
- Sphinx ==7.4.3
- Werkzeug ==3.0.3
- absl-py ==2.1.0
- addict ==2.4.0
- aiofiles ==22.1.0
- aiohttp ==3.9.5
- aiosignal ==1.3.1
- aiosqlite ==0.20.0
- alabaster ==0.7.16
- alembic ==1.13.1
- aliyun-python-sdk-core ==2.15.1
- aliyun-python-sdk-kms ==2.16.4
- annotated-types ==0.7.0
- anyio ==4.4.0
- appdirs ==1.4.4
- argon2-cffi ==23.1.0
- argon2-cffi-bindings ==21.2.0
- argparse-dataclass ==2.0.0
- arrow ==1.3.0
- asttokens ==2.4.1
- astunparse ==1.6.3
- async-lru ==2.0.4
- attrs ==23.2.0
- beautifulsoup4 ==4.12.3
- biopython ==1.83
- bleach ==6.1.0
- blinker ==1.8.2
- blosc2 ==2.7.0
- cachetools ==5.3.3
- certifi ==2024.6.2
- certipy ==0.1.3
- cffi ==1.16.0
- charset-normalizer ==3.3.2
- cityscapesScripts ==2.2.3
- click ==8.1.7
- colorama ==0.4.6
- coloredlogs ==15.0.1
- colormath ==3.0.0
- comm ==0.2.2
- conda-inject ==1.3.2
- connection_pool ==0.0.3
- contourpy ==1.2.1
- crcmod ==1.7
- cryptography ==42.0.8
- cycler ==0.12.1
- dash ==2.17.1
- dash-core-components ==2.0.0
- dash-html-components ==2.0.0
- dash-table ==5.0.0
- datrie ==0.8.2
- debugpy ==1.8.1
- decorator ==5.1.1
- deepTools ==3.5.5
- deeptoolsintervals ==0.1.9
- defusedxml ==0.7.1
- docker-pycreds ==0.4.0
- docutils ==0.21.2
- dpath ==2.2.0
- einops ==0.8.0
- emcee ==3.1.6
- entrypoints ==0.4
- executing ==2.0.1
- fastjsonschema ==2.20.0
- filelock ==3.14.0
- filelock ==3.15.3
- flatbuffers ==24.3.25
- fonttools ==4.53.0
- fqdn ==1.5.1
- frozenlist ==1.4.1
- fsspec ==2024.6.0
- ftfy ==6.2.3
- gast ==0.5.4
- gitdb ==4.0.11
- google-auth ==2.31.0
- google-auth-oauthlib ==1.2.0
- google-pasta ==0.2.0
- greenlet ==3.0.3
- grpcio ==1.64.1
- h11 ==0.14.0
- h5py ==3.11.0
- httpcore ==1.0.5
- httpx ==0.27.0
- humanfriendly ==10.0
- humanize ==4.9.0
- idna ==3.7
- imageio ==2.34.1
- imagesize ==1.4.1
- immutables ==0.20
- importlib_metadata ==7.2.0
- iniconfig ==2.0.0
- intel-cmplr-lib-ur ==2024.2.0
- intel-openmp ==2023.2.4
- ipykernel ==6.29.4
- ipython ==8.25.0
- ipython-genutils ==0.2.0
- ipywidgets ==8.1.3
- isodate ==0.6.1
- isoduration ==20.11.0
- itsdangerous ==2.2.0
- jax ==0.4.30
- jax-cuda12-pjrt ==0.4.30
- jax-cuda12-plugin ==0.4.30
- jaxlib ==0.4.30
- jedi ==0.19.1
- jmespath ==0.10.0
- joblib ==1.4.2
- json5 ==0.9.25
- jsonpointer ==3.0.0
- jsonschema ==4.22.0
- jsonschema-specifications ==2023.12.1
- jupyter-events ==0.10.0
- jupyter-lsp ==2.2.5
- jupyter-ydoc ==0.2.5
- jupyter_client ==7.4.9
- jupyter_core ==5.7.2
- jupyter_server ==2.14.1
- jupyter_server_fileid ==0.9.2
- jupyter_server_proxy ==4.2.0
- jupyter_server_terminals ==0.5.3
- jupyter_server_ydoc ==0.8.0
- jupyterhub ==5.0.0
- jupyterlab ==4.2.2
- jupyterlab_pygments ==0.3.0
- jupyterlab_server ==2.27.2
- jupyterlab_slurm ==3.0.1
- jupyterlab_widgets ==3.0.11
- kaleido ==0.2.1
- keras ==2.15.0
- kiwisolver ==1.4.5
- lazy_loader ==0.4
- libclang ==18.1.1
- lightning ==2.3.0
- lightning-utilities ==0.11.2
- llvmlite ==0.43.0
- lpips ==0.1.4
- markdown-it-py ==3.0.0
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mdurl ==0.1.2
- meson ==1.4.1
- mistune ==3.0.2
- mkl ==2023.1.0
- ml-dtypes ==0.2.0
- mmcv ==2.2.0
- mmengine ==0.10.4
- mmsegmentation ==1.2.2
- model-index ==0.1.11
- more-itertools ==10.3.0
- mpmath ==1.3.0
- msgpack ==1.0.8
- multidict ==6.0.5
- multiqc ==1.22.3
- namex ==0.0.8
- nbclassic ==1.1.0
- nbclient ==0.10.0
- nbconvert ==7.16.4
- nbformat ==5.10.4
- nbgitpuller ==1.2.1
- ndindex ==1.8
- nest-asyncio ==1.6.0
- networkx ==3.3
- ninja ==1.11.1.1
- nose ==1.3.7
- notebook ==6.5.7
- notebook_shim ==0.2.4
- numba ==0.60.0
- numexpr ==2.10.1
- numpy ==1.25.2
- numpydoc ==1.7.0
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.3.101
- nvidia-nvtx-cu12 ==12.1.105
- oauthlib ==3.2.2
- open3d ==0.18.0
- opencv-contrib-python ==4.10.0.84
- opencv-python ==4.10.0.84
- opendatalab ==0.0.10
- openmim ==0.3.9
- openseespy ==3.6.0.2
- openseespylinux ==3.6.0.2
- openxlab ==0.1.1
- opt-einsum ==3.3.0
- optree ==0.11.0
- ordered-set ==4.1.0
- oss2 ==2.17.0
- overrides ==7.7.0
- packaging ==24.1
- pamela ==1.1.0
- pandas ==2.2.2
- pandoc ==2.3
- pandocfilters ==1.5.1
- parso ==0.8.4
- patsy ==0.5.6
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==23.2.1
- plac ==1.4.3
- platformdirs ==4.2.2
- plotly ==5.22.0
- pluggy ==1.5.0
- plumbum ==1.8.3
- ply ==3.11
- prettytable ==3.11.0
- prometheus_client ==0.20.0
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==6.0.0
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- py2bit ==0.3.0
- pyBigWig ==0.3.23
- pyOpenSSL ==24.1.0
- pyaml-env ==1.2.1
- pyasn1 ==0.6.0
- pyasn1_modules ==0.4.0
- pybind11 ==2.13.1
- pycparser ==2.22
- pycryptodome ==3.20.0
- pydantic ==2.7.4
- pydantic_core ==2.18.4
- pyexr ==0.4.0
- pyg-lib ==0.4.0
- pyparsing ==3.1.2
- pyquaternion ==0.9.9
- pysam ==0.22.1
- pytest ==8.2.2
- python-dateutil ==2.9.0.post0
- python-json-logger ==2.0.7
- pytorch-lightning ==2.3.0
- pytz ==2023.4
- pytz ==2024.1
- pyzmq ==26.0.3
- rdflib ==7.0.0
- referencing ==0.35.1
- regex ==2024.7.24
- requests ==2.32.3
- requests ==2.28.2
- requests-oauthlib ==2.0.0
- reretry ==0.11.8
- retrying ==1.3.4
- rfc3339-validator ==0.1.4
- rfc3986-validator ==0.1.1
- rich ==13.4.2
- rich ==13.7.1
- rich-click ==1.8.3
- rpds-py ==0.18.1
- rsa ==4.9
- scikit-image ==0.24.0
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.6.0
- setproctitle ==1.3.3
- setuptools ==60.2.0
- setuptools ==65.5.0
- shapely ==2.0.4
- simpervisor ==1.0.0
- six ==1.16.0
- smart-open ==7.0.4
- smmap ==5.0.1
- snakemake ==8.14.0
- snakemake-interface-common ==1.17.2
- snakemake-interface-executor-plugins ==9.1.1
- snakemake-interface-report-plugins ==1.0.0
- snakemake-interface-storage-plugins ==3.2.2
- sniffio ==1.3.1
- snowballstemmer ==2.2.0
- soupsieve ==2.5
- spectra ==0.0.11
- sphinxcontrib-applehelp ==1.0.8
- sphinxcontrib-devhelp ==1.0.6
- sphinxcontrib-htmlhelp ==2.0.5
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.7
- sphinxcontrib-serializinghtml ==1.1.10
- stack-data ==0.6.3
- statsmodels ==0.14.2
- stopit ==1.1.2
- sympy ==1.12.1
- tables ==3.9.2
- tabulate ==0.9.0
- tbb ==2021.13.0
- tenacity ==8.4.1
- tensorboard ==2.15.2
- tensorboard-data-server ==0.7.2
- tensorboardX ==2.6.2.2
- tensorflow ==2.15.0
- tensorflow-estimator ==2.15.0
- tensorflow-io-gcs-filesystem ==0.37.0
- tensorrt ==10.1.0
- tensorrt-cu12 ==10.1.0
- tensorrt-cu12-bindings ==10.1.0
- tensorrt-cu12-libs ==10.1.0
- termcolor ==2.4.0
- terminado ==0.18.1
- texttable ==1.7.0
- threadpoolctl ==3.5.0
- throttler ==1.2.2
- tifffile ==2024.6.18
- tinycss2 ==1.3.0
- tinycudann ==1.7
- tomli ==2.0.1
- toposort ==1.10
- torch ==2.3.1
- torch-fidelity ==0.3.0
- torch_cluster ==1.6.3
- torch_geometric ==2.5.3
- torch_scatter ==2.1.2
- torch_sparse ==0.6.18
- torch_spline_conv ==1.2.2
- torchaudio ==2.3.1
- torchmetrics ==1.4.0.post0
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.65.2
- tqdm ==4.66.4
- traitlets ==5.14.3
- traits ==6.4.3
- trame ==3.6.3
- trame-client ==3.2.0
- trame-jupyter-extension ==2.1.2
- trame-server ==3.0.2
- trimesh ==4.4.3
- triton ==2.3.1
- typeguard ==4.3.0
- types-python-dateutil ==2.9.0.20240316
- typing ==3.7.4.3
- typing_extensions ==4.12.2
- tzdata ==2024.1
- uri-template ==1.3.0
- urllib3 ==1.26.19
- urllib3 ==2.2.2
- wandb ==0.17.2
- wcwidth ==0.2.13
- webcolors ==24.6.0
- webencodings ==0.5.1
- websocket-client ==1.8.0
- wheel ==0.43.0
- widgetsnbextension ==4.0.11
- wrapt ==1.14.1
- wslink ==2.1.1
- xgboost ==2.1.0
- y-py ==0.6.2
- yapf ==0.40.2
- yarl ==1.9.4
- ypy-websocket ==0.8.4
- yte ==1.5.4
- zipp ==3.19.2
- zope.interface ==6.4.post2
- Babel ==2.15.0
- ConfigArgParse ==1.7
- Cython ==3.0.10
- DateTime ==5.5
- Flask ==3.0.3
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- Keras-Preprocessing ==1.1.2
- Mako ==1.3.5
- Markdown ==3.6
- MarkupSafe ==2.1.5
- OpenEXR ==3.2.4
- PuLP ==2.8.0
- PyBIS ==1.36.3
- PyQt5 ==5.15.10
- PyQt5-Qt5 ==5.15.2
- PyQt5-sip ==12.13.0
- PyYAML ==6.0.1
- Pygments ==2.18.0
- Pyomo ==6.7.3
- QtPy ==2.4.1
- SCons ==4.7.0
- SQLAlchemy ==2.0.31
- Send2Trash ==1.8.3
- Sphinx ==7.4.3
- Werkzeug ==3.0.3
- absl-py ==2.1.0
- addict ==2.4.0
- aiofiles ==22.1.0
- aiohttp ==3.9.5
- aiosignal ==1.3.1
- aiosqlite ==0.20.0
- alabaster ==0.7.16
- alembic ==1.13.1
- aliyun-python-sdk-core ==2.15.1
- aliyun-python-sdk-kms ==2.16.4
- annotated-types ==0.7.0
- anyio ==4.4.0
- appdirs ==1.4.4
- argon2-cffi ==23.1.0
- argon2-cffi-bindings ==21.2.0
- argparse-dataclass ==2.0.0
- arrow ==1.3.0
- asttokens ==2.4.1
- astunparse ==1.6.3
- async-lru ==2.0.4
- attrs ==23.2.0
- beautifulsoup4 ==4.12.3
- biopython ==1.83
- bleach ==6.1.0
- blinker ==1.8.2
- blosc2 ==2.7.0
- cachetools ==5.3.3
- certifi ==2024.6.2
- certipy ==0.1.3
- cffi ==1.16.0
- charset-normalizer ==3.3.2
- cityscapesScripts ==2.2.3
- click ==8.1.7
- colorama ==0.4.6
- coloredlogs ==15.0.1
- colormath ==3.0.0
- comm ==0.2.2
- conda-inject ==1.3.2
- connection_pool ==0.0.3
- contourpy ==1.2.1
- crcmod ==1.7
- cryptography ==42.0.8
- cycler ==0.12.1
- dash ==2.17.1
- dash-core-components ==2.0.0
- dash-html-components ==2.0.0
- dash-table ==5.0.0
- datrie ==0.8.2
- debugpy ==1.8.1
- decorator ==5.1.1
- deepTools ==3.5.5
- deeptoolsintervals ==0.1.9
- defusedxml ==0.7.1
- docker-pycreds ==0.4.0
- docutils ==0.21.2
- dpath ==2.2.0
- einops ==0.8.0
- emcee ==3.1.6
- entrypoints ==0.4
- executing ==2.0.1
- fastjsonschema ==2.20.0
- filelock ==3.14.0
- filelock ==3.15.3
- flatbuffers ==24.3.25
- fonttools ==4.53.0
- fqdn ==1.5.1
- frozenlist ==1.4.1
- fsspec ==2024.6.0
- ftfy ==6.2.3
- gast ==0.5.4
- gitdb ==4.0.11
- google-auth ==2.31.0
- google-auth-oauthlib ==1.2.0
- google-pasta ==0.2.0
- greenlet ==3.0.3
- grpcio ==1.64.1
- h11 ==0.14.0
- h5py ==3.11.0
- httpcore ==1.0.5
- httpx ==0.27.0
- humanfriendly ==10.0
- humanize ==4.9.0
- idna ==3.7
- imageio ==2.34.1
- imagesize ==1.4.1
- immutables ==0.20
- importlib_metadata ==7.2.0
- iniconfig ==2.0.0
- intel-cmplr-lib-ur ==2024.2.0
- intel-openmp ==2023.2.4
- ipykernel ==6.29.4
- ipython ==8.25.0
- ipython-genutils ==0.2.0
- ipywidgets ==8.1.3
- isodate ==0.6.1
- isoduration ==20.11.0
- itsdangerous ==2.2.0
- jax ==0.4.30
- jax-cuda12-pjrt ==0.4.30
- jax-cuda12-plugin ==0.4.30
- jaxlib ==0.4.30
- jedi ==0.19.1
- jmespath ==0.10.0
- joblib ==1.4.2
- json5 ==0.9.25
- jsonpointer ==3.0.0
- jsonschema ==4.22.0
- jsonschema-specifications ==2023.12.1
- jupyter-events ==0.10.0
- jupyter-lsp ==2.2.5
- jupyter-ydoc ==0.2.5
- jupyter_client ==7.4.9
- jupyter_core ==5.7.2
- jupyter_server ==2.14.1
- jupyter_server_fileid ==0.9.2
- jupyter_server_proxy ==4.2.0
- jupyter_server_terminals ==0.5.3
- jupyter_server_ydoc ==0.8.0
- jupyterhub ==5.0.0
- jupyterlab ==4.2.2
- jupyterlab_pygments ==0.3.0
- jupyterlab_server ==2.27.2
- jupyterlab_slurm ==3.0.1
- jupyterlab_widgets ==3.0.11
- kaleido ==0.2.1
- keras ==2.15.0
- kiwisolver ==1.4.5
- lazy_loader ==0.4
- libclang ==18.1.1
- lightning ==2.3.0
- lightning-utilities ==0.11.2
- llvmlite ==0.43.0
- lpips ==0.1.4
- markdown-it-py ==3.0.0
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mdurl ==0.1.2
- meson ==1.4.1
- mistune ==3.0.2
- mkl ==2023.1.0
- ml-dtypes ==0.2.0
- mmcv ==2.2.0
- mmengine ==0.10.4
- mmsegmentation ==1.2.2
- model-index ==0.1.11
- more-itertools ==10.3.0
- mpmath ==1.3.0
- msgpack ==1.0.8
- multidict ==6.0.5
- multiqc ==1.22.3
- namex ==0.0.8
- nbclassic ==1.1.0
- nbclient ==0.10.0
- nbconvert ==7.16.4
- nbformat ==5.10.4
- nbgitpuller ==1.2.1
- ndindex ==1.8
- nest-asyncio ==1.6.0
- networkx ==3.3
- ninja ==1.11.1.1
- nose ==1.3.7
- notebook ==6.5.7
- notebook_shim ==0.2.4
- numba ==0.60.0
- numexpr ==2.10.1
- numpy ==1.25.2
- numpydoc ==1.7.0
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.3.101
- nvidia-nvtx-cu12 ==12.1.105
- oauthlib ==3.2.2
- open3d ==0.18.0
- opencv-contrib-python ==4.10.0.84
- opencv-python ==4.10.0.84
- opendatalab ==0.0.10
- openmim ==0.3.9
- openseespy ==3.6.0.2
- openseespylinux ==3.6.0.2
- openxlab ==0.1.1
- opt-einsum ==3.3.0
- optree ==0.11.0
- ordered-set ==4.1.0
- oss2 ==2.17.0
- overrides ==7.7.0
- packaging ==24.1
- pamela ==1.1.0
- pandas ==2.2.2
- pandoc ==2.3
- pandocfilters ==1.5.1
- parso ==0.8.4
- patsy ==0.5.6
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==23.2.1
- plac ==1.4.3
- platformdirs ==4.2.2
- plotly ==5.22.0
- pluggy ==1.5.0
- plumbum ==1.8.3
- ply ==3.11
- prettytable ==3.11.0
- prometheus_client ==0.20.0
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==6.0.0
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- py2bit ==0.3.0
- pyBigWig ==0.3.23
- pyOpenSSL ==24.1.0
- pyaml-env ==1.2.1
- pyasn1 ==0.6.0
- pyasn1_modules ==0.4.0
- pybind11 ==2.13.1
- pycparser ==2.22
- pycryptodome ==3.20.0
- pydantic ==2.7.4
- pydantic_core ==2.18.4
- pyexr ==0.4.0
- pyg-lib ==0.4.0
- pyparsing ==3.1.2
- pyquaternion ==0.9.9
- pysam ==0.22.1
- pytest ==8.2.2
- python-dateutil ==2.9.0.post0
- python-json-logger ==2.0.7
- pytorch-lightning ==2.3.0
- pytz ==2023.4
- pytz ==2024.1
- pyzmq ==26.0.3
- rdflib ==7.0.0
- referencing ==0.35.1
- regex ==2024.7.24
- requests ==2.32.3
- requests ==2.28.2
- requests-oauthlib ==2.0.0
- reretry ==0.11.8
- retrying ==1.3.4
- rfc3339-validator ==0.1.4
- rfc3986-validator ==0.1.1
- rich ==13.4.2
- rich ==13.7.1
- rich-click ==1.8.3
- rpds-py ==0.18.1
- rsa ==4.9
- scikit-image ==0.24.0
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.6.0
- setproctitle ==1.3.3
- setuptools ==60.2.0
- setuptools ==65.5.0
- shapely ==2.0.4
- simpervisor ==1.0.0
- six ==1.16.0
- smart-open ==7.0.4
- smmap ==5.0.1
- snakemake ==8.14.0
- snakemake-interface-common ==1.17.2
- snakemake-interface-executor-plugins ==9.1.1
- snakemake-interface-report-plugins ==1.0.0
- snakemake-interface-storage-plugins ==3.2.2
- sniffio ==1.3.1
- snowballstemmer ==2.2.0
- soupsieve ==2.5
- spectra ==0.0.11
- sphinxcontrib-applehelp ==1.0.8
- sphinxcontrib-devhelp ==1.0.6
- sphinxcontrib-htmlhelp ==2.0.5
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.7
- sphinxcontrib-serializinghtml ==1.1.10
- stack-data ==0.6.3
- statsmodels ==0.14.2
- stopit ==1.1.2
- sympy ==1.12.1
- tables ==3.9.2
- tabulate ==0.9.0
- tbb ==2021.13.0
- tenacity ==8.4.1
- tensorboard ==2.15.2
- tensorboard-data-server ==0.7.2
- tensorboardX ==2.6.2.2
- tensorflow ==2.15.0
- tensorflow-estimator ==2.15.0
- tensorflow-io-gcs-filesystem ==0.37.0
- tensorrt ==10.1.0
- tensorrt-cu12 ==10.1.0
- tensorrt-cu12-bindings ==10.1.0
- tensorrt-cu12-libs ==10.1.0
- termcolor ==2.4.0
- terminado ==0.18.1
- texttable ==1.7.0
- threadpoolctl ==3.5.0
- throttler ==1.2.2
- tifffile ==2024.6.18
- tinycss2 ==1.3.0
- tinycudann ==1.7
- tomli ==2.0.1
- toposort ==1.10
- torch ==2.3.1
- torch-fidelity ==0.3.0
- torch_cluster ==1.6.3
- torch_geometric ==2.5.3
- torch_scatter ==2.1.2
- torch_sparse ==0.6.18
- torch_spline_conv ==1.2.2
- torchaudio ==2.3.1
- torchmetrics ==1.4.0.post0
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.65.2
- tqdm ==4.66.4
- traitlets ==5.14.3
- traits ==6.4.3
- trame ==3.6.3
- trame-client ==3.2.0
- trame-jupyter-extension ==2.1.2
- trame-server ==3.0.2
- trimesh ==4.4.3
- triton ==2.3.1
- typeguard ==4.3.0
- types-python-dateutil ==2.9.0.20240316
- typing ==3.7.4.3
- typing_extensions ==4.12.2
- tzdata ==2024.1
- uri-template ==1.3.0
- urllib3 ==1.26.19
- urllib3 ==2.2.2
- wandb ==0.17.2
- wcwidth ==0.2.13
- webcolors ==24.6.0
- webencodings ==0.5.1
- websocket-client ==1.8.0
- wheel ==0.43.0
- widgetsnbextension ==4.0.11
- wrapt ==1.14.1
- wslink ==2.1.1
- xgboost ==2.1.0
- y-py ==0.6.2
- yapf ==0.40.2
- yarl ==1.9.4
- ypy-websocket ==0.8.4
- yte ==1.5.4
- zipp ==3.19.2
- zope.interface ==6.4.post2
- Babel ==2.15.0
- ConfigArgParse ==1.7
- Cython ==3.0.10
- DateTime ==5.5
- Flask ==3.0.3
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- Keras-Preprocessing ==1.1.2
- Mako ==1.3.5
- Markdown ==3.6
- MarkupSafe ==2.1.5
- OpenEXR ==3.2.4
- PuLP ==2.8.0
- PyBIS ==1.36.3
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- PyQt5-Qt5 ==5.15.2
- PyQt5-sip ==12.13.0
- PyYAML ==6.0.1
- Pygments ==2.18.0
- Pyomo ==6.7.3
- QtPy ==2.4.1
- SCons ==4.7.0
- SQLAlchemy ==2.0.31
- Send2Trash ==1.8.3
- Sphinx ==7.4.3
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- absl-py ==2.1.0
- addict ==2.4.0
- aiofiles ==22.1.0
- aiohttp ==3.9.5
- aiosignal ==1.3.1
- aiosqlite ==0.20.0
- alabaster ==0.7.16
- alembic ==1.13.1
- aliyun-python-sdk-core ==2.15.1
- aliyun-python-sdk-kms ==2.16.4
- annotated-types ==0.7.0
- anyio ==4.4.0
- appdirs ==1.4.4
- argon2-cffi ==23.1.0
- argon2-cffi-bindings ==21.2.0
- argparse-dataclass ==2.0.0
- arrow ==1.3.0
- asttokens ==2.4.1
- astunparse ==1.6.3
- async-lru ==2.0.4
- attrs ==23.2.0
- beautifulsoup4 ==4.12.3
- biopython ==1.83
- bleach ==6.1.0
- blinker ==1.8.2
- blosc2 ==2.7.0
- cachetools ==5.3.3
- certifi ==2024.6.2
- certipy ==0.1.3
- cffi ==1.16.0
- charset-normalizer ==3.3.2
- cityscapesScripts ==2.2.3
- click ==8.1.7
- colorama ==0.4.6
- coloredlogs ==15.0.1
- colormath ==3.0.0
- comm ==0.2.2
- conda-inject ==1.3.2
- connection_pool ==0.0.3
- contourpy ==1.2.1
- crcmod ==1.7
- cryptography ==42.0.8
- cycler ==0.12.1
- dash ==2.17.1
- dash-core-components ==2.0.0
- dash-html-components ==2.0.0
- dash-table ==5.0.0
- datrie ==0.8.2
- debugpy ==1.8.1
- decorator ==5.1.1
- deepTools ==3.5.5
- deeptoolsintervals ==0.1.9
- defusedxml ==0.7.1
- docker-pycreds ==0.4.0
- docutils ==0.21.2
- dpath ==2.2.0
- einops ==0.8.0
- emcee ==3.1.6
- entrypoints ==0.4
- executing ==2.0.1
- fastjsonschema ==2.20.0
- filelock ==3.14.0
- filelock ==3.15.3
- flatbuffers ==24.3.25
- fonttools ==4.53.0
- fqdn ==1.5.1
- frozenlist ==1.4.1
- fsspec ==2024.6.0
- ftfy ==6.2.3
- gast ==0.5.4
- gitdb ==4.0.11
- google-auth ==2.31.0
- google-auth-oauthlib ==1.2.0
- google-pasta ==0.2.0
- greenlet ==3.0.3
- grpcio ==1.64.1
- h11 ==0.14.0
- h5py ==3.11.0
- httpcore ==1.0.5
- httpx ==0.27.0
- humanfriendly ==10.0
- humanize ==4.9.0
- idna ==3.7
- imageio ==2.34.1
- imagesize ==1.4.1
- immutables ==0.20
- importlib_metadata ==7.2.0
- iniconfig ==2.0.0
- intel-cmplr-lib-ur ==2024.2.0
- intel-openmp ==2023.2.4
- ipykernel ==6.29.4
- ipython ==8.25.0
- ipython-genutils ==0.2.0
- ipywidgets ==8.1.3
- isodate ==0.6.1
- isoduration ==20.11.0
- itsdangerous ==2.2.0
- jax ==0.4.30
- jax-cuda12-pjrt ==0.4.30
- jax-cuda12-plugin ==0.4.30
- jaxlib ==0.4.30
- jedi ==0.19.1
- jmespath ==0.10.0
- joblib ==1.4.2
- json5 ==0.9.25
- jsonpointer ==3.0.0
- jsonschema ==4.22.0
- jsonschema-specifications ==2023.12.1
- jupyter-events ==0.10.0
- jupyter-lsp ==2.2.5
- jupyter-ydoc ==0.2.5
- jupyter_client ==7.4.9
- jupyter_core ==5.7.2
- jupyter_server ==2.14.1
- jupyter_server_fileid ==0.9.2
- jupyter_server_proxy ==4.2.0
- jupyter_server_terminals ==0.5.3
- jupyter_server_ydoc ==0.8.0
- jupyterhub ==5.0.0
- jupyterlab ==4.2.2
- jupyterlab_pygments ==0.3.0
- jupyterlab_server ==2.27.2
- jupyterlab_slurm ==3.0.1
- jupyterlab_widgets ==3.0.11
- kaleido ==0.2.1
- keras ==2.15.0
- kiwisolver ==1.4.5
- lazy_loader ==0.4
- libclang ==18.1.1
- lightning ==2.3.0
- lightning-utilities ==0.11.2
- llvmlite ==0.43.0
- lpips ==0.1.4
- markdown-it-py ==3.0.0
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mdurl ==0.1.2
- meson ==1.4.1
- mistune ==3.0.2
- mkl ==2023.1.0
- ml-dtypes ==0.2.0
- mmcv ==2.2.0
- mmengine ==0.10.4
- mmsegmentation ==1.2.2
- model-index ==0.1.11
- more-itertools ==10.3.0
- mpmath ==1.3.0
- msgpack ==1.0.8
- multidict ==6.0.5
- multiqc ==1.22.3
- namex ==0.0.8
- nbclassic ==1.1.0
- nbclient ==0.10.0
- nbconvert ==7.16.4
- nbformat ==5.10.4
- nbgitpuller ==1.2.1
- ndindex ==1.8
- nest-asyncio ==1.6.0
- networkx ==3.3
- ninja ==1.11.1.1
- nose ==1.3.7
- notebook ==6.5.7
- notebook_shim ==0.2.4
- numba ==0.60.0
- numexpr ==2.10.1
- numpy ==1.25.2
- numpydoc ==1.7.0
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.3.101
- nvidia-nvtx-cu12 ==12.1.105
- oauthlib ==3.2.2
- open3d ==0.18.0
- opencv-contrib-python ==4.10.0.84
- opencv-python ==4.10.0.84
- opendatalab ==0.0.10
- openmim ==0.3.9
- openseespy ==3.6.0.2
- openseespylinux ==3.6.0.2
- openxlab ==0.1.1
- opt-einsum ==3.3.0
- optree ==0.11.0
- ordered-set ==4.1.0
- oss2 ==2.17.0
- overrides ==7.7.0
- packaging ==24.1
- pamela ==1.1.0
- pandas ==2.2.2
- pandoc ==2.3
- pandocfilters ==1.5.1
- parso ==0.8.4
- patsy ==0.5.6
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==23.2.1
- plac ==1.4.3
- platformdirs ==4.2.2
- plotly ==5.22.0
- pluggy ==1.5.0
- plumbum ==1.8.3
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- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- py2bit ==0.3.0
- pyBigWig ==0.3.23
- pyOpenSSL ==24.1.0
- pyaml-env ==1.2.1
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- pyasn1_modules ==0.4.0
- pybind11 ==2.13.1
- pycparser ==2.22
- pycryptodome ==3.20.0
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- pydantic_core ==2.18.4
- pyexr ==0.4.0
- pyg-lib ==0.4.0
- pyparsing ==3.1.2
- pyquaternion ==0.9.9
- pysam ==0.22.1
- pytest ==8.2.2
- python-dateutil ==2.9.0.post0
- python-json-logger ==2.0.7
- pytorch-lightning ==2.3.0
- pytz ==2023.4
- pytz ==2024.1
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- referencing ==0.35.1
- regex ==2024.7.24
- requests ==2.32.3
- requests ==2.28.2
- requests-oauthlib ==2.0.0
- reretry ==0.11.8
- retrying ==1.3.4
- rfc3339-validator ==0.1.4
- rfc3986-validator ==0.1.1
- rich ==13.4.2
- rich ==13.7.1
- rich-click ==1.8.3
- rpds-py ==0.18.1
- rsa ==4.9
- scikit-image ==0.24.0
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.6.0
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- setuptools ==60.2.0
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- shapely ==2.0.4
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- six ==1.16.0
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- smmap ==5.0.1
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- sniffio ==1.3.1
- snowballstemmer ==2.2.0
- soupsieve ==2.5
- spectra ==0.0.11
- sphinxcontrib-applehelp ==1.0.8
- sphinxcontrib-devhelp ==1.0.6
- sphinxcontrib-htmlhelp ==2.0.5
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.7
- sphinxcontrib-serializinghtml ==1.1.10
- stack-data ==0.6.3
- statsmodels ==0.14.2
- stopit ==1.1.2
- sympy ==1.12.1
- tables ==3.9.2
- tabulate ==0.9.0
- tbb ==2021.13.0
- tenacity ==8.4.1
- tensorboard ==2.15.2
- tensorboard-data-server ==0.7.2
- tensorboardX ==2.6.2.2
- tensorflow ==2.15.0
- tensorflow-estimator ==2.15.0
- tensorflow-io-gcs-filesystem ==0.37.0
- tensorrt ==10.1.0
- tensorrt-cu12 ==10.1.0
- tensorrt-cu12-bindings ==10.1.0
- tensorrt-cu12-libs ==10.1.0
- termcolor ==2.4.0
- terminado ==0.18.1
- texttable ==1.7.0
- threadpoolctl ==3.5.0
- throttler ==1.2.2
- tifffile ==2024.6.18
- tinycss2 ==1.3.0
- tinycudann ==1.7
- tomli ==2.0.1
- toposort ==1.10
- torch ==2.3.1
- torch-fidelity ==0.3.0
- torch_cluster ==1.6.3
- torch_geometric ==2.5.3
- torch_scatter ==2.1.2
- torch_sparse ==0.6.18
- torch_spline_conv ==1.2.2
- torchaudio ==2.3.1
- torchmetrics ==1.4.0.post0
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.65.2
- tqdm ==4.66.4
- traitlets ==5.14.3
- traits ==6.4.3
- trame ==3.6.3
- trame-client ==3.2.0
- trame-jupyter-extension ==2.1.2
- trame-server ==3.0.2
- trimesh ==4.4.3
- triton ==2.3.1
- typeguard ==4.3.0
- types-python-dateutil ==2.9.0.20240316
- typing ==3.7.4.3
- typing_extensions ==4.12.2
- tzdata ==2024.1
- uri-template ==1.3.0
- urllib3 ==1.26.19
- urllib3 ==2.2.2
- wandb ==0.17.2
- wcwidth ==0.2.13
- webcolors ==24.6.0
- webencodings ==0.5.1
- websocket-client ==1.8.0
- wheel ==0.43.0
- widgetsnbextension ==4.0.11
- wrapt ==1.14.1
- wslink ==2.1.1
- xgboost ==2.1.0
- y-py ==0.6.2
- yapf ==0.40.2
- yarl ==1.9.4
- ypy-websocket ==0.8.4
- yte ==1.5.4
- zipp ==3.19.2
- zope.interface ==6.4.post2