├── .gitignore ├── .nojekyll ├── .readthedocs.yml ├── .travis.yml ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── docs ├── .buildinfo ├── .nojekyll ├── _images │ └── structure.png ├── _sources │ ├── index.rst.txt │ ├── input_layer_reference.rst.txt │ ├── learning_algorithm_reference.rst.txt │ ├── modules.rst.txt │ ├── ranking_model_reference.rst.txt │ ├── ultra.input_layer.rst.txt │ ├── ultra.learning_algorithm.rst.txt │ ├── ultra.ranking_model.rst.txt │ ├── ultra.rst.txt │ └── ultra.utils.rst.txt ├── _static │ ├── basic.css │ ├── css │ │ ├── badge_only.css │ │ ├── fonts │ │ │ ├── Roboto-Slab-Bold.woff │ │ │ ├── Roboto-Slab-Bold.woff2 │ │ │ ├── Roboto-Slab-Regular.woff │ │ │ ├── Roboto-Slab-Regular.woff2 │ │ │ ├── fontawesome-webfont.eot │ │ │ ├── fontawesome-webfont.svg │ │ │ ├── fontawesome-webfont.ttf │ │ │ ├── fontawesome-webfont.woff │ │ │ ├── fontawesome-webfont.woff2 │ │ │ ├── lato-bold-italic.woff │ │ │ ├── lato-bold-italic.woff2 │ │ │ ├── lato-bold.woff │ │ │ ├── lato-bold.woff2 │ │ │ ├── lato-normal-italic.woff │ │ │ ├── lato-normal-italic.woff2 │ │ │ ├── lato-normal.woff │ │ │ └── lato-normal.woff2 │ │ └── theme.css │ ├── doctools.js │ ├── documentation_options.js │ ├── file.png │ ├── fonts │ │ ├── Inconsolata-Bold.ttf │ │ ├── Inconsolata-Regular.ttf │ │ ├── Inconsolata.ttf │ │ ├── Lato-Bold.ttf │ │ ├── Lato-Regular.ttf │ │ ├── Lato │ │ │ ├── lato-bold.eot │ │ │ ├── lato-bold.ttf │ │ │ ├── lato-bold.woff │ │ │ ├── lato-bold.woff2 │ │ │ ├── lato-bolditalic.eot │ │ │ ├── lato-bolditalic.ttf │ │ │ ├── lato-bolditalic.woff │ │ │ ├── lato-bolditalic.woff2 │ │ │ ├── lato-italic.eot │ │ │ ├── lato-italic.ttf │ │ │ ├── lato-italic.woff │ │ │ ├── lato-italic.woff2 │ │ │ ├── lato-regular.eot │ │ │ ├── lato-regular.ttf │ │ │ ├── lato-regular.woff │ │ │ └── lato-regular.woff2 │ │ ├── RobotoSlab-Bold.ttf │ │ ├── RobotoSlab-Regular.ttf │ │ ├── RobotoSlab │ │ │ ├── roboto-slab-v7-bold.eot │ │ │ ├── roboto-slab-v7-bold.ttf │ │ │ ├── roboto-slab-v7-bold.woff │ │ │ ├── roboto-slab-v7-bold.woff2 │ │ │ ├── roboto-slab-v7-regular.eot │ │ │ ├── roboto-slab-v7-regular.ttf │ │ │ ├── roboto-slab-v7-regular.woff │ │ │ └── roboto-slab-v7-regular.woff2 │ │ ├── fontawesome-webfont.eot │ │ ├── fontawesome-webfont.svg │ │ ├── fontawesome-webfont.ttf │ │ ├── fontawesome-webfont.woff │ │ └── fontawesome-webfont.woff2 │ ├── jquery-3.5.1.js │ ├── jquery.js │ ├── js │ │ ├── modernizr.min.js │ │ └── theme.js │ ├── language_data.js │ ├── minus.png │ ├── plus.png │ ├── pygments.css │ ├── searchtools.js │ ├── underscore-1.12.0.js │ └── underscore.js ├── genindex.html ├── index.html ├── input_layer_reference.html ├── learning_algorithm_reference.html ├── logo.png ├── modules.html ├── objects.inv ├── py-modindex.html ├── ranking_model_reference.html ├── search.html ├── searchindex.js ├── ultra.html ├── ultra.input_layer.html ├── ultra.learning_algorithm.html ├── ultra.ranking_model.html └── ultra.utils.html ├── docsource ├── DOCCHECK.md ├── Makefile ├── Readme.md ├── _build │ ├── doctrees │ │ ├── environment.pickle │ │ ├── index.doctree │ │ ├── input_layer_reference.doctree │ │ ├── learning_algorithm_reference.doctree │ │ ├── modules.doctree │ │ ├── ranking_model_reference.doctree │ │ ├── ultra.doctree │ │ ├── ultra.input_layer.doctree │ │ ├── ultra.learning_algorithm.doctree │ │ ├── ultra.ranking_model.doctree │ │ └── ultra.utils.doctree │ └── html │ │ ├── .buildinfo │ │ ├── _images │ │ └── structure.png │ │ ├── _sources │ │ ├── index.rst.txt │ │ ├── input_layer_reference.rst.txt │ │ ├── learning_algorithm_reference.rst.txt │ │ ├── modules.rst.txt │ │ ├── ranking_model_reference.rst.txt │ │ ├── ultra.input_layer.rst.txt │ │ ├── ultra.learning_algorithm.rst.txt │ │ ├── ultra.ranking_model.rst.txt │ │ ├── ultra.rst.txt │ │ └── ultra.utils.rst.txt │ │ ├── _static │ │ ├── basic.css │ │ ├── css │ │ │ ├── badge_only.css │ │ │ ├── fonts │ │ │ │ ├── Roboto-Slab-Bold.woff │ │ │ │ ├── Roboto-Slab-Bold.woff2 │ │ │ │ ├── Roboto-Slab-Regular.woff │ │ │ │ ├── Roboto-Slab-Regular.woff2 │ │ │ │ ├── fontawesome-webfont.eot │ │ │ │ ├── fontawesome-webfont.svg │ │ │ │ ├── fontawesome-webfont.ttf │ │ │ │ ├── fontawesome-webfont.woff │ │ │ │ ├── fontawesome-webfont.woff2 │ │ │ │ ├── lato-bold-italic.woff │ │ │ │ ├── lato-bold-italic.woff2 │ │ │ │ ├── lato-bold.woff │ │ │ │ ├── lato-bold.woff2 │ │ │ │ ├── lato-normal-italic.woff │ │ │ │ ├── lato-normal-italic.woff2 │ │ │ │ ├── lato-normal.woff │ │ │ │ └── lato-normal.woff2 │ │ │ └── theme.css │ │ ├── doctools.js │ │ ├── documentation_options.js │ │ ├── file.png │ │ ├── fonts │ │ │ ├── Inconsolata-Bold.ttf │ │ │ ├── Inconsolata-Regular.ttf │ │ │ ├── Inconsolata.ttf │ │ │ ├── Lato-Bold.ttf │ │ │ ├── Lato-Regular.ttf │ │ │ ├── Lato │ │ │ │ ├── lato-bold.eot │ │ │ │ ├── lato-bold.ttf │ │ │ │ ├── lato-bold.woff │ │ │ │ ├── lato-bold.woff2 │ │ │ │ ├── lato-bolditalic.eot │ │ │ │ ├── lato-bolditalic.ttf │ │ │ │ ├── lato-bolditalic.woff │ │ │ │ ├── lato-bolditalic.woff2 │ │ │ │ ├── lato-italic.eot │ │ │ │ ├── lato-italic.ttf │ │ │ │ ├── lato-italic.woff │ │ │ │ ├── lato-italic.woff2 │ │ │ │ ├── lato-regular.eot │ │ │ │ ├── lato-regular.ttf │ │ │ │ ├── lato-regular.woff │ │ │ │ └── lato-regular.woff2 │ │ │ ├── RobotoSlab-Bold.ttf │ │ │ ├── RobotoSlab-Regular.ttf │ │ │ ├── RobotoSlab │ │ │ │ ├── roboto-slab-v7-bold.eot │ │ │ │ ├── roboto-slab-v7-bold.ttf │ │ │ │ ├── roboto-slab-v7-bold.woff │ │ │ │ ├── roboto-slab-v7-bold.woff2 │ │ │ │ ├── roboto-slab-v7-regular.eot │ │ │ │ ├── roboto-slab-v7-regular.ttf │ │ │ │ ├── roboto-slab-v7-regular.woff │ │ │ │ └── roboto-slab-v7-regular.woff2 │ │ │ ├── fontawesome-webfont.eot │ │ │ ├── fontawesome-webfont.svg │ │ │ ├── fontawesome-webfont.ttf │ │ │ ├── fontawesome-webfont.woff │ │ │ └── fontawesome-webfont.woff2 │ │ ├── jquery-3.5.1.js │ │ ├── jquery.js │ │ ├── js │ │ │ ├── badge_only.js │ │ │ ├── html5shiv-printshiv.min.js │ │ │ ├── html5shiv.min.js │ │ │ ├── modernizr.min.js │ │ │ └── theme.js │ │ ├── language_data.js │ │ ├── minus.png │ │ ├── plus.png │ │ ├── pygments.css │ │ ├── searchtools.js │ │ ├── underscore-1.12.0.js │ │ └── underscore.js │ │ ├── genindex.html │ │ ├── index.html │ │ ├── input_layer_reference.html │ │ ├── learning_algorithm_reference.html │ │ ├── modules.html │ │ ├── objects.inv │ │ ├── py-modindex.html │ │ ├── ranking_model_reference.html │ │ ├── search.html │ │ ├── searchindex.js │ │ ├── ultra.html │ │ ├── ultra.input_layer.html │ │ ├── ultra.learning_algorithm.html │ │ ├── ultra.ranking_model.html │ │ └── ultra.utils.html ├── add_twitter_card.py ├── create_documentation.sh ├── input_layer_reference.rst ├── learning_algorithm_reference.rst ├── make.bat ├── ranking_model_reference.rst ├── requirements.txt ├── source │ ├── conf.py │ ├── index.rst │ ├── input_layer_reference.rst │ ├── learning_algorithm_reference.rst │ ├── modules.rst │ ├── ranking_model_reference.rst │ ├── ultra.input_layer.rst │ ├── ultra.learning_algorithm.rst │ ├── ultra.ranking_model.rst │ ├── ultra.rst │ └── ultra.utils.rst └── twitter_card.json ├── example ├── ClickModel │ ├── cascade_0.1_1.0_4_1.0.json │ ├── pbm_0.1_1.0_4_1.0.json │ └── ubm_0.1_1_4_1.0.json ├── Istella-S │ └── offline_exp_pipeline.sh ├── Istella │ └── offline_exp_pipeline.sh ├── MSLR_WEB10k │ └── offline_exp_pipeline.sh ├── MSLR_WEB30k │ └── offline_exp_pipeline.sh ├── PropensityEstimator │ ├── randomized_pbm_0.1_1.0_4_1.0.json │ └── randomized_ubm_0.1_1_4_1.0.json ├── Yahoo │ └── offline_exp_pipeline.sh ├── offline_setting │ ├── dbgd_exp_settings.json │ ├── dla_DLCM_exp_settings.json │ ├── dla_SetRank_exp_settings.json │ ├── dla_exp_settings.json │ ├── ipw_rank_exp_settings.json │ ├── naive_algorithm_exp_settings.json │ ├── pairwise_debias_exp_settings.json │ ├── pdgd_exp_settings.json │ └── regression_EM_exp_settings.json ├── online_setting │ ├── dbgd_exp_settings.json │ ├── dbgd_interleave_exp_settings.json │ ├── dla_exp_settings.json │ ├── ipw_rank_exp_settings.json │ ├── naive_algorithm_exp_settings.json │ ├── pairwise_debias_exp_settings.json │ ├── pdgd_exp_settings.json │ └── regression_EM_exp_settings.json └── toy │ ├── data │ ├── settings.json │ ├── test │ │ └── test.txt │ ├── train │ │ └── train.txt │ └── valid │ │ └── valid.txt │ └── offline_exp_pipeline.sh ├── libsvm_tools ├── clean_libsvm_file.py ├── extrac_feature_statistics.py ├── initial_ranking_with_svm_rank.py ├── normalize_feature.py ├── prepare_exp_data_with_svmrank.py ├── sample_libsvm_data.py └── split_libsvm_data.py ├── main.py ├── requirements.txt ├── setup-gpu.py ├── setup.py ├── tests ├── data │ ├── settings.json │ ├── svmrank_results │ │ ├── model.dat │ │ ├── test.predict │ │ ├── train.predict │ │ └── valid.predict │ ├── test │ │ ├── test.feature │ │ ├── test.init_list │ │ ├── test.initial_scores │ │ ├── test.labels │ │ ├── test.qrels │ │ └── test.trec.init_list │ ├── train │ │ ├── train.feature │ │ ├── train.init_list │ │ ├── train.initial_scores │ │ ├── train.labels │ │ ├── train.qrels │ │ └── train.trec.init_list │ └── valid │ │ ├── valid.feature │ │ ├── valid.init_list │ │ ├── valid.initial_scores │ │ ├── valid.labels │ │ ├── valid.qrels │ │ └── valid.trec.init_list ├── inte_test │ └── __init__.py ├── pipeline_test │ ├── __init__.py │ └── test_pipeline.py └── test_settings │ ├── DLCM.json │ ├── DeterministicOnlineSimulationFeed.json │ ├── Interleave_DeterministicOnlineSimulationFeed.json │ ├── Interleave_StochasticOnlineSimulationFeed.json │ ├── SetRank.json │ ├── StochasticOnlineSimulationFeed.json │ ├── dbgd.json │ ├── dla.json │ ├── dnn.json │ ├── ipw_rank.json │ ├── lambda_rank.json │ ├── linear.json │ ├── mgd.json │ ├── mgd_interleave.json │ ├── naive_algorithm.json │ ├── nsgd.json │ ├── nsgd_interleave.json │ ├── pairwise_debias.json │ ├── pdgd.json │ ├── prs_rank.json │ └── regression_EM.json └── ultra ├── .gitignore ├── __init__.py ├── input_layer ├── README.rst ├── __init__.py ├── base_input_feed.py ├── click_simulation_feed.py ├── deterministic_online_simulation_feed.py ├── direct_label_feed.py ├── parameter_readme_generator.py └── stochastic_online_simulation_feed.py ├── learning_algorithm ├── README.rst ├── __init__.py ├── base_algorithm.py ├── dbgd.py ├── dla.py ├── ipw_rank.py ├── lambda_rank.py ├── mgd.py ├── navie_algorithm.py ├── nsgd.py ├── pairwise_debias.py ├── parameter_readme_generator.py ├── pdgd.py ├── prs_rank.py └── regression_EM.py ├── ranking_model ├── DNN.py ├── Linear.py ├── README.rst ├── SetRank.py ├── __init__.py ├── base_ranking_model.py └── parameter_readme_generator.py └── utils ├── __init__.py ├── click_models.py ├── data_utils.py ├── hparams.py ├── metric_utils.py ├── metrics.py ├── propensity_estimator.py ├── sys_tools.py └── team_draft_interleave.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ULTR-Community/ULTRA_pytorch/HEAD/.gitignore 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