├── .editorconfig ├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── Unbias_LightGBM ├── .appveyor.yml ├── .github │ └── ISSUE_TEMPLATE.md ├── .gitignore ├── .gitmodules ├── .nuget │ └── create_nuget.py ├── .tags ├── .tags_sorted_by_file ├── .travis.yml ├── .travis │ ├── amd_sdk.sh │ ├── setup.sh │ └── test.sh ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── LICENSE ├── R-package │ ├── .Rbuildignore │ ├── DESCRIPTION │ ├── LICENSE │ ├── NAMESPACE │ ├── R │ │ ├── callback.R │ │ ├── lgb.Booster.R │ │ ├── lgb.Dataset.R │ │ ├── lgb.Predictor.R │ │ ├── lgb.cv.R │ │ ├── lgb.importance.R │ │ ├── lgb.interprete.R │ │ ├── lgb.model.dt.tree.R │ │ ├── lgb.plot.importance.R │ │ ├── lgb.plot.interpretation.R │ │ ├── lgb.prepare.R │ │ ├── lgb.prepare2.R │ │ ├── lgb.prepare_rules.R │ │ ├── lgb.prepare_rules2.R │ │ ├── lgb.train.R │ │ ├── lgb.unloader.R │ │ ├── lightgbm.R │ │ ├── readRDS.lgb.Booster.R │ │ ├── saveRDS.lgb.Booster.R │ │ └── utils.R │ ├── README.md │ ├── build_package.R │ ├── data │ │ ├── agaricus.test.rda │ │ ├── agaricus.train.rda │ │ └── bank.rda │ ├── demo │ │ ├── 00Index │ │ ├── basic_walkthrough.R │ │ ├── boost_from_prediction.R │ │ ├── categorical_features_prepare.R │ │ ├── categorical_features_rules.R │ │ ├── cross_validation.R │ │ ├── early_stopping.R │ │ ├── efficient_many_training.R │ │ ├── leaf_stability.R │ │ ├── multiclass.R │ │ ├── multiclass_custom_objective.R │ │ └── weight_param.R │ ├── man │ │ ├── agaricus.test.Rd │ │ ├── agaricus.train.Rd │ │ ├── bank.Rd │ │ ├── dim.Rd │ │ ├── dimnames.lgb.Dataset.Rd │ │ ├── getinfo.Rd │ │ ├── lgb.Dataset.Rd │ │ ├── lgb.Dataset.construct.Rd │ │ ├── lgb.Dataset.create.valid.Rd │ │ ├── lgb.Dataset.save.Rd │ │ ├── lgb.Dataset.set.categorical.Rd │ │ ├── lgb.Dataset.set.reference.Rd │ │ ├── lgb.dump.Rd │ │ ├── lgb.get.eval.result.Rd │ │ ├── lgb.importance.Rd │ │ ├── lgb.interprete.Rd │ │ ├── lgb.load.Rd │ │ ├── lgb.model.dt.tree.Rd │ │ ├── lgb.plot.importance.Rd │ │ ├── lgb.plot.interpretation.Rd │ │ ├── lgb.prepare.Rd │ │ ├── lgb.prepare2.Rd │ │ ├── lgb.prepare_rules.Rd │ │ ├── lgb.prepare_rules2.Rd │ │ ├── lgb.save.Rd │ │ ├── lgb.train.Rd │ │ ├── lgb.unloader.Rd │ │ ├── predict.lgb.Booster.Rd │ │ ├── readRDS.lgb.Booster.Rd │ │ ├── saveRDS.lgb.Booster.Rd │ │ ├── setinfo.Rd │ │ └── slice.Rd │ ├── src │ │ ├── Makevars │ │ ├── Makevars.win │ │ └── install.libs.R │ └── tests │ │ ├── testthat.R │ │ └── testthat │ │ ├── test_basic.R │ │ ├── test_custom_objective.R │ │ └── test_dataset.R ├── README.md ├── VERSION.txt ├── docker │ ├── README.md │ ├── dockerfile-cli │ ├── dockerfile-python │ └── gpu │ │ ├── README.md │ │ └── dockerfile.gpu ├── docs │ ├── .linkcheckerrc │ ├── Advanced-Topics.rst │ ├── Development-Guide.rst │ ├── Experiments.rst │ ├── FAQ.rst │ ├── Features.rst │ ├── GPU-Performance.rst │ ├── GPU-Targets.rst │ ├── GPU-Tutorial.rst │ ├── GPU-Windows.rst │ ├── Installation-Guide.rst │ ├── Key-Events.md │ ├── Makefile │ ├── Parallel-Learning-Guide.rst │ ├── Parameters-Tuning.rst │ ├── Parameters.rst │ ├── Python-API.rst │ ├── Python-Intro.rst │ ├── Quick-Start.rst │ ├── README.rst │ ├── _static │ │ ├── images │ │ │ ├── gcc-bars.png │ │ │ ├── gcc-chart.png │ │ │ ├── gcc-comparison-1.png │ │ │ ├── gcc-comparison-2.png │ │ │ ├── gcc-meetup-1.png │ │ │ ├── gcc-meetup-2.png │ │ │ ├── gcc-table.png │ │ │ ├── gpu-performance-comparison.png │ │ │ ├── leaf-wise.png │ │ │ ├── level-wise.png │ │ │ ├── screenshot-added-manual-entry-in-cmake.png │ │ │ ├── screenshot-advanced-system-settings.png │ │ │ ├── screenshot-boost-compiled.png │ │ │ ├── screenshot-configured-and-generated-cmake.png │ │ │ ├── screenshot-configured-lightgbm.png │ │ │ ├── screenshot-create-directory.png │ │ │ ├── screenshot-debug-run.png │ │ │ ├── screenshot-downloading-cmake.png │ │ │ ├── screenshot-environment-variables.png │ │ │ ├── screenshot-files-to-remove.png │ │ │ ├── screenshot-git-for-windows.png │ │ │ ├── screenshot-lightgbm-in-cli-with-gpu.png │ │ │ ├── screenshot-lightgbm-with-gpu-support-compiled.png │ │ │ ├── screenshot-mingw-installation.png │ │ │ ├── screenshot-mingw-makefiles-to-use.png │ │ │ ├── screenshot-r-mingw-used.png │ │ │ ├── screenshot-segmentation-fault.png │ │ │ ├── screenshot-system.png │ │ │ └── screenshot-use-gpu.png │ │ └── js │ │ │ └── rst_links_fix.js │ ├── conf.py │ ├── gcc-Tips.rst │ ├── index.rst │ └── make.bat ├── examples │ ├── .gitignore │ ├── README.md │ ├── binary_classification │ │ ├── README.md │ │ ├── binary.test │ │ ├── binary.test.weight │ │ ├── binary.train │ │ ├── binary.train.weight │ │ ├── forced_splits.json │ │ ├── predict.conf │ │ └── train.conf │ ├── lambdarank │ │ ├── README.md │ │ ├── Untitled.ipynb │ │ ├── predict.conf │ │ ├── rank.test │ │ ├── rank.test.query │ │ ├── rank.train │ │ ├── rank.train.query │ │ ├── rank.train.rank │ │ └── train.conf │ ├── multiclass_classification │ │ ├── README.md │ │ ├── multiclass.test │ │ ├── multiclass.train │ │ ├── predict.conf │ │ └── train.conf │ ├── parallel_learning │ │ ├── README.md │ │ ├── binary.test │ │ ├── binary.train │ │ ├── predict.conf │ │ └── train.conf │ ├── python-guide │ │ ├── README.md │ │ ├── advanced_example.py │ │ ├── plot_example.py │ │ ├── simple_example.py │ │ └── sklearn_example.py │ └── regression │ │ ├── README.md │ │ ├── predict.conf │ │ ├── regression.test │ │ ├── regression.test.init │ │ ├── regression.train │ │ ├── regression.train.init │ │ └── train.conf ├── include │ └── LightGBM │ │ ├── R_object_helper.h │ │ ├── application.h │ │ ├── bin.h │ │ ├── boosting.h │ │ ├── c_api.h │ │ ├── config.h │ │ ├── dataset.h │ │ ├── dataset_loader.h │ │ ├── export.h │ │ ├── feature_group.h │ │ ├── json11.hpp │ │ ├── lightgbm_R.h │ │ ├── meta.h │ │ ├── metric.h │ │ ├── network.h │ │ ├── objective_function.h │ │ ├── prediction_early_stop.h │ │ ├── tree.h │ │ ├── tree_learner.h │ │ └── utils │ │ ├── array_args.h │ │ ├── common.h │ │ ├── file_io.h │ │ ├── log.h │ │ ├── openmp_wrapper.h │ │ ├── pipeline_reader.h │ │ ├── random.h │ │ ├── text_reader.h │ │ └── threading.h ├── pmml │ └── README.md ├── python-package │ ├── MANIFEST.in │ ├── README.rst │ ├── lightgbm │ │ ├── __init__.py │ │ ├── basic.py │ │ ├── callback.py │ │ ├── compat.py │ │ ├── engine.py │ │ ├── libpath.py │ │ ├── plotting.py │ │ └── sklearn.py │ └── setup.py ├── simple-examples.tgz ├── src │ ├── application │ │ ├── application.cpp │ │ └── predictor.hpp │ ├── boosting │ │ ├── boosting.cpp │ │ ├── dart.hpp │ │ ├── gbdt.cpp │ │ ├── gbdt.h │ │ ├── gbdt_model_text.cpp │ │ ├── gbdt_prediction.cpp │ │ ├── goss.hpp │ │ ├── prediction_early_stop.cpp │ │ ├── rf.hpp │ │ └── score_updater.hpp │ ├── c_api.cpp │ ├── io │ │ ├── bin.cpp │ │ ├── config.cpp │ │ ├── dataset.cpp │ │ ├── dataset_loader.cpp │ │ ├── dense_bin.hpp │ │ ├── dense_nbits_bin.hpp │ │ ├── file_io.cpp │ │ ├── json11.cpp │ │ ├── metadata.cpp │ │ ├── ordered_sparse_bin.hpp │ │ ├── parser.cpp │ │ ├── parser.hpp │ │ ├── sparse_bin.hpp │ │ └── tree.cpp │ ├── lightgbm_R.cpp │ ├── main.cpp │ ├── metric │ │ ├── binary_metric.hpp │ │ ├── dcg_calculator.cpp │ │ ├── map_metric.hpp │ │ ├── metric.cpp │ │ ├── multiclass_metric.hpp │ │ ├── rank_metric.hpp │ │ ├── regression_metric.hpp │ │ └── xentropy_metric.hpp │ ├── network │ │ ├── linker_topo.cpp │ │ ├── linkers.h │ │ ├── linkers_mpi.cpp │ │ ├── linkers_socket.cpp │ │ ├── network.cpp │ │ └── socket_wrapper.hpp │ ├── objective │ │ ├── binary_objective.hpp │ │ ├── multiclass_objective.hpp │ │ ├── objective_function.cpp │ │ ├── rank_objective.hpp │ │ ├── regression_objective.hpp │ │ ├── static_unbias.hpp │ │ └── xentropy_objective.hpp │ └── treelearner │ │ ├── data_parallel_tree_learner.cpp │ │ ├── data_partition.hpp │ │ ├── feature_histogram.hpp │ │ ├── feature_parallel_tree_learner.cpp │ │ ├── gpu_tree_learner.cpp │ │ ├── gpu_tree_learner.h │ │ ├── leaf_splits.hpp │ │ ├── ocl │ │ ├── histogram16.cl │ │ ├── histogram256.cl │ │ └── histogram64.cl │ │ ├── parallel_tree_learner.h │ │ ├── serial_tree_learner.cpp │ │ ├── serial_tree_learner.h │ │ ├── split_info.hpp │ │ ├── tree_learner.cpp │ │ └── voting_parallel_tree_learner.cpp ├── swig │ └── lightgbmlib.i ├── tests │ ├── c_api_test │ │ └── test_.py │ ├── cpp_test │ │ ├── predict.conf │ │ ├── test.py │ │ └── train.conf │ ├── data │ │ └── categorical.data │ └── python_package_test │ │ ├── test_basic.py │ │ ├── test_consistency.py │ │ ├── test_engine.py │ │ ├── test_plotting.py │ │ └── test_sklearn.py └── windows │ ├── LightGBM.sln │ ├── LightGBM.vcxproj │ └── LightGBM.vcxproj.filters └── evaluation ├── click_model ├── cascade_model.json ├── ubm_0.1_1_4_1.json └── user_browsing_model_0.1_1_4_1.json ├── configs ├── results │ └── .gitignore ├── test.conf └── train.conf └── scripts ├── __pycache__ ├── click_models.cpython-36.pyc └── data_utils.cpython-36.pyc ├── click_models.py ├── click_models.pyc ├── data_utils.py ├── data_utils.pyc ├── eval.py ├── generate_data.py ├── generate_eval.py └── trec_eval /.editorconfig: 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