master-thesis/util/commit_files.csv

1	project	ml_files	no_ml_files	ml_dirs	no_ml_dirs	ml_files_ratio	no_ml_files_ratio	ml_dirs_ratio	no_ml_dirs_ratio
2	1adrianb/face-alignment	{'test/test_utils.py', 'Dockerfile', 'test/assets/aflw-test.jpg', 'setup.py', 'face_alignment/detection/sfd/sfd_detector.py', 'face_alignment/detection/blazeface/detect.py', 'face_alignment/api.py', 'face_alignment/utils.py', 'face_alignment/detection/sfd/detect.py', 'face_alignment/models.py', 'face_alignment/detection/blazeface/utils.py'}	{'Dockerfile', 'setup.py', 'face_alignment/detection/dlib/dlib_detector.py', 'face_alignment/__init__.py', '.travis.yml', 'face_alignment/detection/blazeface/__init__.py', 'face_alignment/models/__init__.py', 'face_alignment/detection/core.py', '.gitattributes', 'face_alignment/models/fan.py', 'test/test_utils.py', 'face_alignment/detection/sfd/net_s3fd.py', 'test/facealignment_test.py', 'test/assets/grass.jpg', 'face_alignment/detection/sfd/detect.py', 'face_alignment/detection/blazeface/utils.py', 'face_alignment/detection/blazeface/net_blazeface.py', 'tox.ini', 'conda/meta.yaml', 'examples/detect_landmarks_in_image.py', 'face_alignment/detection/sfd/bbox.py', 'README.md', 'face_alignment/detection/sfd/sfd_detector.py', 'demo.ipynb', 'conda/conda_upload.sh', 'setup.cfg', 'face_alignment/detection/blazeface/blazeface_detector.py', 'face_alignment/detection/blazeface/detect.py', 'face_alignment/api.py', 'face_alignment/utils.py', 'requirements.txt', 'face_alignment/models.py', 'face_alignment/models/resnet.py'}	{'test/assets', 'face_alignment', 'test', 'face_alignment/detection/sfd', 'face_alignment/detection/blazeface'}	{'face_alignment/detection/dlib', 'test/assets', 'face_alignment', 'face_alignment/models', 'test', 'face_alignment/detection/sfd', 'examples', 'face_alignment/detection/blazeface', 'face_alignment/detection', 'conda'}	0.3235294117647059	0.9705882352941176	0.5	1.0
3	afeinstein20/eleanor	{'make_postcards.py', 'eleanor/ffi.py', 'eleanor/mast.py', 'eleanor/update.py', 'eleanor/targetdata.py', 'make_guide.py', '.ipynb_checkpoints/Untitled-checkpoint.ipynb', 'setup.py', 'eleanor/visualize.py', '.gitignore', 'eleanor/models.py', 'eleanor/source.py', 'ellie/ellie.py', 'eleanor/maxsector.py', 'make_background.py'}	{'ELLIE/figures/219870537.mp4', 'eleanor/mast.py', 'ELLIE/figures/229669377.fits', 'docs/Makefile', 'build/lib/ellie/click_for_lc_website.py', 'eleanor/version.py', 'eleanor/crossmatch.py', 'metadata/s0011/cbv_components_s0011_0001_0001.txt', 'MANIFEST.in', 'docs/getting_started/faq.rst', 'ELLIE/figures/TIC219870537_tpf.fits', 'docs/sphinx_rtd_theme/static/fonts/fontawesome-webfont.svg', '.gitattributes', 'metadata/s0012/cbv_components_s0012_0001_0003.txt', 'metadata/s0011/cbv_components_s0011_0002_0003.txt', 'docs/sphinx_rtd_theme/static/css/theme.css', 'metadata/s0013/cbv_components_s0013_0002_0001.txt', 'ELLIE/logo.py', 'eleanor/update.py', 'metadata/s0015/cbv_components_s0015_0002_0003.txt', 'ellie/offsets_3-1.mp4', 'ELLIE/ellie.py', 'ELLIE/figures/219870537_tpf.fits', 'docs/sphinx_rtd_theme/static/js/modernizr.min.js', 'docs/sphinx_rtd_theme/static/js/theme.js', 'eleanor/postcard.py', 'metadata/s0012/target_s0012.fits', 'docs/sphinx_rtd_theme/__pycache__/__init__.cpython-36.pyc', 'metadata/s0011/cbv_components_s0011_0001_0003.txt', 'build/lib/ellie/testing.py', 'eleanor/tests/test_source.py', 'metadata/s0013/cbv_components_s0013_0004_0002.txt', '.ci/conda.sh', 'build/lib/ellie/planetExample.py', 'notebooks/eleanor_tesscut_demo.ipynb', 'docs/sphinx_rtd_theme/static/fonts/fontawesome-webfont.ttf', 'docs/sphinx_rtd_theme/static/fonts/RobotoSlab-Bold.ttf', 'ELLIE/figures/TIC198593129_tpf.fits', 'ELLIE/hotJupiters.txt', 'ellie/source.py', 'eleanor/make_postcards.py', 'eleanor/ffi.py', 'metadata/s0011/cbv_components_s0011_0002_0002.txt', 'ellie/postcard.py', 'eleanor/tests/test_tpfs.py', 'metadata/s0013/cbv_components_s0013_0001_0003.txt', 'ellie/__init__.py', 'metadata/s0013/cbv_components_s0013_0003_0003.txt', 'ellie/pm.py', 'docs/sphinx_rtd_theme/static/fonts/Inconsolata-Regular.ttf', 'ELLIE/figures/198593129_tpf.fits', 'docs/sphinx_rtd_theme/static/fonts/Lato-Regular.ttf', 'metadata/s0012/cbv_components_s0012_0004_0004.txt', 'docs/getting_started/installation.rst', 'docs/sphinx_rtd_theme/static/fonts/Lato-Bold.ttf', 'ellie/ellie.py', 'CODE_OF_CONDUCT.md', 'ELLIE/figures/229669377_tpf.fits', 'ELLIE/figures/longEB.gif', 'metadata/s0014/quality_s0014.txt', 'metadata/s0011/cadences_s0011.txt', '.cache/v/cache/lastfailed', 'ELLIE/figures/219870537_customAp.mp4', 'metadata/s0013/cadences_s0013.txt', 'setup.py', 'metadata/s0011/cbv_components_s0011_0004_0004.txt', 'dist/ellie-1.0-py3.6.egg', 'metadata/s0011/cbv_components_s0011_0003_0004.txt', 'ELLIE/figures/keynoteEllie.png', 'docs/sphinx_rtd_theme/static/fonts/fontawesome-webfont.woff', 'build/lib/ellie/logo.py', 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'ellie/targetdata.py', 'docs/getting_started/overview.rst', 'README.md', 'build/lib/ellie/__init__.py', 'experiments/quick_psf_demo.ipynb', 'metadata/s0013/cbv_components_s0013_0003_0004.txt', 'eleanor.egg-info/requires.txt', 'metadata/s0015/cbv_components_s0015_0001_0004.txt', 'utils.py', 'eleanor.egg-info/dependency_links.txt', 'eleanor.egg-info/SOURCES.txt', 'metadata/s0012/cbv_components_s0012_0003_0002.txt', 'setup.cfg', 'docs/getting_started/.ipynb_checkpoints/tutorial-checkpoint.ipynb', 'metadata/s0015/cadences_s0015.txt', '.gitignore', 'build/lib/ellie/movie.py', 'ELLIE/figures/TIC420888018_tpf.fits', 'metadata/s0011/target_s0011.fits', 'metadata/s0013/cbv_components_s0013_0004_0004.txt', 'eleanor.egg-info/top_level.txt', 'metadata/s0015/cbv_components_s0015_0002_0004.txt', 'eleanor_tesscut_demo.ipynb', 'metadata/s0015/target_s0015.fits', 'ELLIE/figures/420888018_tpf.fits', 'ELLIE/figures/ellie_logo.png', 'eleanor/visualize.py', 'ELLIE/planetExample.py', 'docs/getting_started/tutorial.ipynb', 'coverage.xml', 'eleanor/default_apertures.pickle', '.travis.yml', 'metadata/s0012/cbv_components_s0012_0001_0002.txt', 'metadata/s0015/cbv_components_s0015_0002_0002.txt', 'ellie/mast.py', 'docs/conf.py', 'metadata/s0011/quality_s0011.txt', 'metadata/s0012/cbv_components_s0012_0004_0002.txt', 'make_postcards.py', 'docs/sphinx_rtd_theme/static/fonts/Inconsolata-Bold.ttf', 'docs/sphinx_rtd_theme/layout.html', 'metadata/s0013/cbv_components_s0013_0004_0001.txt', 'docs/sphinx_rtd_theme/breadcrumbs.html', 'docs/getting_started/vis_crossmatch.ipynb', 'docs/sphinx_rtd_theme/footer.html', 'metadata/s0011/cbv_components_s0011_0003_0003.txt', 'metadata/s0011/cbv_components_s0011_0004_0001.txt', 'eleanor/tests/test_postcard.py', 'metadata/s0015/cbv_components_s0015_0001_0003.txt', 'eleanor/tests/test_visualize.py', 'ellie/data_product.py', 'ellie/offsets_3-3.mp4', 'metadata/s0015/cbv_components_s0015_0004_0002.txt', 'docs/sphinx_rtd_theme/__init__.py', 'ELLIE/figures/logo.mp4', 'metadata/s0011/cbv_components_s0011_0002_0004.txt', 'ELLIE/figures/hotJupiter.gif', 'ELLIE/figures/229669377_rotation.fits', 'docs/sphinx_rtd_theme/layout_old.html', 'eleanor/eleanor.py', 'ELLIE/track_pm_centroid.py', 'metadata/s0013/cbv_components_s0013_0003_0001.txt', 'ELLIE/.gitignore', 'metadata/s0011/cbv_components_s0011_0001_0004.txt', 'metadata/s0013/cbv_components_s0013_0002_0002.txt', 'experiments/test_psf_types.py', 'eleanor/utils.py', '.ci/build-docs.sh', 'ellie/make_postcards.py', 'metadata/s0015/cbv_components_s0015_0001_0001.txt', 'ELLIE/click_for_lc_website.py', 'ELLIE/figures/219870537.fits', '.coverage', 'metadata/s0012/cbv_components_s0012_0003_0003.txt', 'metadata/s0013/cbv_components_s0013_0001_0001.txt', 'ELLIE/figures/198593129_customAp.mp4', 'metadata/s0011/cbv_components_s0011_0004_0002.txt', 'ELLIE/figures/customApExample.mov', 'docs/sphinx_rtd_theme/versions.html', 'build/lib/ellie/ellie.py', 'metadata/s0013/cbv_components_s0013_0002_0004.txt', 'metadata/s0012/cadences_s0012.txt', 'eleanor/__init__.py', 'eleanor/targetdata.py', 'make_guide.py', 'eleanor/tests/test_targetdata.py', 'metadata/s0014/target_s0014.fits', 'docs/api.rst', 'metadata/s0011/cbv_components_s0011_0002_0001.txt', 'metadata/s0015/cbv_components_s0015_0002_0001.txt', 'ELLIE/figures/TIC229669377_tpf.fits', 'ellie/ffi.py', 'eleanor/fill_grid.cpp', 'metadata/s0013/target_s0013.fits', 'docs/sphinx_rtd_theme/static/css/badge_only.css', 'metadata/s0013/cbv_components_s0013_0004_0003.txt', 'eleanor/tests/test_mast.py', 'metadata/s0013/cbv_components_s0013_0003_0002.txt', 'metadata/s0012/cbv_components_s0012_0004_0001.txt', 'eleanor.egg-info/PKG-INFO', 'docs/sphinx_rtd_theme/static/fonts/fontawesome-webfont.eot', 'metadata/s0015/cbv_components_s0015_0004_0001.txt', 'metadata/s0012/cbv_components_s0012_0003_0001.txt', 'eleanor/testing.py', 'tests/test_tpfs.py', 'docs/sphinx_rtd_theme/search.html', 'ELLIE/figures/229669377_customAp.mp4', 'metadata/s0015/cbv_components_s0015_0003_0002.txt', 'metadata/s0013/cbv_components_s0013_0002_0003.txt', 'metadata/s0015/cbv_components_s0015_0003_0003.txt', 'metadata/s0012/cbv_components_s0012_0002_0001.txt', 'metadata/s0011/cbv_components_s0011_0003_0002.txt', '__pycache__/testing.cpython-36.pyc', 'docs/index.rst', 'metadata/s0012/cbv_components_s0012_0003_0004.txt', 'metadata/s0015/cbv_components_s0015_0001_0002.txt', 'metadata/s0013/cbv_components_s0013_0001_0002.txt', 'metadata/s0015/cbv_components_s0015_0004_0004.txt', 'ELLIE/movie.py', 'metadata/s0015/cbv_components_s0015_0003_0001.txt', 'docs/sphinx_rtd_theme/theme.conf', 'example.py', 'metadata/s0012/cbv_components_s0012_0001_0004.txt', 'make_background.py', 'eleanor/models.py', 'metadata/s0012/cbv_components_s0012_0002_0004.txt', 'codecov.yml', 'ELLIE/figures/gaiaSourcesInTPF.mov', 'docs/sphinx_rtd_theme/searchbox.html', 'metadata/s0011/cbv_components_s0011_0004_0003.txt', 'metadata/s0012/quality_s0012.txt', 'eleanor/source.py', 'eleanor/default_apertures.npy', 'eleanor/tests/__init__.py', 'metadata/s0011/cbv_components_s0011_0003_0001.txt'}	{'eleanor', '.ipynb_checkpoints', 'ellie'}	{'docs', 'metadata/s0013', 'docs/getting_started/.ipynb_checkpoints', 'docs/sphinx_rtd_theme/static/js', 'ellie', 'dist', 'experiments', 'docs/getting_started', 'eleanor', 'metadata/s0012', '__pycache__', 'ELLIE/figures', 'docs/sphinx_rtd_theme/static/fonts', 'build/lib/ellie', 'docs/sphinx_rtd_theme/__pycache__', 'docs/sphinx_rtd_theme/static/css', 'eleanor/tests', 'ELLIE', 'metadata/s0015', 'tests', 'metadata/s0014', 'docs/sphinx_rtd_theme', 'notebooks', '.cache/v/cache', 'eleanor.egg-info', 'metadata/s0011', '.ci'}	0.06437768240343347	0.9914163090128756	0.10714285714285714	0.9642857142857143
4	BrikerMan/Kashgari	{'kashgari/embeddings/__init__.py', 'kashgari/processors/classification_processor.py', 'docs/requirements.txt', 'kashgari/processors/__init__.py', 'kashgari/macros.py', 'tests/labeling/test_cnn_lstm_model.py', 'docs/api.rst', 'setup.py', 'kashgari/migeration.py', 'kashgari/tasks/scoring/models.py', '.circleci/config.yml', '.travis.yml', 'kashgari/layers/kmax_pool_layer.py', 'kashgari/processors/scoring_processor.py', 'tests/scoring/test_bi_lstm_model.py', 'kashgari/tasks/seq_labeling/models.py', 'mkdocs/docs/api/tasks.classification.md', 'kashgari/embeddings/bert_embedding.py', 'mkdocs/mkdocs.yml', 'kashgari/tasks/seq_labeling/blstm_model.py', 'kashgari/tasks/scoring/__init__.py', 'kashgari/embeddings/stacked_embedding.py', 'mkdocs/docs/embeddings/bert-embedding.md', 'kashgari/utils/helper.py', 'tests/test_embeddings.py', 'kashgari/tasks/seq_labeling/cnn_lstm_model.py', 'kashgari/tasks/labeling/experimental.py', 'kashgari/tasks/classification/models.py', 'tests/classification/test_dpcnn.py', 'kashgari/tasks/classification/base_model.py', 'kashgari/embeddings/embeddings.py', 'kashgari/embeddings/base_embedding.py', 'kashgari/callbacks.py', 'kashgari/tasks/classification/deep_models.py', 'tests/test_classifier_models.py', 'docs/index.rst', 'kashgari/pre_processors/base_processor.py', 'mkdocs/docs/about/release-notes.md', 'mkdocs/docs/tutorial/text-classification.md', 'kashgari/tasks/labeling/base_model.py', 'kashgari/layers/att_wgt_avg_layer.py', 'mkdocs/docs/index.md', 'kashgari/tasks/scoring/base_model.py', 'kashgari/tasks/classification/__init__.py', 'kashgari/tasks/base_model.py', 'README.md', 'mkdocs/docs/tutorial/text-labeling.md', 'docs/tutorial/deal_with_numeric_features.md', 'kashgari/__init__.py', 'kashgari/tasks/classification/shadow_models.py', 'tests/corpus.py', 'kashgari/tasks/seq_labeling/blstm_crf_model.py', 'kashgari/tasks/labeling/models.py', 'kashgari/version.py', 'tests/classification/test_bi_lstm.py', 'kashgari/processors/base_processor.py', 'mkdocs/docs/tutorial/text-scoring.md', 'kashgari/embeddings/gpt_2_embedding.py', 'tests/scoring/__init__.py', 'requirements.dev.txt', 'tests/embedding/test_stacked_embedding.py', '.gitignore', 'mkdocs/readme.md', 'kashgari/embeddings/numeric_feature_embedding.py', 'requirements.txt', 'tests/test_processor.py', 'mkdocs/docs/FAQ.md', 'kashgari/tasks/classification/dpcnn_model.py'}	{'kashgari/tasks/labeling/bi_lstm_crf_model.py', 'docs/advance-use/tensorflow-serving.md', 'kashgari/processors/classification_processor.py', 'docs/embeddings/index.md', 'docs/requirements.txt', 'mkdocs/docs/tutorial/language_embedding.md', 'kashgari/migeration.py', 'tests/scoring/test_bi_lstm_model.py', 'MANIFEST.in', 'kashgari/tasks/classification/cnn_lstm_model.py', 'kashgari/layers/kmax_pool_layer.py', 'docs/embeddings/numeric-features-embedding.md', 'kashgari/embeddings/word_embedding.py', 'kashgari/tasks/seq_labeling/models.py', 'kashgari/utils/crf/crf.py', 'CHANGELOG.md', 'mkdocs/docs/api/tasks.classification.md', 'mkdocs/mkdocs.yml', 'kashgari/tasks/seq_labeling/blstm_model.py', 'kashgari/tasks/classification/bi_gru_model.py', 'legacy_docs/readme.md', 'examples/run_flask_api.py', 'mkdocs/docs/CONTRIBUTING.md', 'tests/test_generator.py', 'tests/test_labeling/test_bi_lstm_model.py', 'tests/data/test_bert_checkpoint/bert_config.json', 'kashgari/processors/abc_processor.py', 'docs/apis/embeddings.rst', 'mkdocs/docs/CNAME', 'kashgari/utils/data.py', 'kashgari/tokenizers/bert_tokenizer.py', 'kashgari/processors/class_processor.py', 'kashgari/tasks/seq_labeling/cnn_lstm_model.py', 'test.sh', 'scripts/docs-lint.sh', 'kashgari/tasks/classification/base_model.py', 'mkdocs/docs/static/css/extra.css', 'mkdocs/docs/CHANGELOG.md', 'kashgari/tasks/base/base_model.py', 'mkdocs/docs/tutorial/text-classification.md', 'mkdocs/docs/about/contributing.md', 'scripts/docs-live.sh', 'mkdocs/docs/static/js/baidu-static.js', 'kashgari/tasks/labeling/base_model.py', 'tests/data/test_bert_checkpoint/bert_model.ckpt.data-00000-of-00001', 'kashgari/tasks/scoring/base_model.py', 'tests/test_processor/test_class_processor.py', 'kashgari/tasks/base_model.py', '.github/ISSUE_TEMPLATE/bug_report.md', 'mkdocs/docs/deal_with_numeric_features.md', 'tests/test_labeling/test_bi_gru_crf_model.py', 'kashgari/utils/serialize.py', '.github/ISSUE_TEMPLATE/question.md', 'kashgari/version.py', 'tests/classification/test_bi_lstm.py', 'examples/tools.py', 'mkdocs/docs/advance-use/handle-numeric-features.md', 'mkdocs/docs/api/embeddings.md', 'tests/test_classification/test_bi_gru_model.py', 'tests/test_corpus.py', 'kashgari/layers/__init__.py', 'tests/embedding/test_stacked_embedding.py', 'tests/test_seq2seq/test_seq2seq.py', 'docs/api/embeddings.md', 'tests/test_processor.py', 'kashgari/embeddings/bert_embedding_v2.py', 'mkdocs/docs/embeddings/bare-embedding.md', 'kashgari/utils/__init__.py', 'kashgari/tasks/classification/dpcnn_model.py', '.readthedocs.yml', 'kashgari/embeddings/__init__.py', 'kashgari/tokenizer/__init__.py', 'docs/embeddings/index.rst', 'tests/test_classification/test_bi_lstm_model.py', 'docs/embeddings/word-embedding.rst', 'kashgari/processors/__init__.py', 'kashgari/tasks/labeling/abc_model.py', 'tests/labeling/test_cnn_lstm_model.py', 'kashgari/tokenizer/bert_tokenizer.py', 'mkdocs/docs/tutorial/text_classification_model.md', 'setup.py', 'kashgari/tasks/seq2seq/decoder/att_gru_decoder.py', 'docs/md/customize_multi_output_model.md', 'mkdocs/docs/api/callbacks.md', 'kashgari/processors/scoring_processor.py', 'kashgari/tasks/scoring/models.py', 'kashgari/tasks/labeling/__init__.py', 'kashgari/tasks/seq2seq/decoder/__init__.py', 'CONTRIBUTING.md', '.config.ini', 'scripts/clean.sh', 'docs/Tutorial_1_Embedding.md', 'LICENSE', 'version.py', 'docs/embeddings/bert-embedding.rst', 'mkdocs/docs/api/utils.md', 'kashgari/embeddings/stacked_embedding.py', 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22	nextgenusfs/funannotate	{'funannotate/utilities/tbl2gbk.py', 'funannotate/update.py', 'funannotate/aux_scripts/iprscan-local.py', 'funannotate/annotate.py', 'bin/funannotate-update.py', 'funannotate/compare.py', 'funannotate/utilities/stringtie2gff3.py', 'docs/conda.rst', 'setup.py', 'funannotate/setupDB.py', 'MANIFEST.in', 'funannotate/aux_scripts/enrichment_parallel.py', 'funannotate/aux_scripts/funannotate-BUSCO2.py', 'funannotate/utilities/gff2tbl.py', 'bin/funannotate-contig_cleaner.py', 'funannotate/stackedBarGraph.py', 'bin/funannotate-train.py', 'funannotate/library.py', 'funannotate/clean.py', 'funannotate/train.py', 'funannotate/remote.py', 'lib/library.py', 'funannotate/__version__.py', 'funannotate/database.py', 'util/check_modules.py', 'funannotate/downloads.json', 'funannotate/utilities/gff2prot.py', 'funannotate/aux_scripts/tbl2asn_parallel.py', 'funannotate/aux_scripts/trinity.py', 'funannotate/aux_scripts/iprscan2annotations.py', 'funannotate/aux_scripts/phobius-multiproc.py', 'funannotate/utilities/quarry2gff3.py', 'funannotate/sort.py', 'funannotate/check.py', 'funannotate/utilities/contrast.py', 'funannotate/pybam.py', 'funannotate/outgroups.py', 'funannotate/fix.py', 'funannotate/aux_scripts/funannotate-runEVM.py', 'bin/funannotate-predict.py', 'funannotate/species.py', 'funannotate/aux_scripts/hmmer_parallel.py', 'README.md', 'funannotate/aux_scripts/xmlcombine.py', 'funannotate/aux_scripts/augustus_parallel.py', 'funannotate/aux_scripts/funannotate-p2g.py', 'funannotate/interlap.py', 'funannotate/predict.py', 'funannotate/aux_scripts/runIPRscan.py', '.gitignore', 'funannotate/test.py', 'scripts/funannotate'}	{'funannotate/update.py', 'funannotate/aux_scripts/iprscan-local.py', 'funannotate/annotate.py', 'bin/funannotate-update.py', 'funannotate/compare.py', 'docs/conda.rst', 'funannotate-podman', 'setup.py', 'funannotate/train.py', 'bin/funannotate-train.py', 'funannotate/library.py', 'lib/library.py', 'util/check_modules.py', 'funannotate/aux_scripts/tbl2asn_parallel.py', 'funannotate/check.py', 'docs/prepare.rst', 'docs/docker.rst', 'funannotate/aux_scripts/funannotate-runEVM.py', 'bin/funannotate-fix.py', 'funannotate/predict.py', 'docs/predict.rst', 'bin/funannotate-functional.py', 'funannotate/test.py', 'scripts/funannotate', 'bin/funannotate-setup.py', 'bin/funannotate-compare.py', 'Dockerfile-base'}	{'docs', 'scripts', 'funannotate/utilities', 'funannotate/aux_scripts', 'lib', 'bin', 'funannotate', 'util'}	{'docs', 'scripts', 'funannotate/aux_scripts', 'lib', 'bin', 'funannotate', 'util'}	0.8524590163934426	0.4426229508196721	1.0	0.875
23	nicodv/kmodes	{'kmodes/kmodes.py', 'kmodes/util/tests/test_util.py', 'examples/benchmark_parallel.py', 'kmodes/kprototypes.py', 'kmodes/tests/test_kmodes.py', 'kmodes/util/__init__.py', 'README.rst', 'kmodes/tests/test_kprototypes.py'}	{'kmodes/util/dissim.py', 'kmodes/kmodes.py', '.coveragerc', 'kmodes/util/tests/test_util.py', 'kmodes/util/testing.py', 'kmodes/kprototypes.py', 'kmodes/util/tests/test_dissim.py', 'kmodes/tests/test_kmodes.py', 'setup.py', 'README.rst', 'kmodes/util/__init__.py', 'kmodes/util/init_methods.py', '.travis.yml', 'kmodes/tests/test_common.py', 'requirements.txt', 'kmodes/tests/test_kprototypes.py'}	{'kmodes', 'kmodes/tests', 'kmodes/util/tests', 'examples', 'kmodes/util'}	{'kmodes/tests', 'kmodes/util', 'kmodes/util/tests', 'kmodes'}	0.47058823529411764	0.9411764705882353	1.0	0.8
24	regel/loudml	{'loudml/tests/test_license.sh', 'docker/community/Dockerfile', 'telemetry/Gopkg.lock', 'docker/buildbot/Dockerfile', 'api/debian/changelog.in', 'loudml/loudml/config.py', 'docker/buildbot/distributions', 'loudml/loudml/fingerprints.py', 'loudml/tests/test_license.py', 'loudml/loudml/donut.py', 'loudml/loudml/memdatasource.py', 'loudml/loudml/cli.py', 'telemetry/README.md', 'loudml/loudml/bucket.py', 'loudml/loudml/license.py', 'loudml/elastic.py', 'docker/buildbot/loudml.yml', 'docker/image/README.rst', 'loudml-influx/loudml/influx.py', 'loudml/metrics.py', 'docker/image/.gitignore', 'docker/buildbot/README.rst', 'docker/community/loudml.yml', 'docker/community/README.rst', 'loudml-influx/loudml-influx.spec', 'docker/buildbot/Makefile', 'docker/dockerhub-deploy', 'telemetry/dockerhub.go', 'docker/image/Makefile', 'telemetry/Gopkg.toml', 'docker/image/Dockerfile.in', 'loudml-elastic/loudml-elastic.spec', 'telemetry/main.go', 'loudml/loudml/server.py', 'loudml/loudml/timeseries.py', 'docker/Makefile', 'telemetry/dockerhub_test.go', 'docker/buildbot/options', 'docker/community/Makefile'}	{'docker/etc/telegraf.conf', 'python/loudml/storage.py', 'loudml-influx/debian/control', 'loudml/opentsdb.py', 'Dockerfile', 'docker/README.md', 'setup.py', 'docs/reference/release-notes/1.4.3.asciidoc', 'loudml/loudml/config.py', '.circleci/config.yml', 'loudml/requests.py', 'loudml/__init__.py', 'python/loudml/ivoip.py', 'loudml-elastic/debian/control', 'loudml-import/debian/rules', 'api/debian/source/format', 'python/loudml/server.py', 'tests/test_opentsdb.py', 'loudml-elastic-aws/debian/rules', 'loudml-elastic/debian/rules', 'loudml/prometheus.py', 'api/setup.py', 'api/debian/postinst', 'loudml/loudml.spec', 'api/debian/README.Debian', 'api/loudml-api.spec', 'Makefile', 'loudml-elastic-aws/debian/control', 'build.mk', 'api/debian/loudml-doc.docs', 'api/debian/compat', 'api/debian/copyright', 'tests/test_prometheus.py', 'docker/.gitignore', 'loudml/debian/rules', 'python/loudml/som.py', 'loudml-influx/debian/rules', 'docker/docker-compose.yml', 'api/debian/rules', 'api/Makefile', 'loudml/debian/control', 'loudml/loudml/server.py', 'api/loudml/api.py', 'docker/etc/loudml.yml', '.gitignore', 'api/debian/control', 'api/debian/docs', 'api/debian/loudml-doc.install', 'api/debian/install', 'api/debian/changelog.in'}	{'docker/buildbot', 'docker/community', 'loudml-influx/loudml', 'loudml/loudml', 'loudml-influx', 'docker/image', 'loudml', 'docker', 'telemetry', 'loudml/tests', 'loudml-elastic', 'api/debian'}	{'.circleci', 'loudml/debian', 'loudml-elastic-aws/debian', 'api/loudml', 'python/loudml', 'api/debian', 'api/debian/source', 'docker/etc', 'tests', 'loudml', 'loudml-elastic/debian', 'api', 'docker', 'loudml-import/debian', 'loudml-influx/debian', 'loudml/loudml', 'docs/reference/release-notes'}	0.45348837209302323	0.5813953488372093	0.48	0.68
25	robertmartin8/PyPortfolioOpt	{'tests/utilities_for_tests.py', 'media/ef_plot.png', 'tests/test_base_optimizer.py', 'pypfopt/black_litterman.py', 'pypfopt/plotting.py', 'Dockerfile', 'setup.py', 'binder/jupyter_notebook_config.py', '.travis.yml', 'tests/test_objective_functions.py', 'tests/test_risk_models.py', 'docs/conf.py', 'pypfopt/risk_models.py', 'docs/ExpectedReturns.rst', 'tests/test_hrp.py', 'pypfopt/hierarchical_risk_parity.py', 'tests/test_custom_objectives.py', 'docs/BlackLitterman.rst', 'pypfopt/efficient_frontier/efficient_frontier.py', 'docs/Plotting.rst', 'docs/RiskModels.rst', 'tests/test_plotting.py', 'docker/Dockerfile', 'pypfopt/value_at_risk.py', 'tests/test_imports.py', 'tests/test_cla.py', 'tests/test_expected_returns.py', 'tests/test_black_litterman.py', 'Makefile', 'pypfopt/efficient_frontier/efficient_cvar.py', 'docker-compose.test.yml', 'docs/index.rst', 'pyproject.toml', 'tests/test_efficient_frontier.py', '.github/workflows/main.yml', 'pypfopt/efficient_frontier.py', '.dockerignore', 'README.md', 'poetry.lock', 'pypfopt/efficient_frontier/efficient_semivariance.py', 'binder/Dockerfile', 'docker-compose.yml', 'pypfopt/objective_functions.py', 'pypfopt/discrete_allocation.py', 'tests/test_discrete_allocation.py', 'pypfopt/efficient_frontier/__init__.py', 'pypfopt/exceptions.py', 'pypfopt/cla.py', '.gitignore', 'pypfopt/expected_returns.py', 'cookbook/4-Black-Litterman-Allocation.ipynb', 'pypfopt/base_optimizer.py', 'requirements.txt', 'docs/Roadmap.rst', 'pypfopt/hierarchical_portfolio.py'}	{'docs/MeanVariance.rst', 'tests/test_base_optimizer.py', 'pipfile', 'MANIFEST.in', 'tests/test_hrp.py', 'docs/ExpectedReturns.rst', 'pypfopt/cvar.py', 'docs/RiskModels.rst', 'tests/test_imports.py', '.github/ISSUE_TEMPLATE/workflows/main.yml', 'tests/test_black_litterman.py', 'pypfopt/efficient_frontier/efficient_cvar.py', 'media/weight_plot.png', 'docs/OtherOptimisers.rst', 'tests/test_efficient_frontier.py', '.github/ISSUE_TEMPLATE/bug.md', '.github/workflows/main.yml', 'media/cla_plot.png', 'poetry.lock', 'pypfopt/discrete_allocation.py', 'media/ef_scatter.png', 'pypfopt/exceptions.py', 'cookbook/1-RiskReturnModels.ipynb', 'cookbook/4-Black-Litterman-Allocation.ipynb', 'media/conceptual_flowchart_v2-grey.png', 'tests/utilities_for_tests.py', 'Dockerfile', 'setup.py', 'binder/jupyter_notebook_config.py', 'requirements.txt', 'cookbook/5-Hierarchical-Risk-Parity.ipynb', 'docs/UserGuide.rst', 'examples.py', 'docs/BlackLitterman.rst', 'cookbook/2-Mean-Variance-Optimisation.ipynb', 'pypfopt/efficient_semivariance.py', 'docs/Plotting.rst', 'media/conceptual_flowchart_v2.png', '.github/FUNDING.yml', 'docker/Dockerfile', 'tests/test_cla.py', 'Makefile', 'tests/test_value_at_risk.py', 'pypfopt/__init__.py', 'pypfopt/efficient_frontier.py', 'README.md', 'pypfopt/efficient_frontier/efficient_semivariance.py', 'binder/Dockerfile', 'pypfopt/objective_functions.py', 'tests/test_discrete_allocation.py', 'tests//stock_prices.csv', 'tests/test_efficient_cvar.py', 'setup.cfg', 'pypfopt/efficient_frontier/__init__.py', '.gitignore', 'docs/Postprocessing.rst', 'cookbook/3-Advanced-Mean-Variance-Optimisation.ipynb', 'media/corrplot.png', 'media/dendrogram.png', 'tests/test_objective_functions.py', '.travis.yml', 'pypfopt/risk_models.py', 'docs/conf.py', 'pypfopt/efficient_frontier/efficient_frontier.py', 'pypfopt/hierarchical_risk_parity.py', 'tests/test_plotting.py', 'docs/FAQ.rst', 'tests//spy_prices.csv', 'media/conceptual_flowchart_v1-grey.png', 'tests/test_efficient_semivariance.py', 'docs/About.rst', 'docker-compose.yml', 'media/corrplot_white.png', '.github/ISSUE_TEMPLATE/installation-error.md', 'pypfopt/base_optimizer.py', '.dockerignore', 'docs/Roadmap.rst', 'docs/Contributing.rst', 'tests/spy_prices.csv', 'media/ef_plot.png', 'pypfopt/black_litterman.py', 'pypfopt/plotting.py', '.github/ISSUE_TEMPLATE/feature_request.md', 'tests/test_risk_models.py', 'tests/test_cvar.py', 'tests/test_custom_objectives.py', 'cookbook/HierarchicalRiskParity.ipynb', 'media/efficient_frontier_white.png', 'media/conceptual_flowchart_v1.png', 'tests/resources/weights_hrp.csv', 'pypfopt/value_at_risk.py', 'tests/test_expected_returns.py', 'docker-compose.test.yml', 'docs/index.rst', '.github/ISSUE_TEMPLATE/help-needed.md', 'pyproject.toml', 'docs/EfficientFrontier.rst', 'pypfopt/cla.py', 'docs/GeneralEfficientFrontier.rst', 'pypfopt/expected_returns.py', 'CONTRIBUTING.md', 'pypfopt/hierarchical_portfolio.py'}	{'docs', 'media', '.github/workflows', 'binder', 'cookbook', 'tests', 'docker', 'pypfopt/efficient_frontier', 'pypfopt'}	{'docs', 'media', 'tests/resources', '.github/workflows', 'binder', '.github', '.github/ISSUE_TEMPLATE', 'cookbook', 'tests', '.github/ISSUE_TEMPLATE/workflows', 'docker', 'pypfopt/efficient_frontier', 'pypfopt'}	0.5392156862745098	1.0	0.6923076923076923	1.0
26	SeanNaren/deepspeech.pytorch	{'deepspeech_pytorch/loader/data_loader.py', 'deepspeech_pytorch/configs/train_config.py', 'logger.py', 'Dockerfile', 'data/librispeech.py', 'deepspeech_pytorch/training.py', 'main.py', 'data/utils.py', 'data/__init__.py', 'data/data_loader.py', 'data/voxforge.py', 'data/ted.py', 'train.py', 'benchmark.py', 'tune_decoder.py', 'test/test.py', 'deepspeech_pytorch/utils.py', 'labels.json', 'noise_inject.py', 'deepspeech_pytorch/data/utils.py', 'test.py', 'deepspeech_pytorch/state.py', 'transcribe.py', 'model.py', 'config.yaml', 'deepspeech_pytorch/config.py', 'server.py', 'data/get_an4.py', 'README.md', 'data/an4.py', 'state.py', 'data/common_voice.py', 'utils.py', 'multiproc.py', 'decoder.py', 'data/bucketing_sampler.py', 'predict.py', 'search_lm_params.py', 'data/merge_manifests.py', 'deepspeech_pytorch/enums.py', 'requirements.txt', 'deepspeech_pytorch/model.py', 'deepspeech_pytorch/checkpoint.py'}	{'logger.py', 'configs/librispeech.yaml', 'deepspeech_pytorch/training.py', 'configs/an4.yaml', 'data/__init__.py', 'data/voxforge.py', 'deepspeech_pytorch/validation.py', 'data/distributed.py', 'get_an4.py', 'select_lm_params.py', 'deepspeech_pytorch/decoder.py', 'deepspeech_pytorch/configs/__init__.py', 'opts.py', 'tests/smoke_test.py', 'Dockerfile', 'configs/commonvoice.yaml', 'setup.py', 'data/librispeech.py', 'data/data_loader.py', 'deepspeech_pytorch/logger.py', 'kubernetes/data/persistent_volume.yaml', 'deepspeech_pytorch/data/utils.py', 'deepspeech_pytorch/state.py', 'deepspeech_pytorch/config.py', 'README.md', 'data/an4.py', 'utils.py', 'kubernetes/train.yaml', 'tests/__init__.py', 'deepspeech_pytorch/data/__init__.py', 'data/bucketing_sampler.py', '.gitignore', 'deepspeech_pytorch/enums.py', 'data/merge_manifests.py', 'data/sparse_image_warp.py', 'data/spec_augment.py', 'deepspeech_pytorch/checkpoint.py', 'deepspeech_pytorch/loader/data_loader.py', 'deepspeech_pytorch/data/data_opts.py', 'deepspeech_pytorch/configs/inference_config.py', 'deepspeech_pytorch/loader/merge_manifests.py', '.travis.yml', 'deepspeech_pytorch/testing.py', 'main.py', 'data/utils.py', 'benchmark.py', 'kubernetes/README.md', 'transcribe.py', 'kubernetes/data/storage.yaml', 'model.py', 'server.py', 'generate_lm_dict.py', 'state.py', 'decoder.py', 'generate_lm_trie.py', 'deepspeech_pytorch/__init__.py', 'tests/pretrained_smoke_test.py', 'predict.py', 'search_lm_params.py', 'deepspeech_pytorch/opts.py', 'deepspeech_pytorch/configs/train_config.py', '.github/stale.yml', 'kubernetes/data/transfer_data.yaml', 'CTCLoss.py', 'data/ted.py', 'translations/README_JP.md', 'train.py', 'tune_decoder.py', 'create_noise_manifest.py', 'create_dataset_manifest.py', 'test/test.py', 'deepspeech_pytorch/inference.py', 'noise_inject.py', 'deepspeech_pytorch/utils.py', 'test.py', 'deepspeech_pytorch/loader/data_module.py', 'deepspeech_pytorch/loader/__init__.py', 'config.yaml', 'example.py', 'data/common_voice.py', 'multiproc.py', 'configs/tedlium.yaml', 'data/verify_manifest.py', 'requirements.txt', 'deepspeech_pytorch/model.py'}	{'test', 'deepspeech_pytorch/configs', 'deepspeech_pytorch/loader', 'data', 'deepspeech_pytorch/data', 'deepspeech_pytorch'}	{'configs', 'translations', 'test', 'deepspeech_pytorch/configs', 'deepspeech_pytorch/loader', '.github', 'kubernetes/data', 'tests', 'data', 'deepspeech_pytorch/data', 'deepspeech_pytorch', 'kubernetes'}	0.4942528735632184	0.9770114942528736	0.5	1.0
27	suragnair/alpha-zero-general	{'pytorch_classification/TRAINING.md', 'gobang/tensorflow/NNet.py', 'pytorch_classification/utils/progress/LICENSE', 'pytorch_classification/models/cifar/densenet.py', 'Coach.py', 'pytorch_classification/utils/progress/demo.gif', 'pytorch_classification/models/cifar/preresnet.py', 'connect4/test_connect4.py', 'pytorch_classification/imagenet.py', 'othello/tensorflow/NNet.py', 'MCTS.py', 'connect4/Connect4Players.py', 'pytorch_classification/utils/images/cifar.png', 'rts/keras/RTSNNet.py', 'pytorch_classification/models/imagenet/resnext.py', 'pytorch_classification/utils/progress/README.rst', 'rts/models/README.md', 'pytorch_classification/models/cifar/resnet.py', 'connect4/tensorflow/Connect4NNet.py', 'pytorch_classification/models/imagenet/__init__.py', 'pytorch_classification/utils/progress/MANIFEST.in', 'tictactoe/README.md', 'rts/learn.py', 'pretrained_models/othello/pytorch/8x8_100checkpoints_best.pth.tar', 'rts/models/learn_100_iters/README.md', 'pytorch_classification/utils/progress/test_progress.py', 'connect4/Connect4Logic.py', 'connect4/__init__.py', 'rts/RTSPlayers.py', 'rts/keras/NNet.py', 'pytorch_classification/utils/progress/progress/__init__.py', 'pytorch_classification/README.md', 'pytorch_classification/utils/images/imagenet.png', 'rts/src/Board.py', 'tafl/pytorch/NNet.py', 'pytorch_classification/cifar.py', 'README.md', 'utils.py', 'othello/pytorch/NNet.py', 'rts/models/learn_100_iters/best_player2.pth.tar.data-00000-of-00001', 'connect4/Connect4Game.py', 'connect4/tensorflow/__init__.py', 'pytorch_classification/utils/progress/progress/spinner.py', 'pytorch_classification/utils/progress/progress/helpers.py', 'rts/src/config_class.py', 'othello/chainer/NNet.py', 'Arena.py', 'rts/models/learn_100_iters/best_player2.pth.tar.index', 'pytorch_classification/utils/__init__.py', 'rts/src/encoders.py', 'pytorch_classification/__init__.py', 'rts/visualization/rts_pygame.py', 'pytorch_classification/models/cifar/alexnet.py', 'pytorch_classification/models/cifar/__init__.py', 'rts/models/learn_100_iters/best_player1.pth.tar.index', 'pytorch_classification/utils/logger.py', 'othello/tensorflow/OthelloNNet.py', 'pytorch_classification/models/cifar/vgg.py', 'pytorch_classification/utils/progress/progress/counter.py', 'pretrained_models/othello/pytorch/6x6_153checkpoints_best.pth.tar', 'pytorch_classification/utils/progress/progress/bar.py', 'rts/RTSGame.py', 'rts/install.sh', 'rts/pit.py', 'pytorch_classification/utils/progress/setup.py', 'pytorch_classification/utils/eval.py', 'pytorch_classification/models/__init__.py', 'rts/src/config.py', 'pytorch_classification/utils/misc.py', 'pretrained_models/othello/chainer/6x6_checkpoint_349.pth.tar', 'rts/visualization/rts_ue4.py', 'rts/models/learn_100_iters/best_player1.pth.tar.data-00000-of-00001', 'pytorch_classification/models/cifar/wrn.py', 'connect4/tensorflow/NNet.py', 'connect4/README.md', 'rts/README.md', 'pytorch_classification/models/cifar/resnext.py'}	{'dotsandboxes/DotsAndBoxesGame.py', 'gobang/tensorflow/NNet.py', 'othello/NNet_TF.py', 'tictactoe/keras/TicTacToeNNet.py', 'Coach.py', 'othello/chainer/OthelloNNet.py', 'pretrained_models//6x100x25_best.pth.tar', 'connect4/test_connect4.py', 'dotsandboxes/README.md', 'pretrained_models/dotsandboxes/keras/3x3/best.pth.tar.index', 'tafl/Digits.py', 'docker/requirements.txt', 'test_all_games.py', 'gobang/keras/NNet.py', 'pretrained_models/othello/keras/6x6 checkpoint_145.pth.tar', 'MCTS.py', 'dotsandboxes/keras/__init__.py', 'dotsandboxes/pit-dotsandboxes.py', 'tictactoe/TicTacToePlayers.py', 'tictactoe_3d/keras/__init__.py', 'tictactoe_3d/TicTacToePlayers.py', 'tafl/TaflPlayers.py', 'tafl/pitTafl.py', 'dotsandboxes/keras/DotsAndBoxesNNet.py', 'othello/OthelloPlayers.py', 'tafl/pytorch/__init__.py', 'dotsandboxes/DotsAndBoxesTest.py', 'tictactoe/README.md', 'tafl/keras/__init__.py', 'connect4/Connect4Logic.py', 'gobang/GobangPlayers.py', 'dotsandboxes/DotsAndBoxesPlayers.py', 'dotsandboxes/Convert Keras Model for use with Tensorflow.js.ipynb', 'docker/jupyter_notebook_config.py', 'tafl/__init__.py', 'tafl/pytorch/NNet.py', 'gobang/__init__.py', 'tictactoe_3d/TicTacToeGame.py', 'othello/OthelloGame.py', 'README.md', 'dotsandboxes/__init__.py', 'gobang/tensorflow/GobangNNet.py', 'tictactoe/__init__.py', 'othello/pytorch/NNet.py', 'tafl/mainTafl.py', 'tictactoe/TicTacToeLogic.py', 'dotsandboxes/main-dotsandboxes.py', 'connect4/Connect4Game.py', '.gitignore', 'dotsandboxes/DotsAndBoxesServer.py', 'tictactoe/keras/__init__.py', 'tictactoe/pretrained/best.pth.tar.data-00000-of-00001', 'othello/keras/OthelloNNet.py', 'dotsandboxes/Play Dots and Boxes using AlphaZero General.ipynb', 'main.py', 'dotsandboxes/DotsAndBoxesLogic.py', 'dotsandboxes/keras/NNet.py', 'gobang/GobangLogic.py', 'tafl/TaflGame.py', 'othello/chainer/NNet.py', 'tictactoe_3d/TicTacToeLogic.py', 'Arena.py', 'tictactoe/TicTacToeGame.py', 'pretrained_models/dotsandboxes/keras/3x3/best.pth.tar.data-00000-of-00001', 'pretrained_models/tictactoe_3d/keras/best-200eps-200sim-10epch.pth.tar', 'gobang/GobangGame.py', 'othello/chainer/__init__.py', 'tafl/GameVariants.py', 'tafl/keras/NNet.py', 'tafl/keras/TaflNNet.py', 'setup_env.sh', 'gobang/tensorflow/__init__.py', 'docker/run_jupyter.sh', 'pretrained_models/tictactoe/keras/best-25eps-25sim-10epch.pth.tar', 'othello/tensorflow/OthelloNNet.py', 'tafl/TaflLogic.py', 'tictactoe_main.py', 'gobang/keras/GobangNNet.py', 'tictactoe/keras/NNet.py', 'othello/keras/NNet.py', 'dotsandboxes/Train Dots and Boxes using AlphaZero General.ipynb', 'tafl/pytorch/TaflNNet.py', 'tictactoe_pit.py', 'tictactoe_3d/keras/TicTacToeNNet.py', 'pit.py', 'docker/Dockerfile.pytorch', 'othello/OthelloNNet_TF.py', 'othello/keras/__init__.py', 'connect4/README.md', 'tictactoe_3d/README.md', 'tictactoe_3d/keras/NNet.py'}	{'pretrained_models/othello/pytorch', 'rts', 'othello/chainer', 'pytorch_classification/utils', 'connect4/tensorflow', 'rts/models/learn_100_iters', 'rts/keras', 'othello/tensorflow', 'rts/visualization', 'rts/src', 'pytorch_classification/models', 'pytorch_classification/utils/images', 'pytorch_classification', 'tictactoe', 'pytorch_classification/utils/progress/progress', 'rts/models', 'pretrained_models/othello/chainer', 'pytorch_classification/utils/progress', 'tafl/pytorch', 'gobang/tensorflow', 'pytorch_classification/models/imagenet', 'connect4', 'pytorch_classification/models/cifar', 'othello/pytorch'}	{'pretrained_models/tictactoe_3d/keras', 'dotsandboxes/keras', 'othello/pytorch', 'tictactoe/keras', 'gobang/keras', 'tictactoe_3d', 'pretrained_models/dotsandboxes/keras/3x3', 'othello/tensorflow', 'tafl/keras', 'tictactoe', 'gobang', 'tafl', 'pretrained_models/othello/keras', 'tictactoe_3d/keras', 'docker', 'tafl/pytorch', 'othello', 'gobang/tensorflow', 'pretrained_models', 'connect4', 'othello/keras', 'dotsandboxes', 'pretrained_models/tictactoe/keras', 'tictactoe/pretrained', 'othello/chainer'}	0.5	0.5909090909090909	0.5714285714285714	0.5952380952380952
28	thtrieu/darkflow	{'darkflow/cython_utils/cy_yolo_findboxes.pyx', 'darkflow/dark/darknet.py', 'cython_utils/cy_yolo2_findboxes.so', 'cython_utils/__init__.py', 'cython_utils/setup.py', 'net/help.py', 'net/build.py', 'tfnet/tfnet_help.py', 'cython_utils/cy_yolo2_findboxes.c', 'darkflow/net/build.py', '.travis.yml', 'test/scream.jpg', 'test/test_darkflow.py', 'test/giraffe.jpg', 'darkflow/net/yolo/__init__.py', 'darkflow/net/flow.py', 'darkflow/utils/loader.py', 'darkflow/net/yolov2/data.py', 'darkflow/net/framework.py', 'net/yolo/__init__.py', 'darkflow/net/yolo/misc.py', 'darkflow/net/help.py', 'darkflow/net/yolov2/__init__.py', 'darkflow/utils/im_transform.py', 'net/ops/simple.py', 'test/test_/.gitignore', 'darkflow/cython_utils/cy_yolo2_findboxes.pyx', 'configs/process.py', 'net/yolo/misc.py', 'cython_utils/cy_yolo2_findboxes.pyx', 'darkflow/defaults.py', 'darkflow/net/yolo/data.py', '.coveragerc', 'cython_utils/nms.pyx', 'cython_utils/build/temp.linux-x86_64-2.7/cy_yolo2_findboxes.o', 'darkflow/net/yolo/test.py', 'test/training/annotations/1.xml', 'net/framework.py', 'darkflow/net/yolo/predict.py', 'test/training/annotations/2.xml', 'test/horses.jpg', 'darkflow/cli.py', 'test/training/images/2.jpg', 'dark/darknet.py', 'test/dog.jpg', 'cfg/tiny-yolo-4c.cfg', 'README.md', 'labels.txt', 'test/eagle.jpg', 'net/yolo/test.py', 'darkflow/cython_utils/nms.pyx', 'darkflow/net/yolov2/test.py', 'darkflow/net/yolov2/predict.py', 'test/.gitignore', 'tfnet/yolo/test.py', 'test/ragged-edge-london-office-6.jpg', 'tfnet/tfnet_flow.py', 'net/yolov2/test.py', 'tfnet/yolo/train.py', 'tfnet/yolo/yolo-4c.parsed', 'flow', 'net/flow.py', 'darkflow/dark/layer.py', 'cython_utils/nms.pxd', '.gitignore', 'test/requirements-testing.txt', 'test/training/images/1.jpg', 'test/2007_000039.jpg', 'test/person.jpg', 'cython_utils/cy_yolo_findboxes.pyx'}	{'cython_utils/__init__.py', 'cython_utils/setup.py', 'net/help.py', 'net/build.py', 'dark/convolution.py', 'setup.py', 'darkflow/net/build.py', 'net/__init__.py', 'net/ops/convolution.py', 'net/ops/baseop.py', 'cfg/__init__.py', 'utils/box.py', 'darkflow/net/flow.py', 'cfg/yolo-voc.cfg', 'utils/box.pyc', 'tfnet/tfnet.py', 'net/yolo/__init__.py', 'net/yolov2/train.py', 'dark/darkop.py', 'darkflow/net/help.py', 'net/yolo/train.py', 'dark/__init__.py', 'darkflow/utils/im_transform.py', 'cfg/yolo.cfg', 'net/ops/simple.py', 'utils/im_transform.py', 'darkflow/defaults.py', 'net/yolo/misc.py', 'cython_utils/cy_yolo2_findboxes.pyx', 'darkflow/net/yolo/data.py', 'tfnet/tfnet_flow.pyc', 'cython_utils/nms.pyx', 'dark/layer.py', 'net/framework.py', 'utils/__init__.py', 'net/vanilla/__init__.py', 'net/ops/__init__.py', 'net/yolov2/__init__.py', 'darkflow/net/yolo/predict.py', 'darkflow/cli.py', 'net/vanilla/train.py', 'dark/darknet.py', 'dark/connected.py', 'README.md', 'net/yolo/data.py', 'net/yolov2/data.py', 'darkflow/cython_utils/nms.pyx', 'net/yolo/test.py', 'net/mnist/run.py', 'darkflow/net/yolov2/predict.py', 'cfg/process.py', 'darkflow/net/ops/simple.py', 'darkflow/net/vanilla/train.py', 'net/yolov2/test.py', 'flow', 'net/flow.py', 'utils/pascal_voc_clean_xml.py', 'cython_utils/nms.pxd', '.gitignore', 'darkflow/version.py', 'utils/loader.py', 'cython_utils/cy_yolo_findboxes.pyx'}	{'test/training/images', 'configs', 'test/training/annotations', 'net/ops', 'dark', 'test', 'darkflow/net/yolo', 'net/yolov2', 'tfnet/yolo', 'tfnet', 'darkflow', 'net', 'cfg', 'darkflow/cython_utils', 'test/test_', 'cython_utils/build/temp.linux-x86_64-2.7', 'darkflow/dark', 'darkflow/utils', 'net/yolo', 'darkflow/net', 'darkflow/net/yolov2', 'cython_utils'}	{'net/ops', 'dark', 'darkflow/net/yolo', 'darkflow/net/ops', 'net/yolov2', 'darkflow/net/vanilla', 'utils', 'tfnet', 'darkflow', 'net', 'cfg', 'net/vanilla', 'darkflow/cython_utils', 'darkflow/utils', 'net/yolo', 'darkflow/net', 'darkflow/net/yolov2', 'cython_utils', 'net/mnist'}	0.6796116504854369	0.6019417475728155	0.8148148148148148	0.7037037037037037
29	Tianxiaomo/pytorch-YOLOv4	{'tool/tv_reference/utils.py', 'tool/tv_reference/coco_utils.py', 'tool/tv_reference/engine.py', 'tool/tv_reference/coco_eval.py', 'tool/darknet2pytorch.py', 'cfg.py', 'dataset.py', 'tool/coco_annotation.py', 'train.py', 'tool/tv_reference/train.py', 'models.py', 'tool/tv_reference/README.md', 'evaluate_on_coco.py', 'requirements.txt', 'tool/tv_reference/transforms.py', 'tool/tv_reference/group_by_aspect_ratio.py', 'tool/utils.py'}	{'darknet2onnx.py', 'demo_tensorflow.py', 'DeepStream/config_infer_primary_yoloV4.txt', 'cfg/yolov4.cfg', 'tool/pytorch2onnx.py', 'DeepStream/nvdsinfer_custom_impl_Yolo/yolo.cpp', 'DeepStream/Readme.md', 'DeepStream/nvdsinfer_custom_impl_Yolo/yoloPlugins.cpp', 'DeepStream/deepstream_app_config_yoloV4.txt', 'tool/onnx2tensorflow.py', 'DeepStream/nvdsinfer_custom_impl_Yolo/trt_utils.h', 'DeepStream/nvdsinfer_custom_impl_Yolo/nvdsparsebbox_Yolo.cpp', 'DeepStream/nvdsinfer_custom_impl_Yolo/Makefile', 'dataset.py', 'train.py', 'DeepStream/nvdsinfer_custom_impl_Yolo/yoloPlugins.h', 'tool/utils_iou.py', 'DeepStream/nvdsinfer_custom_impl_Yolo/nvdsinfer_yolo_engine.cpp', 'DeepStream/nvdsinfer_custom_impl_Yolo/trt_utils.cpp', 'DeepStream/nvdsinfer_custom_impl_Yolo/kernels.cu', 'DeepStream/nvdsinfer_custom_impl_Yolo/yolo.h', 'demo.py', 'README.md', 'DeepStream/nvdsinfer_custom_impl_Yolo/Readme.md', 'tool/region_loss.py', '.gitignore', 'tool/utils_iou_test.py', 'models.py', 'DeepStream/labels.txt', 'evaluate_on_coco.py', 'tool/darknet2onnx.py', 'tool/darknet2pytorch.py'}	{'tool', 'tool/tv_reference'}	{'tool', 'DeepStream', 'cfg', 'DeepStream/nvdsinfer_custom_impl_Yolo'}	0.38636363636363635	0.7272727272727273	0.4	0.8
30	tianzhi0549/FCOS	{'maskrcnn_benchmark/structures/bounding_box.py', 'configs/retinanet/retinanet_X_101_32x8d_FPN_1x.yaml', 'maskrcnn_benchmark/utils/logger.py', 'maskrcnn_benchmark/layers/sigmoid_focal_loss.py', 'setup.py', 'maskrcnn_benchmark/data/build.py', 'maskrcnn_benchmark/modeling/rpn/utils.py', 'maskrcnn_benchmark/csrc/vision.cpp', 'maskrcnn_benchmark/modeling/rpn/retinanet/retinanet.py', 'demo/inference_single_cvimage.py', 'demo/man_dog.jpg', 'maskrcnn_benchmark/__init__.py', 'maskrcnn_benchmark/modeling/rpn/retinanet/inference.py', 'maskrcnn_benchmark/csrc/cuda/SigmoidFocalLoss_cuda.cu', 'maskrcnn_benchmark/engine/__init__.py', 'ABSTRACTIONS.md', 'maskrcnn_benchmark/modeling/rpn/inference.py', 'maskrcnn_benchmark/modeling/poolers.py', 'docker/Dockerfile', 'maskrcnn_benchmark/modeling/backbone/fpn.py', 'TROUBLESHOOTING.md', 'maskrcnn_benchmark/structures/image_list.py', 'tools/test_net.py', 'maskrcnn_benchmark/modeling/roi_heads/roi_heads.py', 'maskrcnn_benchmark/modeling/roi_heads/box_head/roi_box_predictors.py', 'maskrcnn_benchmark/utils/imports.py', 'maskrcnn_benchmark/engine/trainer.py', 'configs/retinanet/retinanet_R-50-FPN_P5_1x.yaml', 'configs/retinanet/retinanet_R-101-FPN_1x.yaml', 'maskrcnn_benchmark/csrc/SigmoidFocalLoss.h', 'tools/train_net.py', 'maskrcnn_benchmark/modeling/rpn/loss.py', 'maskrcnn_benchmark/utils/c2_model_loading.py', 'maskrcnn_benchmark/modeling/rpn/retinanet/__init__.py', 'README.md', 'maskrcnn_benchmark/utils/logging.py', 'maskrcnn_benchmark/data/datasets/evaluation/coco/coco_eval.py', 'configs/retinanet/retinanet_R-101-FPN_P5_1x.yaml', 'configs/retinanet/retinanet_R-50-FPN_1x_quick.yaml', 'maskrcnn_benchmark/csrc/cuda/vision.h', 'maskrcnn_benchmark/modeling/rpn/retinanet/loss.py', 'maskrcnn_benchmark/modeling/backbone/resnet.py', 'maskrcnn_benchmark/utils/comm.py', 'maskrcnn_benchmark/engine/inference.py', 'maskrcnn_benchmark/modeling/rpn/anchor_generator.py', '.gitignore', 'INSTALL.md', 'maskrcnn_benchmark/layers/__init__.py', 'maskrcnn_benchmark/modeling/balanced_positive_negative_sampler.py', 'maskrcnn_benchmark/modeling/backbone/backbone.py', 'maskrcnn_benchmark/config/defaults.py', 'maskrcnn_benchmark/modeling/rpn/rpn.py', 'configs/retinanet/retinanet_R-50-FPN_1x.yaml'}	{'maskrcnn_benchmark/config/paths_catalog.py', 'fcos_core/csrc/cuda/ml_nms.cu', 'maskrcnn_benchmark/structures/bounding_box.py', 'maskrcnn_benchmark/structures/segmentation_mask.py', 'fcos_core/layers/nms.py', 'demo/predictor.py', 'demo/README.md', 'maskrcnn_benchmark/data/datasets/list_dataset.py', 'fcos_core/csrc/ml_nms.h', 'maskrcnn_benchmark/structures/keypoint.py', 'maskrcnn_benchmark/modeling/roi_heads/keypoint_head/roi_keypoint_predictors.py', '.github/ISSUE_TEMPLATE/feature-request.md', 'configs/quick_schedules/e2e_faster_rcnn_R_50_FPN_quick.yaml', 'fcos_core/data/datasets/coco.py', 'configs/quick_schedules/e2e_faster_rcnn_X_101_32x8d_FPN_quick.yaml', 'fcos_core/modeling/rpn/fcos/inference.py', 'fcos_core/structures/segmentation_mask.py', 'MODEL_ZOO.md', 'configs/quick_schedules/rpn_R_50_FPN_quick.yaml', 'maskrcnn_benchmark/csrc/cuda/SigmoidFocalLoss_cuda.cu', 'configs/quick_schedules/e2e_mask_rcnn_R_50_FPN_quick.yaml', 'configs/quick_schedules/e2e_faster_rcnn_R_50_C4_quick.yaml', 'ABSTRACTIONS.md', 'docker/Dockerfile', 'fcos_core/csrc/vision.cpp', 'maskrcnn_benchmark/modeling/roi_heads/mask_head/inference.py', 'TROUBLESHOOTING.md', '.github/ISSUE_TEMPLATE/bug-report.md', 'tools/test_net.py', 'fcos_core/structures/boxlist_ops.py', 'fcos_core/csrc/cuda/vision.h', 'maskrcnn_benchmark/modeling/roi_heads/roi_heads.py', 'configs/quick_schedules/e2e_mask_rcnn_X_101_32x8d_FPN_quick.yaml', 'maskrcnn_benchmark/modeling/roi_heads/keypoint_head/keypoint_head.py', 'configs/quick_schedules/rpn_R_50_C4_quick.yaml', 'maskrcnn_benchmark/modeling/rpn/fcos/loss.py', 'maskrcnn_benchmark/data/datasets/coco.py', '.github/ISSUE_TEMPLATE/questions-help-support.md', 'maskrcnn_benchmark/data/transforms/transforms.py', 'fcos_core/layers/__init__.py', 'maskrcnn_benchmark/modeling/roi_heads/keypoint_head/roi_keypoint_feature_extractors.py', 'tools/train_net.py', 'fcos_core/data/datasets/evaluation/voc/voc_eval.py', 'README.md', 'docker/docker-jupyter/jupyter_notebook_config.py', 'maskrcnn_benchmark/data/datasets/evaluation/coco/coco_eval.py', 'maskrcnn_benchmark/modeling/matcher.py', 'maskrcnn_benchmark/modeling/roi_heads/keypoint_head/loss.py', 'maskrcnn_benchmark/modeling/backbone/resnet.py', 'maskrcnn_benchmark/engine/inference.py', 'fcos_core/data/transforms/transforms.py', 'docker/docker-jupyter/Dockerfile', 'INSTALL.md', 'configs/quick_schedules/e2e_mask_rcnn_R_50_C4_quick.yaml', 'maskrcnn_benchmark/config/defaults.py', 'maskrcnn_benchmark/modeling/roi_heads/keypoint_head/inference.py', 'maskrcnn_benchmark/layers/iou_loss.py'}	{'configs/retinanet', 'maskrcnn_benchmark/modeling/roi_heads/box_head', 'maskrcnn_benchmark/structures', 'maskrcnn_benchmark/data/datasets/evaluation/coco', 'tools', 'maskrcnn_benchmark/data', 'maskrcnn_benchmark/csrc/cuda', 'maskrcnn_benchmark/modeling/rpn/retinanet', 'maskrcnn_benchmark/engine', 'maskrcnn_benchmark/layers', 'maskrcnn_benchmark/csrc', 'maskrcnn_benchmark/modeling', 'demo', 'maskrcnn_benchmark/config', 'maskrcnn_benchmark/modeling/rpn', 'docker', 'maskrcnn_benchmark/modeling/roi_heads', 'maskrcnn_benchmark/modeling/backbone', 'maskrcnn_benchmark/utils', 'maskrcnn_benchmark'}	{'maskrcnn_benchmark/data/datasets', '.github/ISSUE_TEMPLATE', 'maskrcnn_benchmark/structures', 'maskrcnn_benchmark/data/transforms', 'maskrcnn_benchmark/data/datasets/evaluation/coco', 'maskrcnn_benchmark/modeling/rpn/fcos', 'tools', 'maskrcnn_benchmark/modeling/roi_heads/mask_head', 'fcos_core/layers', 'maskrcnn_benchmark/csrc/cuda', 'fcos_core/structures', 'maskrcnn_benchmark/engine', 'maskrcnn_benchmark/layers', 'fcos_core/data/transforms', 'maskrcnn_benchmark/modeling', 'demo', 'maskrcnn_benchmark/config', 'fcos_core/data/datasets/evaluation/voc', 'maskrcnn_benchmark/modeling/roi_heads/keypoint_head', 'fcos_core/csrc', 'docker', 'fcos_core/modeling/rpn/fcos', 'maskrcnn_benchmark/modeling/roi_heads', 'maskrcnn_benchmark/modeling/backbone', 'docker/docker-jupyter', 'configs/quick_schedules', 'fcos_core/csrc/cuda', 'fcos_core/data/datasets'}	0.5520833333333334	0.59375	0.5555555555555556	0.7777777777777778
31	ZQPei/deep_sort_pytorch	{'yolov3_deepsort.py', 'yolov3_deepsort_eval.py', 'LICENSE', 'utils/log.py', 'deep_sort/deep_sort.py', 'utils/io.py', 'utils/evaluation.py', 'requirements.txt'}	{'detector/YOLOv3/detector.py', 'webserver/__init__.py', 'deep_sort/deep_sort.py', 'detector/YOLOv3/yolo_layer.py', 'webserver/images/request.png', 'utils/evaluation.py', 'YOLOv3/detector.py', 'webserver/templates/index.html', 'detector/YOLOv3/darknet.py', 'webserver/images/Thumbs.db', 'utils/json_logger.py', 'ped_det_server.py', 'scripts/yolov3_deepsort.sh', 'deep_sort/deep/feature_extractor.py', 'webserver/rtsp_webserver.py', 'yolov3_deepsort.py', 'utils/tools.py', 'webserver/.env', 'detector/YOLOv3/region_layer.py', 'webserver/images/arc.png', 'deep_sort/deep/original_model.py', 'README.md', 'utils/asserts.py', 'webserver/readme.md', 'yolov3_deepsort_eval.py', 'deep_sort/sort/linear_assignment.py', 'webserver/server_cfg.py', 'webserver/rtsp_threaded_tracker.py', 'deep_sort/deep/train.py', 'utils/log.py', 'utils/io.py', '.gitignore', 'detector/YOLOv3/yolo_utils.py', 'webserver/config/config.py', 'output/results.txt', 'demo_yolo3_deepsort.py', 'detector/YOLOv3/cfg.py'}	{'deep_sort', 'utils'}	{'scripts', 'deep_sort/sort', 'webserver/images', 'deep_sort', 'webserver', 'utils', 'YOLOv3', 'output', 'deep_sort/deep', 'webserver/config', 'webserver/templates', 'detector/YOLOv3'}	0.20512820512820512	0.9487179487179487	0.16666666666666666	1.0