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pyproject.toml
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[build-system]
requires = [
"setuptools>=21",
"setuptools-scm"
]
build-backend = "setuptools.build_meta"
[project]
name="lightly"
requires-python = ">=3.6"
authors = [
{name = "Lightly Team", email = "[email protected]"},
]
license = {file = "LICENSE.txt"}
description="A deep learning package for self-supervised learning"
classifiers = [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Education",
"Intended Audience :: Science/Research",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Scientific/Engineering :: Image Processing",
"Topic :: Scientific/Engineering :: Mathematics",
"Topic :: Software Development",
"Topic :: Software Development :: Libraries",
"Topic :: Software Development :: Libraries :: Python Modules",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.6",
"Programming Language :: Python :: 3.7",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"License :: OSI Approved :: MIT License",
]
dependencies = [
"certifi>=14.05.14",
"hydra-core>=1.0.0",
"lightly_utils~=0.0.0",
"numpy>=1.18.1",
"python_dateutil>=2.5.3",
"requests>=2.23.0",
"six>=1.10",
"tqdm>=4.44",
"torch",
"torchvision",
"pydantic>=1.10.5",
"pytorch_lightning>=1.0.4",
"urllib3>=1.25.3",
"aenum>=3.1.11"
]
dynamic = ["version", "readme"]
[project.optional-dependencies]
all = [
"lightly[dev,matplotlib,minimal,timm,video]"
]
dev = [
"sphinx",
"pylint",
"pytest",
"pytest-forked",
"pytest-xdist",
"pytest-mock",
"responses",
"docutils<=0.16",
"sphinx-copybutton",
"sphinx-design",
"sphinx-gallery",
"sphinx-tabs",
"sphinx-reredirects",
"sphinx_rtd_theme",
"matplotlib",
"pre-commit",
"opencv-python",
"scikit-learn",
"pandas",
"toml",
"torchmetrics",
# black, isort and mypy should be the same version as defined in .pre-commit-config.yaml
"black==23.1.0", # frozen version to avoid differences between CI and local dev machines
"isort==5.11.5", # frozen version to avoid differences between CI and local dev machines
"mypy==1.4.1", # frozen version to avoid differences between CI and local dev machines
"types-python-dateutil",
"types-toml",
"nbformat",
"jupytext"
]
# Minimal dependencies against which we test. Older versions might work depending on the
# functionality used.
minimal = [
"torch>=1.10.0",
"torchvision>=0.11.0",
"pytorch_lightning>=1.6",
]
openapi = [
"python_dateutil>=2.5.3",
"setuptools>=21.0.0",
"urllib3>=1.25.3",
"pydantic>=1.10.5",
"aenum>=3.1.11"
]
timm = ["timm>=0.9.9"]
video = ["av>=8.0.3"]
matplotlib = ["matplotlib>=3"]
[project.urls]
"Homepage" = "https://www.lightly.ai"
"Web-App" = "https://app.lightly.ai"
"Documentation" = "https://docs.lightly.ai"
"Github" = "https://github.com/lightly-ai/lightly"
"Discord" = "https://discord.gg/xvNJW94"
[project.scripts]
lightly-crop = "lightly.cli.crop_cli:entry"
lightly-download = "lightly.cli.download_cli:entry"
lightly-embed = "lightly.cli.embed_cli:entry"
lightly-magic = "lightly.cli.lightly_cli:entry"
lightly-serve = "lightly.cli.serve_cli:entry"
lightly-train = "lightly.cli.train_cli:entry"
lightly-version = "lightly.cli.version_cli:entry"
[tool.setuptools.packages.find]
include = ["lightly*"]
[tool.setuptools.dynamic]
readme = {file = ["README.md"], content-type = "text/markdown"}
version = {attr = "lightly.__version__"}
[tool.setuptools.package-data]
lightly = ["lightly/cli/config/*.yaml"]
[tool.black]
extend-exclude = "lightly/openapi_generated/.*"
[tool.isort]
profile = "black"
extend_skip = "lightly/openapi_generated"
[tool.coverage.run]
omit = ["lightly/openapi_generated/*"]
[tool.mypy]
ignore_missing_imports = true
warn_unused_configs = true
strict_equality = true
# Disallow dynamic typing
disallow_any_decorated = true
# TODO(Philipp, 09/23): Remove me!
# disallow_any_explicit = True
disallow_any_generics = true
disallow_subclassing_any = true
# Disallow untyped definitions
disallow_untyped_defs = true
disallow_incomplete_defs = true
check_untyped_defs = true
disallow_untyped_decorators = true
# None and optional handling
no_implicit_optional = true
strict_optional = true
# Configuring warnings
warn_unused_ignores = false # Different ignores are required for different Python versions
warn_no_return = true
warn_return_any = true
warn_redundant_casts = true
warn_unreachable = true
# Print format
show_error_codes = true
show_error_context = true
# Plugins
plugins = ["numpy.typing.mypy_plugin"]
# Excludes
# TODO(Philipp, 09/23): Remove these one by one (start with 300 files).
exclude = '''(?x)(
lightly/cli/version_cli.py |
lightly/cli/crop_cli.py |
lightly/cli/serve_cli.py |
lightly/cli/embed_cli.py |
lightly/cli/lightly_cli.py |
lightly/cli/download_cli.py |
lightly/cli/config/get_config.py |
lightly/cli/train_cli.py |
lightly/cli/_cli_simclr.py |
lightly/cli/_helpers.py |
lightly/loss/ntx_ent_loss.py |
lightly/loss/vicreg_loss.py |
lightly/loss/tico_loss.py |
lightly/loss/pmsn_loss.py |
lightly/loss/swav_loss.py |
lightly/loss/negative_cosine_similarity.py |
lightly/loss/hypersphere_loss.py |
lightly/loss/msn_loss.py |
lightly/loss/dino_loss.py |
lightly/loss/sym_neg_cos_sim_loss.py |
lightly/loss/vicregl_loss.py |
lightly/loss/dcl_loss.py |
lightly/loss/regularizer/co2.py |
lightly/loss/barlow_twins_loss.py |
lightly/data/lightly_subset.py |
lightly/data/dataset.py |
lightly/data/collate.py |
lightly/data/_image.py |
lightly/data/_helpers.py |
lightly/data/_image_loaders.py |
lightly/data/_video.py |
lightly/data/_utils.py |
lightly/data/multi_view_collate.py |
lightly/core.py |
lightly/api/api_workflow_compute_worker.py |
lightly/api/api_workflow_predictions.py |
lightly/api/download.py |
lightly/api/api_workflow_export.py |
lightly/api/api_workflow_download_dataset.py |
lightly/api/bitmask.py |
lightly/api/_version_checking.py |
lightly/api/patch.py |
lightly/api/swagger_api_client.py |
lightly/api/api_workflow_collaboration.py |
lightly/api/utils.py |
lightly/api/api_workflow_datasets.py |
lightly/api/api_workflow_selection.py |
lightly/api/swagger_rest_client.py |
lightly/api/api_workflow_datasources.py |
lightly/api/api_workflow_upload_embeddings.py |
lightly/api/api_workflow_client.py |
lightly/api/api_workflow_upload_metadata.py |
lightly/api/api_workflow_tags.py |
lightly/api/api_workflow_artifacts.py |
lightly/utils/cropping/crop_image_by_bounding_boxes.py |
lightly/utils/cropping/read_yolo_label_file.py |
lightly/utils/debug.py |
lightly/utils/benchmarking/benchmark_module.py |
lightly/utils/benchmarking/knn_classifier.py |
lightly/utils/benchmarking/online_linear_classifier.py |
lightly/models/modules/masked_autoencoder.py |
lightly/models/modules/ijepa.py |
lightly/models/utils.py |
tests/cli/test_cli_version.py |
tests/cli/test_cli_magic.py |
tests/cli/test_cli_crop.py |
tests/cli/test_cli_download.py |
tests/cli/test_cli_train.py |
tests/cli/test_cli_get_lighty_config.py |
tests/cli/test_cli_embed.py |
tests/UNMOCKED_end2end_tests/delete_datasets_test_unmocked_cli.py |
tests/UNMOCKED_end2end_tests/create_custom_metadata_from_input_dir.py |
tests/UNMOCKED_end2end_tests/scripts_for_reproducing_problems/test_api_latency.py |
tests/loss/test_NegativeCosineSimilarity.py |
tests/loss/test_MSNLoss.py |
tests/loss/test_DINOLoss.py |
tests/loss/test_VICRegLLoss.py |
tests/loss/test_CO2Regularizer.py |
tests/loss/test_DCLLoss.py |
tests/loss/test_barlow_twins_loss.py |
tests/loss/test_SymNegCosineSimilarityLoss.py |
tests/loss/test_NTXentLoss.py |
tests/loss/test_MemoryBank.py |
tests/loss/test_TicoLoss.py |
tests/loss/test_VICRegLoss.py |
tests/loss/test_PMSNLoss.py |
tests/loss/test_HyperSphere.py |
tests/loss/test_SwaVLoss.py |
tests/core/test_Core.py |
tests/data/test_multi_view_collate.py |
tests/data/test_data_collate.py |
tests/data/test_VideoDataset.py |
tests/data/test_LightlySubset.py |
tests/data/test_LightlyDataset.py |
tests/embedding/test_callbacks.py |
tests/embedding/test_embedding.py |
tests/api/test_serve.py |
tests/api/test_swagger_rest_client.py |
tests/api/test_rest_parser.py |
tests/api/test_utils.py |
tests/api/benchmark_video_download.py |
tests/api/test_BitMask.py |
tests/api/test_patch.py |
tests/api/test_download.py |
tests/api/test_version_checking.py |
tests/api/test_swagger_api_client.py |
tests/utils/test_debug.py |
tests/utils/benchmarking/test_benchmark_module.py |
tests/utils/benchmarking/test_topk.py |
tests/utils/benchmarking/test_online_linear_classifier.py |
tests/utils/benchmarking/test_knn_classifier.py |
tests/utils/benchmarking/test_knn.py |
tests/utils/benchmarking/test_linear_classifier.py |
tests/utils/benchmarking/test_metric_callback.py |
tests/utils/test_dist.py |
tests/models/test_ModelsSimSiam.py |
tests/models/modules/test_masked_autoencoder.py |
tests/models/test_ModelsSimCLR.py |
tests/models/test_ModelUtils.py |
tests/models/test_ModelsNNCLR.py |
tests/models/test_ModelsMoCo.py |
tests/models/test_ProjectionHeads.py |
tests/models/test_ModelsBYOL.py |
tests/conftest.py |
tests/api_workflow/test_api_workflow_selection.py |
tests/api_workflow/test_api_workflow_datasets.py |
tests/api_workflow/mocked_api_workflow_client.py |
tests/api_workflow/test_api_workflow_compute_worker.py |
tests/api_workflow/test_api_workflow_artifacts.py |
tests/api_workflow/test_api_workflow_download_dataset.py |
tests/api_workflow/utils.py |
tests/api_workflow/test_api_workflow_client.py |
tests/api_workflow/test_api_workflow_export.py |
tests/api_workflow/test_api_workflow_datasources.py |
tests/api_workflow/test_api_workflow_tags.py |
tests/api_workflow/test_api_workflow_upload_custom_metadata.py |
tests/api_workflow/test_api_workflow_upload_embeddings.py |
tests/api_workflow/test_api_workflow_collaboration.py |
tests/api_workflow/test_api_workflow_predictions.py |
tests/api_workflow/test_api_workflow.py |
# Let's not type check deprecated active learning:
lightly/active_learning |
# Let's not type deprecated models:
lightly/models/simclr.py |
lightly/models/moco.py |
lightly/models/barlowtwins.py |
lightly/models/nnclr.py |
lightly/models/simsiam.py |
lightly/models/byol.py )'''
# Ignore imports from untyped modules.
[[tool.mypy.overrides]]
module = [
"lightly.api.*",
"lightly.cli.*",
"lightly.data.*",
"lightly.loss.*",
"lightly.models.*",
"lightly.utils.benchmarking.*",
"tests.api_workflow.*",
]
follow_imports = "skip"
# Ignore errors in auto generated code.
[[tool.mypy.overrides]]
module = [
"lightly.openapi_generated.*",
]
ignore_errors = true
[tool.jupytext]
notebook_metadata_filter="-all"
cell_metadata_filter="-all"