LightGBM
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
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- C-API.rst
- conf.py
- Development-Guide.rst
- env.yml
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- make.bat
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- forced_splits.json
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- rank.test
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- train.conf
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- train.conf
- binary-classification.py
- multiclass-classification.py
- prediction.py
- ranking.py
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- regression.py
- interactive_plot_example.ipynb
- advanced_example.py
- dataset_from_multi_hdf5.py
- logistic_regression.py
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- simple_example.py
- sklearn_example.py
- forced_bins.json
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- predict.conf
- README.md
- regression.test
- regression.test.init
- regression.train
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- train.conf
- predict.conf
- rank.test
- rank.test.query
- rank.train
- rank.train.query
- README.md
- train.conf
- README.md
- compute
- eigen
- fast_double_parser
- fmt
- nanoarrow
- cuda_algorithms.hpp
- cuda_column_data.hpp
- cuda_metadata.hpp
- cuda_metric.hpp
- cuda_nccl_topology.hpp
- cuda_objective_function.hpp
- cuda_random.hpp
- cuda_rocm_interop.h
- cuda_row_data.hpp
- cuda_split_info.hpp
- cuda_tree.hpp
- cuda_utils.hu
- vector_cudahost.h
- alternate_shared_mutex.hpp
- yamc_rwlock_sched.hpp
- yamc_shared_lock.hpp
- array_args.h
- binary_writer.h
- byte_buffer.h
- chunked_array.hpp
- common.h
- file_io.h
- json11.h
- log.h
- openmp_wrapper.h
- pipeline_reader.h
- random.h
- text_reader.h
- threading.h
- application.h
- arrow.h
- bin.h
- boosting.h
- c_api.h
- config.h
- dataset.h
- dataset_loader.h
- export.h
- feature_group.h
- meta.h
- metric.h
- network.h
- objective_function.h
- prediction_early_stop.h
- sample_strategy.h
- train_share_states.h
- tree.h
- tree_learner.h
- __init__.py
- basic.py
- callback.py
- compat.py
- dask.py
- engine.py
- libpath.py
- plotting.py
- py.typed
- sklearn.py
- pyproject.toml
- README.rst
- agaricus.test.rda
- agaricus.train.rda
- bank.rda
- 00Index
- basic_walkthrough.R
- boost_from_prediction.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
- .gitkeep
- make-r-def.R
- Makevars
- Makevars.win
- logo.svg
- agaricus.test.Rd
- agaricus.train.Rd
- bank.Rd
- dim.Rd
- dimnames.lgb.Dataset.Rd
- get_field.Rd
- getLGBMThreads.Rd
- lgb.configure_fast_predict.Rd
- lgb.convert_with_rules.Rd
- lgb.cv.Rd
- lgb.Dataset.construct.Rd
- lgb.Dataset.create.valid.Rd
- lgb.Dataset.Rd
- lgb.Dataset.save.Rd
- lgb.Dataset.set.categorical.Rd
- lgb.Dataset.set.reference.Rd
- lgb.drop_serialized.Rd
- lgb.dump.Rd
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- lgb.importance.Rd
- lgb.interpret.Rd
- lgb.interprete.Rd
- lgb.load.Rd
- lgb.make_serializable.Rd
- lgb.model.dt.tree.Rd
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- lgb.restore_handle.Rd
- lgb.save.Rd
- lgb.slice.Dataset.Rd
- lgb.train.Rd
- lgb_predict_shared_params.Rd
- lgb_shared_dataset_params.Rd
- lgb_shared_params.Rd
- lightgbm.Rd
- predict.lgb.Booster.Rd
- print.lgb.Booster.Rd
- set_field.Rd
- setLGBMThreads.Rd
- summary.lgb.Booster.Rd
- apple-touch-icon-120x120.png
- apple-touch-icon-152x152.png
- apple-touch-icon-180x180.png
- apple-touch-icon-60x60.png
- apple-touch-icon-76x76.png
- apple-touch-icon.png
- favicon-16x16.png
- favicon-32x32.png
- favicon.ico
- _pkgdown.yml
- aliases.R
- callback.R
- lgb.Booster.R
- lgb.convert_with_rules.R
- lgb.cv.R
- lgb.DataProcessor.R
- lgb.Dataset.R
- lgb.drop_serialized.R
- lgb.importance.R
- lgb.interpret.R
- lgb.make_serializable.R
- lgb.model.dt.tree.R
- lgb.plot.importance.R
- lgb.plot.interpretation.R
- lgb.Predictor.R
- lgb.restore_handle.R
- lgb.train.R
- lightgbm.R
- metrics.R
- multithreading.R
- utils.R
- install.libs.R
- lightgbm-win.def
- lightgbm_R.cpp
- lightgbm_R.h
- Makevars.in
- Makevars.win.in
- helper.R
- test_basic.R
- test_custom_objective.R
- test_dataset.R
- test_learning_to_rank.R
- test_lgb.Booster.R
- test_lgb.convert_with_rules.R
- test_lgb.importance.R
- test_lgb.interpret.R
- test_lgb.model.dt.tree.R
- test_lgb.plot.importance.R
- test_lgb.plot.interpretation.R
- test_metrics.R
- test_multithreading.R
- test_parameters.R
- test_Predictor.R
- test_utils.R
- test_weighted_loss.R
- testthat.R
- basic_walkthrough.Rmd
- .Rbuildignore
- AUTOCONF_UBUNTU_VERSION
- cleanup
- configure
- configure.ac
- configure.win
- cran-comments.md
- DESCRIPTION
- LICENSE
- NAMESPACE
- README.md
- recreate-configure.sh
- application.cpp
- predictor.hpp
- array.hpp
- cuda_score_updater.cpp
- cuda_score_updater.cu
- cuda_score_updater.hpp
- nccl_gbdt.cpp
- nccl_gbdt.hpp
- nccl_gbdt_component.hpp
- bagging.hpp
- boosting.cpp
- dart.hpp
- gbdt.cpp
- gbdt.h
- gbdt_model_text.cpp
- gbdt_prediction.cpp
- goss.hpp
- prediction_early_stop.cpp
- rf.hpp
- sample_strategy.cpp
- score_updater.hpp
- cuda_algorithms.cu
- cuda_utils.cpp
- cuda_column_data.cpp
- cuda_column_data.cu
- cuda_metadata.cpp
- cuda_row_data.cpp
- cuda_tree.cpp
- cuda_tree.cu
- bin.cpp
- config.cpp
- config_auto.cpp
- dataset.cpp
- dataset_loader.cpp
- dense_bin.hpp
- file_io.cpp
- json11.cpp
- metadata.cpp
- multi_val_dense_bin.hpp
- multi_val_sparse_bin.hpp
- parser.cpp
- parser.hpp
- sparse_bin.hpp
- train_share_states.cpp
- tree.cpp
- cuda_binary_metric.cpp
- cuda_binary_metric.hpp
- cuda_pointwise_metric.cpp
- cuda_pointwise_metric.cu
- cuda_pointwise_metric.hpp
- cuda_regression_metric.cpp
- cuda_regression_metric.hpp
- binary_metric.hpp
- dcg_calculator.cpp
- map_metric.hpp
- metric.cpp
- multiclass_metric.hpp
- rank_metric.hpp
- regression_metric.hpp
- xentropy_metric.hpp
- linker_topo.cpp
- linkers.h
- linkers_mpi.cpp
- linkers_socket.cpp
- network.cpp
- socket_wrapper.hpp
- cuda_binary_objective.cpp
- cuda_binary_objective.cu
- cuda_binary_objective.hpp
- cuda_multiclass_objective.cpp
- cuda_multiclass_objective.cu
- cuda_multiclass_objective.hpp
- cuda_rank_objective.cpp
- cuda_rank_objective.cu
- cuda_rank_objective.hpp
- cuda_regression_objective.cpp
- cuda_regression_objective.cu
- cuda_regression_objective.hpp
- binary_objective.hpp
- multiclass_objective.hpp
- objective_function.cpp
- rank_objective.hpp
- regression_objective.hpp
- xentropy_objective.hpp
- cuda_best_split_finder.cpp
- cuda_best_split_finder.cu
- cuda_best_split_finder.hpp
- cuda_data_partition.cpp
- cuda_data_partition.cu
- cuda_data_partition.hpp
- cuda_gradient_discretizer.cu
- cuda_gradient_discretizer.hpp
- cuda_histogram_constructor.cpp
- cuda_histogram_constructor.cu
- cuda_histogram_constructor.hpp
- cuda_leaf_splits.cpp
- cuda_leaf_splits.cu
- cuda_leaf_splits.hpp
- cuda_single_gpu_tree_learner.cpp
- cuda_single_gpu_tree_learner.cu
- cuda_single_gpu_tree_learner.hpp
- histogram16.cl
- histogram256.cl
- histogram64.cl
- col_sampler.hpp
- cost_effective_gradient_boosting.hpp
- data_parallel_tree_learner.cpp
- data_partition.hpp
- feature_histogram.cpp
- feature_histogram.hpp
- feature_parallel_tree_learner.cpp
- gpu_tree_learner.cpp
- gpu_tree_learner.h
- gradient_discretizer.cpp
- gradient_discretizer.hpp
- leaf_splits.hpp
- linear_tree_learner.cpp
- linear_tree_learner.h
- monotone_constraints.hpp
- parallel_tree_learner.h
- serial_tree_learner.cpp
- serial_tree_learner.h
- split_info.hpp
- tree_learner.cpp
- voting_parallel_tree_learner.cpp
- openmp_wrapper.cpp
- c_api.cpp
- main.cpp
- ChunkedArray_API_extensions.i
- lightgbmlib.i
- pointer_manipulation.i
- StringArray.hpp
- StringArray.i
- StringArray_API_extensions.i
- test_.py
- predict.conf
- test.py
- test_array_args.cpp
- test_arrow.cpp
- test_arrow_deprecated.cpp
- test_byte_buffer.cpp
- test_chunked_array.cpp
- test_common.cpp
- test_main.cpp
- test_serialize.cpp
- test_single_row.cpp
- test_stream.cpp
- testutils.cpp
- testutils.h
- train.conf
- categorical.data
- _test_distributed.py
- conftest.py
- __init__.py
- conftest.py
- test_arrow.py
- test_basic.py
- test_callback.py
- test_consistency.py
- test_dask.py
- test_dual.py
- test_engine.py
- test_pandas.py
- test_plotting.py
- test_polars.py
- test_sklearn.py
- test_utilities.py
- utils.py
- LightGBM.sln
- LightGBM.vcxproj
- LightGBM.vcxproj.filters
- .appveyor.yml
- .editorconfig
- .git-blame-ignore-revs
- .gitattributes
- .gitignore
- .gitmodules
- .pre-commit-config.yaml
- .readthedocs.yaml
- .typos.toml
- .yamllint.yml
- biome.json
- build-cran-package.sh
- build-python.sh
- build_r.R
- CMakeLists.txt
- CODE_OF_CONDUCT.md
- CONTRIBUTING.md
- LICENSE
- MAINTAINING.md
- pixi.lock
- pixi.toml
- README.md
- SECURITY.md
- VERSION.txt
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