├── .github └── workflows │ ├── main-datascope-experiments.yml │ ├── main-datascope.yml │ └── reusable-publish.yml ├── .gitignore ├── LICENSE ├── MANIFEST.in ├── Makefile ├── Pipfile ├── Pipfile.lock ├── README.md ├── datascope.yml ├── datascope ├── __init__.py ├── debugger │ ├── __init__.py │ └── debugger.py ├── importance │ ├── __init__.py │ ├── common.py │ ├── importance.py │ ├── oracle.py │ ├── shapley.py │ ├── shapley_cy.c │ ├── shapley_cy.pyx │ └── utility.py ├── utility │ ├── __init__.py │ ├── add.py │ └── provenance.py └── version.py ├── demo.py ├── dev ├── assets │ └── uci-stdscaler-pipeline-experiment.png ├── makefiles │ └── show-help.mk └── scripts │ └── update-version.py ├── docs ├── datascope.html ├── datascope │ ├── algorithms.html │ ├── algorithms │ │ ├── KNN_Shapley.html │ │ ├── Measure.html │ │ └── TMC_Shapley.html │ ├── debugger.html │ ├── debugger │ │ └── debugger.html │ ├── importance.html │ ├── importance │ │ ├── add.html │ │ ├── common.html │ │ ├── importance.html │ │ ├── shapley.html │ │ └── shapley_cy.html │ ├── inspection.html │ ├── inspection │ │ └── utils.html │ ├── utils.html │ ├── utils │ │ └── DShap.html │ └── version.html ├── index.html └── search.js ├── experiments ├── MANIFEST.in ├── Makefile ├── README.md ├── datascope │ ├── __init__.py │ └── experiments │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── baselines │ │ ├── __init__.py │ │ ├── influence │ │ │ ├── __init__.py │ │ │ ├── dataset.py │ │ │ ├── genericNeuralNet.py │ │ │ ├── hessians.py │ │ │ ├── importance.py │ │ │ └── logisticRegressionWithLBFGS.py │ │ └── matchingnet │ │ │ ├── __init__.py │ │ │ ├── default_configs.py │ │ │ ├── few_shot_classifier.py │ │ │ ├── matchingnet_networks.py │ │ │ ├── predesigned_modules.py │ │ │ ├── resnet.py │ │ │ └── utils.py │ │ ├── bench │ │ ├── __init__.py │ │ ├── base.py │ │ ├── commands.py │ │ ├── generator.py │ │ └── main.py │ │ ├── datasets │ │ ├── __init__.py │ │ ├── base.py │ │ └── cache.py │ │ ├── pipelines │ │ ├── __init__.py │ │ ├── models.py │ │ ├── pipelines.py │ │ ├── postprocessors.py │ │ └── utility.py │ │ ├── reports │ │ ├── __init__.py │ │ └── aggregate_plot.py │ │ ├── scenarios │ │ ├── __init__.py │ │ ├── compute_time.py │ │ ├── data_discard.py │ │ ├── data_repair_scenario.py │ │ ├── label_repair.py │ │ └── marginal_contribution.py │ │ ├── utility │ │ ├── __init__.py │ │ └── files.py │ │ └── version.py ├── requirements-dev.txt ├── requirements.txt └── setup.py ├── notebooks └── DataScope-Demo-1.ipynb ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── scripts ├── download-datasets.py ├── generate-report-accuracy-2.sh ├── generate-report-accuracy.sh ├── generate-report-cputime.sh ├── generate-report-fairness-2.sh ├── generate-report-fairness.sh ├── generate-report-summarization.sh ├── generate-report-tradeoff.sh ├── generate-report.sh ├── run-compute-time-random.sh ├── run-data-discard-large-balancedval.sh ├── run-data-discard-large-biasedval.sh ├── run-data-discard-small-balancedval.sh ├── run-data-discard-small-biasedval.sh ├── run-data-discard-summarize-large.sh ├── run-data-discard-summarize-small.sh ├── run-fair-label-repair-small-augment.sh ├── run-fair-label-repair-small-map.sh ├── run-label-repair-large-fork.sh ├── run-label-repair-large-map.sh ├── run-label-repair-small-augment.sh ├── run-label-repair-small-fork.sh ├── run-label-repair-small-map.sh ├── run-marginal-contribution.sh ├── run-slurm-test.sh └── upgrade-results.py ├── setup.cfg ├── setup.py └── tests ├── __init__.py ├── algorithms └── tests.py ├── importance ├── __init__.py ├── test_add.py ├── test_common.py ├── test_oracle.py ├── test_provenance.py └── test_shapley.py └── inspection └── tests.py /.github/workflows/main-datascope-experiments.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/.github/workflows/main-datascope-experiments.yml -------------------------------------------------------------------------------- /.github/workflows/main-datascope.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/.github/workflows/main-datascope.yml -------------------------------------------------------------------------------- /.github/workflows/reusable-publish.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/.github/workflows/reusable-publish.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/LICENSE -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/MANIFEST.in -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/Makefile -------------------------------------------------------------------------------- /Pipfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/Pipfile -------------------------------------------------------------------------------- /Pipfile.lock: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/Pipfile.lock -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/README.md -------------------------------------------------------------------------------- /datascope.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope.yml -------------------------------------------------------------------------------- /datascope/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/__init__.py -------------------------------------------------------------------------------- /datascope/debugger/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /datascope/debugger/debugger.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/debugger/debugger.py -------------------------------------------------------------------------------- /datascope/importance/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/__init__.py -------------------------------------------------------------------------------- /datascope/importance/common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/common.py -------------------------------------------------------------------------------- /datascope/importance/importance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/importance.py -------------------------------------------------------------------------------- /datascope/importance/oracle.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/oracle.py -------------------------------------------------------------------------------- /datascope/importance/shapley.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/shapley.py -------------------------------------------------------------------------------- /datascope/importance/shapley_cy.c: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/shapley_cy.c -------------------------------------------------------------------------------- /datascope/importance/shapley_cy.pyx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/shapley_cy.pyx -------------------------------------------------------------------------------- /datascope/importance/utility.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/importance/utility.py -------------------------------------------------------------------------------- /datascope/utility/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/utility/__init__.py -------------------------------------------------------------------------------- /datascope/utility/add.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/utility/add.py -------------------------------------------------------------------------------- /datascope/utility/provenance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/datascope/utility/provenance.py -------------------------------------------------------------------------------- /datascope/version.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.0.32" 2 | -------------------------------------------------------------------------------- /demo.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/demo.py -------------------------------------------------------------------------------- /dev/assets/uci-stdscaler-pipeline-experiment.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/dev/assets/uci-stdscaler-pipeline-experiment.png -------------------------------------------------------------------------------- /dev/makefiles/show-help.mk: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/dev/makefiles/show-help.mk -------------------------------------------------------------------------------- /dev/scripts/update-version.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/dev/scripts/update-version.py -------------------------------------------------------------------------------- /docs/datascope.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope.html -------------------------------------------------------------------------------- /docs/datascope/algorithms.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/algorithms.html -------------------------------------------------------------------------------- /docs/datascope/algorithms/KNN_Shapley.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/algorithms/KNN_Shapley.html -------------------------------------------------------------------------------- /docs/datascope/algorithms/Measure.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/algorithms/Measure.html -------------------------------------------------------------------------------- /docs/datascope/algorithms/TMC_Shapley.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/algorithms/TMC_Shapley.html -------------------------------------------------------------------------------- /docs/datascope/debugger.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/debugger.html -------------------------------------------------------------------------------- /docs/datascope/debugger/debugger.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/debugger/debugger.html -------------------------------------------------------------------------------- /docs/datascope/importance.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/importance.html -------------------------------------------------------------------------------- /docs/datascope/importance/add.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/importance/add.html -------------------------------------------------------------------------------- /docs/datascope/importance/common.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/importance/common.html -------------------------------------------------------------------------------- /docs/datascope/importance/importance.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/importance/importance.html -------------------------------------------------------------------------------- /docs/datascope/importance/shapley.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/importance/shapley.html -------------------------------------------------------------------------------- /docs/datascope/importance/shapley_cy.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/importance/shapley_cy.html -------------------------------------------------------------------------------- /docs/datascope/inspection.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/inspection.html -------------------------------------------------------------------------------- /docs/datascope/inspection/utils.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/inspection/utils.html -------------------------------------------------------------------------------- /docs/datascope/utils.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/utils.html -------------------------------------------------------------------------------- /docs/datascope/utils/DShap.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/utils/DShap.html -------------------------------------------------------------------------------- /docs/datascope/version.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/datascope/version.html -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/index.html -------------------------------------------------------------------------------- /docs/search.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/docs/search.js -------------------------------------------------------------------------------- /experiments/MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/MANIFEST.in -------------------------------------------------------------------------------- /experiments/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/Makefile -------------------------------------------------------------------------------- /experiments/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/README.md -------------------------------------------------------------------------------- /experiments/datascope/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/__main__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/__main__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/influence/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/influence/dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/influence/dataset.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/influence/genericNeuralNet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/influence/genericNeuralNet.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/influence/hessians.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/influence/hessians.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/influence/importance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/influence/importance.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/influence/logisticRegressionWithLBFGS.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/influence/logisticRegressionWithLBFGS.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/default_configs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/default_configs.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/few_shot_classifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/few_shot_classifier.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/matchingnet_networks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/matchingnet_networks.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/predesigned_modules.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/predesigned_modules.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/resnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/resnet.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/baselines/matchingnet/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/baselines/matchingnet/utils.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/bench/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/bench/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/bench/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/bench/base.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/bench/commands.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/bench/commands.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/bench/generator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/bench/generator.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/bench/main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/bench/main.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/datasets/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/datasets/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/datasets/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/datasets/base.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/datasets/cache.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/datasets/cache.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/pipelines/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/pipelines/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/pipelines/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/pipelines/models.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/pipelines/pipelines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/pipelines/pipelines.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/pipelines/postprocessors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/pipelines/postprocessors.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/pipelines/utility.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/pipelines/utility.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/reports/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/reports/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/reports/aggregate_plot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/reports/aggregate_plot.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/scenarios/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/scenarios/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/scenarios/compute_time.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/scenarios/compute_time.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/scenarios/data_discard.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/scenarios/data_discard.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/scenarios/data_repair_scenario.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/scenarios/data_repair_scenario.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/scenarios/label_repair.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/scenarios/label_repair.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/scenarios/marginal_contribution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/scenarios/marginal_contribution.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/utility/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/utility/__init__.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/utility/files.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/datascope/experiments/utility/files.py -------------------------------------------------------------------------------- /experiments/datascope/experiments/version.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.0.104" 2 | -------------------------------------------------------------------------------- /experiments/requirements-dev.txt: -------------------------------------------------------------------------------- 1 | setuptools 2 | build >= 0.9 3 | wheel -------------------------------------------------------------------------------- /experiments/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/requirements.txt -------------------------------------------------------------------------------- /experiments/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/experiments/setup.py -------------------------------------------------------------------------------- /notebooks/DataScope-Demo-1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/notebooks/DataScope-Demo-1.ipynb -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/pyproject.toml -------------------------------------------------------------------------------- /requirements-dev.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/requirements-dev.txt -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/requirements.txt -------------------------------------------------------------------------------- /scripts/download-datasets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/download-datasets.py -------------------------------------------------------------------------------- /scripts/generate-report-accuracy-2.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-accuracy-2.sh -------------------------------------------------------------------------------- /scripts/generate-report-accuracy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-accuracy.sh -------------------------------------------------------------------------------- /scripts/generate-report-cputime.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-cputime.sh -------------------------------------------------------------------------------- /scripts/generate-report-fairness-2.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-fairness-2.sh -------------------------------------------------------------------------------- /scripts/generate-report-fairness.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-fairness.sh -------------------------------------------------------------------------------- /scripts/generate-report-summarization.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-summarization.sh -------------------------------------------------------------------------------- /scripts/generate-report-tradeoff.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report-tradeoff.sh -------------------------------------------------------------------------------- /scripts/generate-report.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/generate-report.sh -------------------------------------------------------------------------------- /scripts/run-compute-time-random.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-compute-time-random.sh -------------------------------------------------------------------------------- /scripts/run-data-discard-large-balancedval.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-data-discard-large-balancedval.sh -------------------------------------------------------------------------------- /scripts/run-data-discard-large-biasedval.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-data-discard-large-biasedval.sh -------------------------------------------------------------------------------- /scripts/run-data-discard-small-balancedval.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-data-discard-small-balancedval.sh -------------------------------------------------------------------------------- /scripts/run-data-discard-small-biasedval.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-data-discard-small-biasedval.sh -------------------------------------------------------------------------------- /scripts/run-data-discard-summarize-large.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-data-discard-summarize-large.sh -------------------------------------------------------------------------------- /scripts/run-data-discard-summarize-small.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-data-discard-summarize-small.sh -------------------------------------------------------------------------------- /scripts/run-fair-label-repair-small-augment.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-fair-label-repair-small-augment.sh -------------------------------------------------------------------------------- /scripts/run-fair-label-repair-small-map.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-fair-label-repair-small-map.sh -------------------------------------------------------------------------------- /scripts/run-label-repair-large-fork.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-label-repair-large-fork.sh -------------------------------------------------------------------------------- /scripts/run-label-repair-large-map.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-label-repair-large-map.sh -------------------------------------------------------------------------------- /scripts/run-label-repair-small-augment.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-label-repair-small-augment.sh -------------------------------------------------------------------------------- /scripts/run-label-repair-small-fork.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-label-repair-small-fork.sh -------------------------------------------------------------------------------- /scripts/run-label-repair-small-map.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-label-repair-small-map.sh -------------------------------------------------------------------------------- /scripts/run-marginal-contribution.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-marginal-contribution.sh -------------------------------------------------------------------------------- /scripts/run-slurm-test.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/run-slurm-test.sh -------------------------------------------------------------------------------- /scripts/upgrade-results.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/scripts/upgrade-results.py -------------------------------------------------------------------------------- /setup.cfg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/setup.cfg -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/setup.py -------------------------------------------------------------------------------- /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/algorithms/tests.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/importance/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/importance/test_add.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/tests/importance/test_add.py -------------------------------------------------------------------------------- /tests/importance/test_common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/tests/importance/test_common.py -------------------------------------------------------------------------------- /tests/importance/test_oracle.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/tests/importance/test_oracle.py -------------------------------------------------------------------------------- /tests/importance/test_provenance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/tests/importance/test_provenance.py -------------------------------------------------------------------------------- /tests/importance/test_shapley.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/easeml/datascope/HEAD/tests/importance/test_shapley.py -------------------------------------------------------------------------------- /tests/inspection/tests.py: -------------------------------------------------------------------------------- 1 | --------------------------------------------------------------------------------