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3.2.1

- [python] Migrated to f-strings for .\.nuget\create_nuget.py 4136 coldkillerr (4162)
- [ci] Add debian-clang-devel CI job for the R package jameslamb (4164)
- [python-package] Add type hints to the callback file deddyjobson (4093)
- [ci] Restrict breathe version at CI StrikerRUS (4168)
- [ci] upgrade R to 4.0.5 in CI jameslamb (4158)
- [ci] Stop running CUDA tests at CI StrikerRUS (4167)
- [tests][dask] replace client fixture with cluster fixture jmoralez (4159)
- [python] added f-strings to docs/conf.py NovusEdge (4147)
- [ci] run 'brew update' in macOS jobs (fixes 4160) jameslamb (4161)
- clarify DEBUG-level log about tree depth jameslamb (4126)
- [tests][dask] use dy_true mean in denominator for _r2_score jmoralez (4151)
- [ci] use GitHub Actions to re-generate R configure StrikerRUS (4140)
- [python] added f-strings to python-package/setup.py NovusEdge (4145)
- [docs] fix param name typo in comments StrikerRUS (4139)
- [tests][dask] test all boosting types (fixes 3896) jmoralez (4119)
- [ci] use f-strings in `libpath.py` StrikerRUS (4137)
- update CODEOWNERS jameslamb (4127)
- [ci] Added curl library to the installed packages list inside dockerfile-python installation hemanth171 (4129)
- [ci] apply cpplint to cpp tests StrikerRUS (4092)
- [ci] remove output parametrization from two Dask tests StrikerRUS (4123)
- [ci] build CRAN R-package on Azure with every commit and attach it to releases StrikerRUS (4117)
- [tests][dask] Create an informative categorical feature jmoralez (4113)
- [ci] bump CUDA version and pull dockers from NVIDIA NGC StrikerRUS (4112)
- [ci] attach archives with complete source code of the repo to releases StrikerRUS (4111)
- [R-package] fix typo in linear learner test jameslamb (4109)
- [ci] restrict CMake version for CUDA+Clang jobs StrikerRUS (4104)
- [ci] fix flaky Azure Pipelines jobs (2) StrikerRUS (4097)
- [ci] fix flaky Azure Pipelines jobs StrikerRUS (4095)
- [ci] Bump version for development StrikerRUS (4094)

3.2.0

- store all CMake files in one place StrikerRUS (4087)
- [ci] upgrade R CI scripts to work on Ubuntu 20.04 jameslamb (4084)
- [dask] remove unused imports from typing jameslamb (4079)
- [ci] install Dask from main conda channel StrikerRUS (4076)
- [tests][dask] simplify code in Dask tests StrikerRUS (4075)
- [dask] [ci] fix flaky network-setup test jameslamb (4071)
- [python-package] Some mypy fixes AlbertoEAF (3916)
- [python-package] add type hints on Booster.set_network() jameslamb (4068)
- [ci] run Dask examples on CI StrikerRUS (4064)
- [python-package] Add type hint to the libpath file deddyjobson (4070)
- Add CMake option to enable sanitizers and build gtest hcho3 (3555)
- [ci] set 'pending' commit status for running R Solaris optional workflow StrikerRUS (4061)
- [dask] raise more informative error for duplicates in 'machines' (fixes 4057) jameslamb (4059)
- [dask] include multiclass-classification task in tests jmoralez (4048)
- [ci] add CMake + R 3.6 test back (fixes 3469) jameslamb (4053)
- [ci] fix R CMD CHECK note about example timings (fixes 4049) jameslamb (4055)
- [ci] prevent getting incompatible dask and distributed versions jameslamb (4054)
- [ci] ignore untitle Jupyter notebooks in .gitignore jameslamb (4047)
- [ci] [R-package] upgrade to R 4.0.4 in CI jameslamb (4042)
- [dask] [ci] add support for scikit-learn 0.24+ in tests (fixes 4031) jameslamb (4032)
- [tests][dask] simplify fit calls in Dask tests StrikerRUS (4018)
- [tests][python] Add test for single leaf in linear tree StrikerRUS (4015)
- [dask] Reuse addresses saved in variable StrikerRUS (4016)
- [ci] prefer older binary to new source for R packages on Mac builds (fixes 4008) jameslamb (4010)
- [dask] use more specific method names on _DaskLGBMModel jameslamb (4004)
- remove commented-out code in cross-entropy metric source jameslamb (3999)
- [tests][dask] add scikit-learn compatibility tests (fixes 3894) imjwang (3947)
- [tests][dask] make find-open-port test more reliable jameslamb (3993)
- [ci][python] hotfix imports order StrikerRUS (3992)
- [ci][python] run isort in CI linting job StrikerRUS (3990)
- [ci][python] apply isort to python-package/lightgbm/compat.py 3958 zyxue (3968)
- [ci][python] apply isort to python-package/lightgbm/engine.py 3958 zyxue (3970)
- [ci][python] apply isort to tests/python_package_test/test_engine.py 3958 zyxue (3981)
- [ci][python] apply isort to python-package/lightgbm/basic.py 3958 zyxue (3967)
- [ci][python] apply isort to python-package/lightgbm/__init__.py 3958 zyxue (3966)
- [ci][python] apply isort to python-package/lightgbm/sklearn.py 3958 zyxue (3973)
- [ci][python] apply isort to tests/python_package_test/test_basic.py 3958 zyxue (3977)
- [ci][python] apply isort to tests/python_package_test/test_consistency.py 3958 zyxue (3978)
- [ci][python] apply isort to tests/python_package_test/test_plotting.py 3958 zyxue (3982)
- [ci][python] apply isort to tests/python_package_test/test_utilities.py 3958 zyxue (3984)
- [ci][python] apply isort to python-package/setup.py 3958 zyxue (3974)
- [ci][python] apply isort to python-package/lightgbm/plotting.py 3958 zyxue (3972)
- [ci][python] apply isort to tests/cpp_test/test.py 3958 zyxue (3976)
- [ci][python] apply isort to tests/c_api_test/test_.py 3958 zyxue (3975)
- [ci][python] apply isort to tests/python_package_test/test_dual.py 3958 zyxue (3980)
- [ci][python] apply isort to python-package/lightgbm/libpath.py 3958 zyxue (3971)
- [dask] reuse len(parts) as n_parts ffineis (3985)
- [ci][python] apply isort to tests/python_package_test/test_dask.py 3958 zyxue (3979)
- [ci][python] apply isort to examples/python-guide/sklearn_example.py 3958 zyxue (3965)
- [ci][python] apply isort to python-package/lightgbm/dask.py 3958 zyxue (3969)
- [python-package] fix some warnings from mypy tara-jawahar (3891)
- [ci][python] apply isort to examples/python-guide/simple_example.py 3958 zyxue (3964)
- [ci][python] apply isort to examples/python-guide/plot_example.py 3958 zyxue (3963)
- [ci][python] apply isort to examples/python-guide/logistic_regression.py 3958 zyxue (3962)
- [ci][python] apply isort to examples/python-guide/advanced_example.py 3958 zyxue (3961)
- [ci][python] apply isort to docs/conf.py (3958) zyxue (3959)
- openmp_wrapper.h stubs signature use __GOMP_NOTHROW bsergean (3923)
- [dask] test that Dask automatically treats 'category' columns as categorical features jameslamb (3932)
- fix compilation warnings in CUDA treelearner StrikerRUS (3889)
- [ci] prefer curl to wget StrikerRUS (3928)
- [dask] test training when a worker has no data jmoralez (3897)
- [ci] remove unused variable from PATH StrikerRUS (3926)
- [docs] fix typo in ChatOps command StrikerRUS (3922)
- [ci] encode token in the same way as e-mail address for RHub StrikerRUS (3920)
- [dask] Add unit tests that signatures are the same between Dask and scikit-learn estimators GOusignu (3911)
- [ci] update e-mail and token for R Hub builds StrikerRUS (3917)
- [ci][R-package] run R CRAN checks on Solaris by optional workflow StrikerRUS (3913)
- [dask] Support Dask dataframes with 'category' columns (fixes 3861) jameslamb (3908)
- fix typos in log messages jameslamb (3914)
- [dask] remove unused private _client attribute StrikerRUS (3904)
- [ci] Rename linkchecker job StrikerRUS (3903)
- [dask] remove 'client' kwarg from fit() and predict() (fixes 3808) jameslamb (3883)
- [ci] install Linkchecker only for check-links job StrikerRUS (3893)
- [ci] move link checking to a cron job jameslamb (3890)
- [dask] [python] client.rebalance on dask ranker test ffineis (3892)
- [ci] added compiler in CUDA job name StrikerRUS (3888)
- [docs][ci] drop special dependency requirements for RTD site StrikerRUS (3884)
- [dask][tests] increase client close timeout for Dask tests StrikerRUS (3879)
- [dask] fix teardown issues in Dask tests (fixes 3829) jameslamb (3869)
- [ci][R-package] remove CI workaround with manual withr installation StrikerRUS (3878)
- [ci] fall back to source installs of R packages if binary missing (fixes 3875) jameslamb (3876)
- [ci] ignore CUDA-related strings in Python logger test StrikerRUS (3874)
- [ci] fix R linting job (fixes 3873) jameslamb (3877)
- [ci] improve and run CUDA jobs for every commit and PR StrikerRUS (3825)
- [ci] add mypy to linting task jameslamb (3868)
- [dask] add tests on warnings, fix incorrect variable in log jameslamb (3865)
- [python] simplify param aliases handling StrikerRUS (3864)
- [python] use better names for imported classes from extra libraries StrikerRUS (3862)
- [python][tests] minor Python tests cleanup StrikerRUS (3860)
- [dask] rename _LGBMModel to _DaskLGBMModel jameslamb (3859)
- [ci] run artifacts packaging job on Ubuntu StrikerRUS (3757)
- [python-package] migrate test_sklearn.py to pytest thomasjpfan (3844)
- [dask] [python] Store co-local data parts as dicts instead of lists ffineis (3853)
- [dask] merge local_predict tests into other tests (fixes 3833) ShrillShrestha (3842)
- [dask] factor dask-ml out of tests (fixes 3796) jameslamb (3849)
- [dask][tests] skip Dask tests when Dask is not installed and improve imports in Dask tests StrikerRUS (3852)
- [dask][tests] reduce code duplication in Dask tests StrikerRUS (3828)
- [ci] improve optional checks StrikerRUS (3826)
- [dask][tests] move make_ranking into utils StrikerRUS (3827)
- [ci] make sure we use documented Xcode version for producing artifacts StrikerRUS (3824)
- [python][tests] transfer test_save_and_load_linear to test_engine StrikerRUS (3821)
- [python-package] migrate test_plotting.py to pytest thomasjpfan (3811)
- [dask] Address flaky test_ranker tests ffineis (3819)
- [dask] [python-package] use keyword args for internal function calls jameslamb (3755)
- [python][tests] use default tolerance for dual GPU+CPU test StrikerRUS (3810)
- Move compute and eigen libraries to external_libs folder StrikerRUS (3809)
- [python][tests] migrate test_engine.py to pytest thomasjpfan (3800)
- [python][tests] remove unused import StrikerRUS (3806)
- remove unused code StrikerRUS (3802)
- [python-package] migrate test_consistency.py to pytest thomasjpfan (3798)
- [dask] fix Dask import order jameslamb (3788)
- [docs] fix current RTD failures StrikerRUS (3787)
- [dask] reduce test times jameslamb (3786)
- [ci][docs] set limit for max requests per second to one host in linkchecker StrikerRUS (3785)
- Minor C API cleanup in predictor & SingleRowPredictor AlbertoEAF (3777)
- [ci] revert forcing CMake to try compile static library for R-package StrikerRUS (3784)
- [R-package][tests] remove unused lines in tests for the speedup StrikerRUS (3783)
- [ci][docs] update linkchecker StrikerRUS (3773)
- [tests][python] completely remove tempfile from test_basic StrikerRUS (3767)
- [python][tests] Migrates test_basic.py to use pytest thomasjpfan (3764)
- [ci] Slightly optimize optional workflows checks StrikerRUS (3762)
- [ci] improve experience with optional GitHub workflows StrikerRUS (3740)
- [ci] remove Travis (fixes 3519) jameslamb (3672)
- [ci] move Python Mac jobs from Travis to GitHub Actions jameslamb (3745)
- [ci] run Azure linux tasks on self-hosted runner pool jameslamb (3737)
- [ci][docs] replace file extensions in docs during Sphinx build StrikerRUS (3738)
- [ci] Move check-docs and lint jobs off Travis jameslamb (3726)
- [R-package] Add explicit return statement to R functions. zenggyu (3703)
- [ci] remove maxParallel limits on Azure DevOps jameslamb (3725)
- [ci] remove flaky MinGW job for R StrikerRUS (3723)
- [python][tests] small Python tests cleanup StrikerRUS (3715)
- [python][ci] remove line in MANIFEST for nonexistent file StrikerRUS (3711)
- [R-package] remove unused R_AS_INT64 jameslamb (3686)
- [R-package] fix incorrect passing builds in valgrind checks (fixes 3704) jameslamb (3705)
- [ci] fix deprecated 'brew cask install' call jameslamb (3692)
- small code and docs refactoring StrikerRUS (3681)
- [ci] remove unused CI checks, other small simplifications jameslamb (3688)
- [ci] speed up files downloading for Windows CI StrikerRUS (3682)
- [docs][ci] added docs about GPU support out of the box for Windows wheels and small refactoring for dual test StrikerRUS (3660)
- [docs] fix RTD builds StrikerRUS (3644)
- [python-package] remove unnecessary files to reduce sdist size jameslamb (3639)
- clarify warning about small target values with MAPE (fixes 3608) jameslamb (3615)
- [ci] Bump version for development StrikerRUS (3633)

3.1.1

- [ci] add credentials to gitignore jameslamb (3620)
- [R-package] Update remaining internal function calls to use keyword arguments zenggyu (3617)
- [R package] update lgb.Dataset.R to use keyword arguments zenggyu (3607)
- [R-package] Update lgb.model.dt.tree.R to use keyword arguments zenggyu (3605)
- [R-package] use keyword arguments for internal functions in utils.R mfrasco6 (3604)
- [ci] remove unnecessary environment variables in R-package CI jameslamb (3602)
- [R-package][tests] update values in valgrind test StrikerRUS (3600)
- [refactor] Reduce code duplication in c_api.cpp AlbertoEAF (3539)
- [refactor] SWIG - Split pointer manipulation to individual .i file AlbertoEAF (3538)
- [ci] test 32-bit R in CI jameslamb (3588)
- [ci] Fix missing git install in R artifact job (fixes 3567) jameslamb (3587)
- [R-package] Remove CLI-only objects jameslamb (3566)
- small R Docker cleanup StrikerRUS (3582)
- [python] remove unnecessary files to reduce sdist size jameslamb (3579)
- bump version for development guolinke (3568)
- [ci] remove conda from R CI jobs jameslamb (3573)

3.1.0

Changes

💡 New Features

- Support deterministic guolinke (3494)
- Add support to optimize for NDCG at a given truncation level metpavel (3425)
- Add support for cuda version less then 10.0 shipengfei92 (3431)
- Updated network retry delay strategy to scale aakarshg (3306)
- added new GPU docker files StrikerRUS (3408)
- Average precision score btrotta (3347)
- Advanced method monotone constraints CharlesAuguste (3264)
- Build integrated Python package library tpboudreau (3144)
- Add support for CUDA-based GPU ChipKerchner (3160)
- [Python] Refactors scikit-learn API to allow a list of evaluation metrics gramirezespinoza (3254)
- [R-package] added support for first_metric_only (fixes 2368) jameslamb (2912)
- [python][sklearn] be compatible with check_is_fitted sklearn function StrikerRUS (3329)

🔨 Breaking

- [python] mark 3.1 version is the last one with Python 2 support StrikerRUS (3565)
- bump minimal CMake version StrikerRUS (3501)
- [R-package] Remove ability to install precompiled lib_lightgbm (fixes 3320) jameslamb (3360)
- [python] Drop Python 3.5 support StrikerRUS (3395)

🚀 Efficiency Improvement

- Optimization of row-wise histogram construction shiyu1994 (3522)
- Add support to optimize for NDCG at a given truncation level metpavel (3425)
- fix address alignment, required by cran guolinke (3415)

🐛 Bug Fixes

- [ci] Use different PATH based on Rtools version jameslamb (3558)
- [ci] fix CUDA CI builds StrikerRUS (3549)
- fix constant hessian for huber objective guolinke (3545)
- [R-package] [ci] Fix failures with R 3.6 and CMake (fixes 3469) jameslamb (3541)
- [R-package] fix learning-to-rank tests on Solaris jameslamb (3534)
- [R-package] fix MM_PREFETCH and MM_MALLOC checks in configure.ac jameslamb (3510)
- avoid min_data and min_hessian are zeros at the same time guolinke (3492)
- Fix add features guolinke (2754)
- remove std::move StrikerRUS (3478)
- [ci] [R-package] Fix memory leaks found by valgrind jameslamb (3443)
- [R-package] Suppresses unknown pragma warnings during CRAN build cctechwiz (3460)
- pin Ubuntu version in distroless docker file StrikerRUS (3449)
- Move Tree destructor to header file lcsdavid (3417)
- [R-package] miscellaneous changes to comply with CRAN requirements jameslamb (3338)
- fix type casting warning StrikerRUS (3437)
- [R-package] [ci] Make Windows CI fail if R CMD check fails jameslamb (3435)
- [python] Use ctypes for parameters of DLL functions for Dataset StrikerRUS (3423)
- Use ctypes to pass parameters (fixes 3398) btrotta (3419)
- disable monotone constraint in objective functions with renew_tree_output guolinke (3368
- [R-package] Fix incorrect num_iterations, early_stopping_round in saved models (fixes 2208, 2468) jameslamb (3368)
- Improve performance of path smoothing btrotta (3396)
- fix sparse multiclass local feature contributions and add test imatiach-msft (3382)
- Auc mu weights btrotta (3349)
- improve subfeature_bynode guolinke (3384)
- Fix typo in ResetConfig btrotta (3392)
- Avoid segment fault in ResetConfig for GBDT in prediction (fix 3317) shiyu1994 (3373)

📖 Documentation

- [docs] simplify RTD config and use latest Sphinx StrikerRUS (3554)
- Add note on LightGBM/OpenMP hanging on AWS Batch cvsmith (3553)
- Fix 2898: Clearer warning message for user (2^max_depth > num_leaves). AlbertoEAF (3537)
- better document for bin_construct_sample_cnt guolinke (3521)
- [R-package] [docs] fix broken plots in pkgdown site (fixes 3276) jameslamb (3508)
- [docs] added Data Science Bowl Comp Solution 2019 nabokovas (3503)
- [docs] fix param docs StrikerRUS (3495)
- [docs] update GitHub Actions badge StrikerRUS (3446)
- [docs] Change doc link to monotone constraints report to HAL document CharlesAuguste (3410)
- [R-package] add new copyright holder in DESCRIPTION jameslamb (3409)
- [docs] Simplify the python installation instruction guolinke (3378)
- [docs] remove unrelated entry from winning solutions list StrikerRUS (3370)
- [python][examples] updated examples with multiple custom metrics StrikerRUS (3367)
- [docs] update list of winning solutions in data science competitions Juniper-23 (3358)
- [R-package] fix typo in R installation instructions daviddalpiaz (3350)

🧰 Maintenance

- fix compilation warning StrikerRUS (3564)
- fix warning guolinke (3563)
- [R-package] fix install warning jameslamb (3552)
- TST make sklearn integration test compatible with 0.24 glemaitre (3533)
- move APPLE_OUTPUT_DYLIB option closer to the rest options StrikerRUS (3547)
- [ci] simplify R CI scripts jameslamb (3535)
- [ci] Make valgrind check stricter jameslamb (3536)
- fix invalid read detected by valgrind guolinke (3526)
- ignore files from local Dask work jameslamb (3527)
- [ci] upgrade GitHub Actions third-party actions to newest versions jameslamb (3524)
- [R-package] remove Makefile hack in install.libs.R jameslamb (3528)
- [R-package] [ci] add correct path for mingw32-make in CI jameslamb (3523)
- [ci] fix check-docs error with AMD support website (fixes 3529) jameslamb (3530)
- [R-package] remove unused variables in configure.ac jameslamb (3509)
- [R-package] Updated lgb.Booster.R with keyword arguments Pey-crypto (3496)
- [ci] automate building CRAN package jameslamb (3497)
- [tests][python] remove excess iterations nabokovas (3504)
- [ci] Update MacOS version at Travis nabokovas (3505)
- [ci] [python] reduce unnecessary data loading in tests jameslamb (3486)
- setup CUDA CI job StrikerRUS (3424)
- [ci] update SWIG installation on macOS StrikerRUS (3477)
- [R-package] Improves logging in lint_r_code.R (fixes 3471) sinAshish (3472)
- [R-package] Updated lgb.Predictor.R with keyword arguments AnshuTrivedi (3464)
- [ci] ignore R CMD CHECK warnings on new R version jameslamb (3468)
- [R-package] remove deprecation warnings on lgb.prepare() functions jameslamb (3444)
- [R-package] Updated lgb.train.R with keyword arguments iadi7ya (3452)
- [R-package] [ci] Add test on R package with sanitizers jameslamb (3439)
- [R-package] add 'cleanup' script to handle left-behind Makevars jameslamb (3434)
- [R-package] Update callback.R with keyword arguments philip-khor (3430)
- [ci] rename R-package GitHub Actions workflow StrikerRUS (3429)
- fix warnings guolinke (3399)
- [python] fix dangerous default for eval_at in LGBMRanker jameslamb (3377)
- [ci] removed unused environment variable CONDA_ENV jameslamb (3411)
- [R-package] use keyword arguments in internal function calls jameslamb (3391)
- [R-package] mark CMake option for building R package as private StrikerRUS (3397)
- [ci] Use Ubuntu Focal image at Travis StrikerRUS (3393)
- [ci] update Boost version StrikerRUS (3389)
- [R-package] ignore temp files created by R on Mac jameslamb (3388)
- [python] remove unused variable jameslamb (3376)
- [R-package] remove unnecessary comments jameslamb (3356)
- [ci] host some artifacts needed by R Windows CI jobs jameslamb (3359)
- [ci] remove Azure checks from R CI jameslamb (3355)
- [ci] add an allgood job for easy [required] builds graingert (3351)
- bump version guolinke (3344)

3.0.0

Changes

💡 New Features

- [python] add return_cvbooster flag to cv func and publish _CVBooster (283,2105,1445) momijiame (3204)
- [R-package] make package installable with CRAN toolchain (fixes 2960) jameslamb (3188)
- feat: Change locking strategy of Booster, allow for share and unique locks JoanFM (2760)
- feature importance type in saved model file guolinke (3220)
- [R-package] Interface for interaction constraints btrotta (3136)
- adding sparse support to TreeSHAP in lightgbm imatiach-msft (3000)
- Adding static library option dpayne (3171)
- Interaction constraints btrotta (3126)
- [R-package] Add support for R 4.0 (fixes 3064, fixes 3024) jameslamb (3065)
- [python][scikit-learn] add new attribute for used number of features a-wozniakowski (3129)
- redirect log to python console guolinke (3090)
- Path smoothing btrotta (2950)
- [SWIG][mmlspark] allow allocating more than int max array imatiach-msft (2859)
- Support UTF-8 characters in feature name again henry0312 (2976)
- [python] Re-enable scikit-learn 0.22+ support StrikerRUS (2949)
- Pr3 monotone constraints splits penalization CharlesAuguste (2939)
- [R-package] adding routine registration in R package (fixes 1910) jameslamb (2911)
- [R-package] Use Rprintf for logging in the R package (fixes 1440, fixes 1909) jameslamb (2901)
- Improving monotone constraints ("Fast" method; linked to 2305, 2717) CharlesAuguste (2770)
- [python] handle RandomState object in Scikit-learn Api lpfann (2904)
- Debug flags guolinke (2825)
- added feature infos to JSON dump StrikerRUS (2660)
- Add capability to get possible max and min values for a model JoanFM (2737)
- Extremely randomized trees btrotta (2671)
- [python] add property: feature_name_ in lgb sklearn api zhangqibot (2740)
- Implementation of XE_NDCG_MART for the ranking task sbruch (2620)
- [python] Output model to a pandas DataFrame pford221 (2592)
- option to disable the shape checking in prediction. guolinke (2669)
- added feature importance to JSON dump StrikerRUS (2656)
- [python] allow to specify orientation of a tree StrikerRUS (2605)
- auc-mu btrotta (2567)
- [python] Allow python sklearn interface's fit() to pass init_model to train() aaiyer (2447)
- Add more debug logging to show data load progress. ashok-ponnuswami-msft (2587)

🔨 Breaking

- [Python] add start_iteration to python predict interface (3058) shiyu1994 (3272)
- [R-package] refactor and improvements to lgb.convert() functions (fixes 2678, 2681) jameslamb (3269)
- [R-package] deprecate lgb.prepare() and lgb.prepare2() jameslamb (3095)
- [R-package] Add version floor of R 3.5 (fixes 3212) jameslamb (3216)
- refactor LGBM_DatasetGetFeatureNames StrikerRUS (3022)
- Fix SWIG methods that return char** AlbertoEAF (2850)
- Code refactoring for ranking objective & Faster ndcg_xendcg guolinke (2801)
- decouple bagging with num_threads guolinke (2804)
- remove init-score parameter guolinke (2776)
- [python] [R-package] refine the parameters for Dataset guolinke (2594)
- Support both row-wise and col-wise multi-threading guolinke (2699)
- [ci] indicate support only for the last 3 macOS versions in wheel name StrikerRUS (2691)
- removed OpenMP ugly fix for Mojave StrikerRUS (2674)
- [python] specify the last supported version of scikit-learn StrikerRUS (2637)

🚀 Efficiency Improvement

- Feat/optimize single prediction AlbertoEAF (2992)
- Optimize the computation of the cross-entropy ranking loss sbruch (3080)
- Speed-up "Split" and some code refactorings guolinke (2883)
- speed up `FindBestThresholdFromHistogram` guolinke (2867)
- speed up for const hessian guolinke (2857)
- reduce the overhead of OMP_NUM_THREADS in training guolinke (2852)
- speed up multi-val bin subset for bagging guolinke (2827)
- speed up sub-feature in row-wise parallelism guolinke (2764)
- slightly reduce the cost of multi-val bin construct. guolinke (2728)
- more efficient sampling k from n guolinke (2693)
- support most frequent bin guolinke (2689)
- prefetch hint (1.3x speed-up) guolinke (2677)

🐛 Bug Fixes
- [R] Fix 32-bit build guolinke (3307)
- fix zero bin in categorical split guolinke (3305)
- [R-package] DESCRIPTION changes to address CRAN feedback jameslamb (3298)
- create buffer for gradients and hessians with goss and customized objective (fixes 3243) shiyu1994 (3263)
- update multi-class objective (softmax) guolinke (3256)
- Fast single row predict API v2 AlbertoEAF (3268)
- [R-package] fix early_stopping_round <= 0 jameslamb (3259)
- fix bug in CEGB when reset training data or config guolinke (3246)
- fix possible problem in getting number of columns from libsvm file. guolinke (3242)
- set num_threads of share_state (3151) shiyu1994 (3238)
- Upcast index to size_t in Refit jtilly (3228)
- [python][scikit-learn] Fixes a bug that prevented using multiple eval_metrics in LGBMClassifier gramirezespinoza (3222)
- [python] fix early_stopping_round = 0 guolinke (3211)
- Fix integer overflow in auc_mu (fixes 3201) btrotta (3209)
- Store the true split gain (without subtracting min_split_gain) in tree models (fix Issue 3054) shiyu1994 (3196)
- Fix bug with interaction constraints btrotta (3189)
- [R-package] [ci] update to R 4.0.2 for Windows CI jobs (fixes 3191) jameslamb (3193)
- fix str2double for `leaf_weights` guolinke (3148)
- fix error C3861: '_BitScanReverse': identifier not found StrikerRUS (3141)
- [R-package] fix best_score using custom evaluation (fixes 3112) jameslamb (3117)
- [R-package] Turn matrix to storage mode "double" mayer79 (3140)
- memory corruption fix for distributed data parallel version before SyncUpGlobalBestSplit imatiach-msft (3110)
- [R-package] fix issue where early stopping thinks higher MAPE is desirable (fixes 3099) jameslamb (3101)
- fix a bug when we set the default score guanqun (3114)
- fix MSVC warning about control paths (fixes 3067) jameslamb (3068)
- Fixed machine list parsing: s/find_first_of/find odimka (3108)
- fix refactoring bug in voting parallel guolinke (3089)
- fix goss with constant hessian guolinke (3077)
- [docs] update link to GitHub anchor conventions jameslamb (3085)
- fix goss bug guolinke (3063)
- [R-package] add conda dir for LIBR_CORE_LIBRARY (fixes 3045) jameslamb (3046)
- [R-package] CMake fixes to support MSVC jameslamb (2963)
- Fix loss computation in rank cross-entropy objective sbruch (3031)
- [R-package] fixed best_iter and best_score when training data is passed (fixes 2295, 2525) jameslamb (2961)
- [R-package] fix R examples and lgb.plot.interpretation() jameslamb (3002)
- Revert "Fix Booster read/write locale dependency (2891)" henry0312 (2980)
- [SWIG][mmlspark] fix seg fault in LGBM_BoosterGetEvalNamesSWIG imatiach-msft (2958)
- fix inf in json model dump StrikerRUS (2940)
- [R-package] fixed evaluation on valids in lightgbm() (fixes 2915) jameslamb (2916)
- Fix IsZero in tree.h AlbertoEAF (2932)
- [R-package] fixed handling of multiple evaluation metrics (fixes 2913) jameslamb (2914)
- Fix Booster read/write locale dependency AlbertoEAF (2891)
- [python] Fix continued train by reusing the same dataset guolinke (2906)
- [python] fix the bug when use different params with reference guolinke (2907)
- fix ResetConfig in FeatureHistogram guolinke (2882)
- fixed cpplint errors and VS project files StrikerRUS (2873)
- fix possible bug related num_threads guolinke (2876)
- [python] save all param values into model file StrikerRUS (2589)
- shrinkage to internal values guolinke (2853)
- fix bug in parallel learning guolinke (2851)
- don't save num_thread as possible guolinke (2839)
- fix bug for multi-val-bin construction guolinke (2841)
- fix forced split guolinke (2838)
- avoid most_freq_bin to be 0 in categorical features guolinke (2824)
- fix index and remove unused includes StrikerRUS (2829)
- support larger element size for multi-val bin guolinke (2817)
- fix random threshold for categorical features guolinke (2802)
- fix bug when nan bin is most freq bin guolinke (2811)
- Fix SingleRowPredictor::IsPredictorEqual comparison (invert) AlbertoEAF (2799)
- [R-package] Fixed R implementation of upper_bound() and lower_bound() for lgb.Booster jameslamb (2785)
- [R-package] fixed R Dataset aliases StrikerRUS (2775)
- fix max_depth in CEGB guolinke (2751)
- fix subset bug guolinke (2748)
- Config static initialization jcipar (2743)
- Preventing denormal leaf values jpkoponen (2724)
- [python][R-package][docs] fix support of XE_NDCG_MART obj in language wrappers and docs StrikerRUS (2726)
- add is_sparse back guolinke (2729)
- fix 2696 sh1ng (2700)
- [R-package] fixed sorting issues in lgb.cv() when using a model with observation weights (fixes 2572) jameslamb (2573)
- [python] fix trees_to_dataframe and enhance test StrikerRUS (2690)
- [python] [R-package] Use the same address when updated label/weight/query guolinke (2662)
- fix predict with header guolinke (2643)
- [python][sklearn] do not modify args in fit function and minor code cleanup StrikerRUS (2619)
- [python] Variable Typo: redictor -> predictor duckladydinh (2622)
- LightGBM would hang on MPI run if only some nodes have a fatal error. ashok-ponnuswami-msft (2600)

📖 Documentation
- [R-package] Add R logo (fixes 3331, 3332) jameslamb (3336)
- [docs][python][sklearn] remove excess fit arguments from docstrings StrikerRUS (3330)
- [docs] added logo to docs StrikerRUS (3327)
- Added winning solution using LightGBM julioasotodv (3314)
- [R-package] Add docs on building and using precompiled binaries for the R package jameslamb (3285)
- [docs] Fix repetition of `tree_method` hyper-parameter in xgboost_hist Shihab-Shahriar (3296)
- [doc] better doc for `keep_training_booster` guolinke (3275)
- [docs] improve params docs StrikerRUS (3252)
- typo fix guanqun (3174)
- [docs] Improve some phrasing in the installation guide Lewington-pitsos (3214)
- [docs] document option to build a static library StrikerRUS (3190)
- [docs][scikit-learn] removed duplicated docstrings StrikerRUS (3164)
- [ci][docs] fix broken links StrikerRUS (3176)
- [R-package] [docs] fix warnings in pkgdown site building jameslamb (3086)
- [R-package] [docs] Removed outdated language about the R package jameslamb (3070)
- [docs] document one more workaround for CMake and MinGW build and fix typos StrikerRUS (3081)
- [docs] Document cmake+MinGW (fixes 3060) Laurae2 (3078)
- [docs] updated docs about output values StrikerRUS (3037)
- [docs] updated bug report template jameslamb (3032)
- [R-package] Remove lgbdl from docs until fix Laurae2 (3035)
- [R-package] [docs] remove unnecessary build in test coverage jameslamb (3004)
- [docs] update link to Julia wrapper StrikerRUS (3021)
- [docs] updated core team list StrikerRUS (3001)
- [R-package] [docs] Simplified examples to cut example run time (fixes 2988) jameslamb (2989)
- [docs] Add LightGBM Tuner by Optuna links to README.md Crissman (2893)
- [docs] add link to blog post about Optuna to Parameters-Tuning.rst Crissman (2896)
- [docs] update latest benchmark results guolinke (2887)
- [R-package] [docs] Added documentation on lgb.dl() and data.table version (fixes 2715) jameslamb (2846)
- fixed cpplint issues and updated docs StrikerRUS (2830)
- [docs] Added subsections into param list StrikerRUS (2779)
- Better documentation for Contributing guolinke (2781)
- [docs] fixed metric_freq param description StrikerRUS (2780)
- [docs] removed mentions of sparse_threshold StrikerRUS (2758)
- [R-package] clarified error messages and documentation for lgb.get.eval.result() jameslamb (2686)
- [R-package][docs] made roxygen2 tags explicit and cleaned up documentation jameslamb (2688)
- [R-package] Added instructions for generating R test coverage jameslamb (2664)
- [R-package] [docs] Added reference to unofficial R extensions (fixes 2640) jameslamb (2670)
- warning for init_score in save_binary guolinke (2649)
- [docs] provide link to m2cgen from convert_model_language param description StrikerRUS (2591)
- [docs] added link to cuML in external repos section of README StrikerRUS (2634)
- [docs] added search key words for artifacts StrikerRUS (2631)
- [docs] enhanced description of cat features param StrikerRUS (2627)
- [docs] updated records of kaggle competitions jameslamb (2621)
- [docs] added link to kubeflow fairing and enhanced parallel guide StrikerRUS (2602)

🧰 Maintenance
- [ci] fix R CMD check issue 'unable to verify current time' jameslamb (3341)
- [R-package] [ci] Reduce manual effort for version updates jameslamb (3335)
- [R-package] update roles in DESCRIPTION jameslamb (3333)
- Add Logo to readme guolinke (3322)
- [ci] bump Xcode version at Travis StrikerRUS (3323)
- [ci][docs] update Doxygen link in docs StrikerRUS (3324)
- [R-package] remove blank lines and not-really-comments from .Rbuildignore jameslamb (3318)
- [ci][docs] explicitly recuire fresh versions of RTD stuff StrikerRUS (3315)
- [ci] Test 32-bit builds for R package jameslamb (3311)
- fix typo StrikerRUS (3309)
- [ci] fix flaky R CMD check test about library size jameslamb (3308)
- fix vc project guolinke (3304)
- simplify start_iteration param for predict in Python and some code cleanup for start_iteration StrikerRUS (3288)
- [python] try to use bundled distutils to setuptools during setup StrikerRUS (3294)
- [ci][python] fix sklearn FutureWarning about positional args StrikerRUS (3295)
- [ci][docs] fix current master failures for docs test StrikerRUS (3297)
- [R-package] suppress warning about empty 'compute' directory and fix Rtools installation jameslamb (3277)
- bump version for development guolinke (3281)
- [CI] fix R's installation guolinke (3279)
- [R-package] move all examples to dontrun() to fix R CMD CHECK notes jameslamb (3270)
- [R-package] add some R build files to gitignore jameslamb (3271)
- [tests][python][scikit-learn] New unit tests and maintenance a-wozniakowski (3253)
- [ci] run Travis and Azure Pipelines only for master branch StrikerRUS (3265)
- [R-package] allow R to pick between -fPIC and -fpic for CRAN package jameslamb (3261)
- [TYPO] DatasetLoader::ConstructFromSampleData lcsdavid (3258)
- remove unnecessary semicolon jameslamb (3260)
- [ci] partly remove macOS temp CI fix StrikerRUS (3251)
- [R-package] remove duplicated test jameslamb (3250)
- update gitignore to ignore files created by clion zhengruifeng (3248)
- [R-package] Add tests on lgb.check.eval, lgb.unloader, and lgb.encode.char jameslamb (3235)
- [ci] remove unnecessary R_CHECK_FORCE_SUGGESTS in CI scripts jameslamb (3240)
- typo fix guolinke (3239)
- [SWIG] removed commented code StrikerRUS (3233)
- [R-package] add test on importance types jameslamb (3231)
- [R-package] factor out {ggplot2} jameslamb (3224)
- add rules for tests/ in CODEOWNERS jameslamb (3226)
- [ci] bump R 4 version StrikerRUS (3225)
- [R-package] remove xlen_t in custom R-to-C++ interface jameslamb (3223)
- [R-package] remove unused Suggests dependencies jameslamb (3217)
- Remove extra semicolons AIshb (3215)
- [ci] [R-package] catch builds that have not updated docs jameslamb (3205)
- [ci] bump gcc version for macOS StrikerRUS (3208)
- Allow the minimal feature to 1 in column sampling guolinke (3197)
- [R-package] [ci] Fix MiKTeX downloads (fixes 3198) jameslamb (3199)
- [python][scikit-learn] new stacking tests and make number of features a property a-wozniakowski (3173)
- [R-package] fix R CMD check NOTE about leftover files jameslamb (3181)
- [ci][docs] added GitHub Actions badge and simplified condition in config StrikerRUS (3179)
- [R-package] [ci] cut nrounds in unit tests jameslamb (3169)
- [ci] update Boost version StrikerRUS (3175)
- [ci] Move R Windows CI to GitHub Actions jameslamb (3168)
- [ci] avoid VS warning for R builds StrikerRUS (3162)
- [ci][docs] temporarily pin Sphinx version StrikerRUS (3157)
- Revert "re-order includes (fixes 3132) (3133)" StrikerRUS (3153)
- [ci] make MiKTeX downloads more reliable jameslamb (3124)
- [ci] use GitHub Actions for R CI jobs (fixes 2353) jameslamb (3119)
- re-order includes (fixes 3132) jameslamb (3133)
- [ci] remove unused environment variable in CI setups jameslamb (3125)
- [R-package] move R source files into R-package, reduce duplication in build_r.R jameslamb (3087)
- [ci] fix add-apt-repository warning jameslamb (3104)
- [R-package] characterize all cmake messages jameslamb (3105)
- [R-package] [docs] replace build_r_site.R with pkgdown::build_site() jameslamb (3098)
- [ci] bump XCode version at Travis StrikerRUS (3097)
- [ci] avoid duplicate AppVeyor builds jameslamb (3096)
- [R-package] [ci] Fix CI timeouts for Mac builds on Travis (fixes 3091) jameslamb (3092)
- [R-package] fix warnings in tests jameslamb (3069)
- [R-package] [docs] remove devtools dependency for docs builds (fixes 3036) jameslamb (3072)
- [R-package] speed up installation with Visual Studio jameslamb (2965)
- Update CODEOWNERS rule about CMakeLists.txt jameslamb (3079)
- removed deprecated code StrikerRUS (3073)
- [R-package] added tests on LGBM_BoosterResetTrainingData_R jameslamb (3020)
- [python-package] Use set for OS check jameslamb (3059)
- typo fix guanqun (3055)
- [ci] fix flaky test StrikerRUS (3056)
- [docs] update ROCm link in docs StrikerRUS (3050)
- [R-package] [ci] Add Windows CI for R package (fixes 2335) jameslamb (2936)
- [python][tests] unused and missing imports jameslamb (3023)
- [R-package] added tests on LGBM_BoosterRollbackOneIter_R jameslamb (3006)
- [R-package] Added tests on LGBM_GetLastError_R jameslamb (3005)
- [R-package] Added tests on creating a Booster from a Dataset jameslamb (3007)
- [ci] minor CI scripts update StrikerRUS (3019)
- [R-package] [ci] added echoing of R CMD check logs to CI jameslamb (3009)
- [ci][docs] Fix RTD builds StrikerRUS (3015)
- [ci][docs] be compatible with Sphinx 3 StrikerRUS (3013)
- [ci] Changed use of strcpy to snprintf (fixes 1990) jameslamb (2973)
- [R-package] Updated package metadata in DESCRIPTION jameslamb (2993)
- [R-package] Removed unused constant in R_object_helper.h jameslamb (2994)
- Update CODEOWNERS StrikerRUS (2996)
- more cpp lints guolinke (2985)
- [python][ci] start to support Python 3.8 StrikerRUS (2713)
- [ci] fixed r-lintr version constraint StrikerRUS (2990)
- [R-package] Added unit tests on creating Booster from file or string jameslamb (2945)
- fix cpp lint in json11 guolinke (2975)
- [ci][docs] downgrade breathe StrikerRUS (2982)
- [docs] update URL in docs StrikerRUS (2978)
- [ci][docs] downdrage sphinx and fix LaTeX error in R-package tests StrikerRUS (2977)
- fixed cpplint errors about string& members jameslamb (2929)
- fixed cpplint errors StrikerRUS (2971)
- [ci] upgrade to R 3.6.3 in CI jameslamb (2969)
- replace built-in assert with own CHECK macro StrikerRUS (2938)
- Cleanup MissingType enum constants AlbertoEAF (2931)
- [ci] reduce duplication in Python Windows CI jameslamb (2962)
- [R-package] [ci] Add option to skip installation in build_r.R jameslamb (2957)
- [ci][docs] fixed broken link StrikerRUS (2956)
- [ci] changed CRAN mirror to fix failing installs jameslamb (2954)
- [R-package] [ci] added check on number of R CMD CHECK notes jameslamb (2942)
- changed sprintf uses to snprintf jameslamb (2920)
- [R-package] fixed some minor issues with testing on Windows jameslamb (2908)
- [R-package] added test on uncovered line of lgb.plot.importance() jameslamb (2903)
- [ci] fixed cpplint errors about namespace using-directives jameslamb (2927)
- [R-package] fixed NOTE about unrecognized global variable jameslamb (2928)
- [ci] fix VS project files StrikerRUS (2924)
- [R-package] [ci] added more linters jameslamb (2803)
- [R-package] removed duplicated code figuring out build_dir in install.libs.R jameslamb (2917)
- [R-package] added command to remove build/ dir in install.libs.R jameslamb (2909)
- fix release-drafter.yml guolinke (2895)
- [R-package] removed unnecessary flag in tests jameslamb (2910)
- fixed cpplint errors and disable warning only for VS StrikerRUS (2888)
- [R-package] cleaned up formatting in R C/C++ files jameslamb (2844)
- [R-package] Introduce R-specific control of lib_lightgbm jameslamb (2837)
- add more bots guolinke (2843)
- [ci] fixed cpplint warnings about braces jameslamb (2869)
- use specific checks in auto config StrikerRUS (2864)
- fix warnings in debug mode about that not all control paths return a value StrikerRUS (2866)
- fixed cpplint issues StrikerRUS (2863)
- [R-package] [ci] added tests on early_stopping jameslamb (2848)
- [docs] update link to MS MPI StrikerRUS (2861)
- [R-package] removed unused imports from R-specific lib_lightgbm components jameslamb (2845)
- [docs] Fix description according to markdownlint daikikatsuragawa (2865)
- [ci] fix R tests for macOS on Azure Pipelines StrikerRUS (2856)
- [R-package] added test on training with sparse features jameslamb (2847)
- introduced specific CHECKs StrikerRUS (2849)
- update lockbot StrikerRUS (2842)
- fixed cpplint error about namespace using-directives StrikerRUS (2836)
- Update BUG_REPORT.md guolinke (2833)
- Add lock bot guolinke (2815)
- No LinkTimeCodeGeneration in VS guolinke (2812)
- [ci] bump Azure image versions StrikerRUS (2822)
- [tests][python] fixed pandas deprecation warning in tests StrikerRUS (2819)
- replace std::runtime_error with Log::Fatal StrikerRUS (2816)
- Make timer thread-safe guolinke (2800)
- fixed cpplint issues StrikerRUS (2809)
- fix clang warning for GPU guolinke (2807)
- [R-package] [docker] Added ability to build LightGBM in an R container with different R versions jameslamb (2787)
- [docs] fixed broken links StrikerRUS (2795)
- some code refactoring guolinke (2769)
- fixed cpplint issues StrikerRUS (2771)
- [python] in sklearn wrapper pass cat features to Dataset constructor StrikerRUS (2763)
- fixed cpplint issues StrikerRUS (2756)
- Refactoring monotone constraints (linked to 2305) CharlesAuguste (2717)
- various minor style, docs and cpplint improvements StrikerRUS (2747)
- [ci] avoid Appveyor failures StrikerRUS (2753)
- warning for testing col-wise and row-wise guolinke (2727)
- no omp_set_nested guolinke (2734)
- [python][tests] fixed typo StrikerRUS (2732)
- removed AVX2 from VS config and reset PlatformToolset values back StrikerRUS (2731)
- [ci] swap compilers back for CI services StrikerRUS (2730)
- [python][R-package] removed duplicated code from language wrappers StrikerRUS (2606)
- [docs] fix RTD builds due to conda's problems StrikerRUS (2725)
- [ci] use raw strings in NuGet helper script StrikerRUS (2710)
- [R-package] moved parameter validations up earlier in function calls jameslamb (2663)
- [R-package] added test that Dataset$setinfo() converts 'group' input to integer jameslamb (2687)
- [R-package] added tests on lgb.plot.importance and clarified documentation jameslamb (2692)
- check _mm_prefetch in cmake guolinke (2694)
- [R-package] added tests on lgb.prepare function jameslamb (2685)
- [R-package] [ci] removed TODOs in code jameslamb (2667)
- [R-package] simplified lgb.check.eval() jameslamb (2654)
- [R-package] removed function lgb.check.params jameslamb (2652)
- [R-package] fixed typo for variable valid_contain_train jameslamb (2653)
- [ci] bump XCode version for Travis StrikerRUS (2646)
- fixed some cpplint issues StrikerRUS (2635)
- [R-package][ci] added CI stage for R package (fixes 2335, fixes 2569) jameslamb (2530)
- [docs] fixed broken link in docs StrikerRUS (2623)
- [python][R-package] warn users about untransformed values in case of custom obj StrikerRUS (2611)
- [docs] fixed broken link in docs StrikerRUS (2601)
- fix compile warning for HDFS version StrikerRUS (2586)
- bump version for development StrikerRUS (2599)

3.0.0rc1

Changes

💡 New Features

- [python] add return_cvbooster flag to cv func and publish _CVBooster (283,2105,1445) momijiame (3204)
- [R-package] make package installable with CRAN toolchain (fixes 2960) jameslamb (3188)
- feat: Change locking strategy of Booster, allow for share and unique locks JoanFM (2760)
- feature importance type in saved model file guolinke (3220)
- [R-package] Interface for interaction constraints btrotta (3136)
- adding sparse support to TreeSHAP in lightgbm imatiach-msft (3000)
- Adding static library option dpayne (3171)
- Interaction constraints btrotta (3126)
- [R-package] Add support for R 4.0 (fixes 3064, fixes 3024) jameslamb (3065)
- [python][scikit-learn] add new attribute for used number of features a-wozniakowski (3129)
- redirect log to python console guolinke (3090)
- Path smoothing btrotta (2950)
- [SWIG][mmlspark] allow allocating more than int max array imatiach-msft (2859)
- Support UTF-8 characters in feature name again henry0312 (2976)
- [python] Re-enable scikit-learn 0.22+ support StrikerRUS (2949)
- Pr3 monotone constraints splits penalization CharlesAuguste (2939)
- [R-package] adding routine registration in R package (fixes 1910) jameslamb (2911)
- [R-package] Use Rprintf for logging in the R package (fixes 1440, fixes 1909) jameslamb (2901)
- Improving monotone constraints ("Fast" method; linked to 2305, 2717) CharlesAuguste (2770)
- [python] handle RandomState object in Scikit-learn Api lpfann (2904)
- Debug flags guolinke (2825)
- added feature infos to JSON dump StrikerRUS (2660)
- Add capability to get possible max and min values for a model JoanFM (2737)
- Extremely randomized trees btrotta (2671)
- [python] add property: feature_name_ in lgb sklearn api zhangqibot (2740)
- Implementation of XE_NDCG_MART for the ranking task sbruch (2620)
- [python] Output model to a pandas DataFrame pford221 (2592)
- option to disable the shape checking in prediction. guolinke (2669)
- added feature importance to JSON dump StrikerRUS (2656)
- [python] allow to specify orientation of a tree StrikerRUS (2605)
- auc-mu btrotta (2567)
- [python] Allow python sklearn interface's fit() to pass init_model to train() aaiyer (2447)
- Add more debug logging to show data load progress. ashok-ponnuswami-msft (2587)

🔨 Breaking

- [Python] add start_iteration to python predict interface (3058) shiyu1994 (3272)
- [R-package] refactor and improvements to lgb.convert() functions (fixes 2678, 2681) jameslamb (3269)
- [R-package] deprecate lgb.prepare() and lgb.prepare2() jameslamb (3095)
- [R-package] Add version floor of R 3.5 (fixes 3212) jameslamb (3216)
- refactor LGBM_DatasetGetFeatureNames StrikerRUS (3022)
- Fix SWIG methods that return char** AlbertoEAF (2850)
- Code refactoring for ranking objective & Faster ndcg_xendcg guolinke (2801)
- decouple bagging with num_threads guolinke (2804)
- remove init-score parameter guolinke (2776)
- [python] [R-package] refine the parameters for Dataset guolinke (2594)
- Support both row-wise and col-wise multi-threading guolinke (2699)
- [ci] indicate support only for the last 3 macOS versions in wheel name StrikerRUS (2691)
- removed OpenMP ugly fix for Mojave StrikerRUS (2674)
- [python] specify the last supported version of scikit-learn StrikerRUS (2637)

🚀 Efficiency Improvement

- Feat/optimize single prediction AlbertoEAF (2992)
- Optimize the computation of the cross-entropy ranking loss sbruch (3080)
- Speed-up "Split" and some code refactorings guolinke (2883)
- speed up `FindBestThresholdFromHistogram` guolinke (2867)
- speed up for const hessian guolinke (2857)
- reduce the overhead of OMP_NUM_THREADS in training guolinke (2852)
- speed up multi-val bin subset for bagging guolinke (2827)
- speed up sub-feature in row-wise parallelism guolinke (2764)
- slightly reduce the cost of multi-val bin construct. guolinke (2728)
- more efficient sampling k from n guolinke (2693)
- support most frequent bin guolinke (2689)
- prefetch hint (1.3x speed-up) guolinke (2677)

🐛 Bug Fixes

- create buffer for gradients and hessians with goss and customized objective (fixes 3243) shiyu1994 (3263)
- update multi-class objective (softmax) guolinke (3256)
- Fast single row predict API v2 AlbertoEAF (3268)
- [R-package] fix early_stopping_round <= 0 jameslamb (3259)
- fix bug in CEGB when reset training data or config guolinke (3246)
- fix possible problem in getting number of columns from libsvm file. guolinke (3242)
- set num_threads of share_state (3151) shiyu1994 (3238)
- Upcast index to size_t in Refit jtilly (3228)
- [python][scikit-learn] Fixes a bug that prevented using multiple eval_metrics in LGBMClassifier gramirezespinoza (3222)
- [python] fix early_stopping_round = 0 guolinke (3211)
- Fix integer overflow in auc_mu (fixes 3201) btrotta (3209)
- Store the true split gain (without subtracting min_split_gain) in tree models (fix Issue 3054) shiyu1994 (3196)
- Fix bug with interaction constraints btrotta (3189)
- [R-package] [ci] update to R 4.0.2 for Windows CI jobs (fixes 3191) jameslamb (3193)
- fix str2double for `leaf_weights` guolinke (3148)
- fix error C3861: '_BitScanReverse': identifier not found StrikerRUS (3141)
- [R-package] fix best_score using custom evaluation (fixes 3112) jameslamb (3117)
- [R-package] Turn matrix to storage mode "double" mayer79 (3140)
- memory corruption fix for distributed data parallel version before SyncUpGlobalBestSplit imatiach-msft (3110)
- [R-package] fix issue where early stopping thinks higher MAPE is desirable (fixes 3099) jameslamb (3101)
- fix a bug when we set the default score guanqun (3114)
- fix MSVC warning about control paths (fixes 3067) jameslamb (3068)
- Fixed machine list parsing: s/find_first_of/find odimka (3108)
- fix refactoring bug in voting parallel guolinke (3089)
- fix goss with constant hessian guolinke (3077)
- [docs] update link to GitHub anchor conventions jameslamb (3085)
- fix goss bug guolinke (3063)
- [R-package] add conda dir for LIBR_CORE_LIBRARY (fixes 3045) jameslamb (3046)
- [R-package] CMake fixes to support MSVC jameslamb (2963)
- Fix loss computation in rank cross-entropy objective sbruch (3031)
- [R-package] fixed best_iter and best_score when training data is passed (fixes 2295, 2525) jameslamb (2961)
- [R-package] fix R examples and lgb.plot.interpretation() jameslamb (3002)
- Revert "Fix Booster read/write locale dependency (2891)" henry0312 (2980)
- [SWIG][mmlspark] fix seg fault in LGBM_BoosterGetEvalNamesSWIG imatiach-msft (2958)
- fix inf in json model dump StrikerRUS (2940)
- [R-package] fixed evaluation on valids in lightgbm() (fixes 2915) jameslamb (2916)
- Fix IsZero in tree.h AlbertoEAF (2932)
- [R-package] fixed handling of multiple evaluation metrics (fixes 2913) jameslamb (2914)
- Fix Booster read/write locale dependency AlbertoEAF (2891)
- [python] Fix continued train by reusing the same dataset guolinke (2906)
- [python] fix the bug when use different params with reference guolinke (2907)
- fix ResetConfig in FeatureHistogram guolinke (2882)
- fixed cpplint errors and VS project files StrikerRUS (2873)
- fix possible bug related num_threads guolinke (2876)
- [python] save all param values into model file StrikerRUS (2589)
- shrinkage to internal values guolinke (2853)
- fix bug in parallel learning guolinke (2851)
- don't save num_thread as possible guolinke (2839)
- fix bug for multi-val-bin construction guolinke (2841)
- fix forced split guolinke (2838)
- avoid most_freq_bin to be 0 in categorical features guolinke (2824)
- fix index and remove unused includes StrikerRUS (2829)
- support larger element size for multi-val bin guolinke (2817)
- fix random threshold for categorical features guolinke (2802)
- fix bug when nan bin is most freq bin guolinke (2811)
- Fix SingleRowPredictor::IsPredictorEqual comparison (invert) AlbertoEAF (2799)
- [R-package] Fixed R implementation of upper_bound() and lower_bound() for lgb.Booster jameslamb (2785)
- [R-package] fixed R Dataset aliases StrikerRUS (2775)
- fix max_depth in CEGB guolinke (2751)
- fix subset bug guolinke (2748)
- Config static initialization jcipar (2743)
- Preventing denormal leaf values jpkoponen (2724)
- [python][R-package][docs] fix support of XE_NDCG_MART obj in language wrappers and docs StrikerRUS (2726)
- add is_sparse back guolinke (2729)
- fix 2696 sh1ng (2700)
- [R-package] fixed sorting issues in lgb.cv() when using a model with observation weights (fixes 2572) jameslamb (2573)
- [python] fix trees_to_dataframe and enhance test StrikerRUS (2690)
- [python] [R-package] Use the same address when updated label/weight/query guolinke (2662)
- fix predict with header guolinke (2643)
- [python][sklearn] do not modify args in fit function and minor code cleanup StrikerRUS (2619)
- [python] Variable Typo: redictor -> predictor duckladydinh (2622)
- LightGBM would hang on MPI run if only some nodes have a fatal error. ashok-ponnuswami-msft (2600)

📖 Documentation

- [doc] better doc for `keep_training_booster` guolinke (3275)
- [docs] improve params docs StrikerRUS (3252)
- typo fix guanqun (3174)
- [docs] Improve some phrasing in the installation guide Lewington-pitsos (3214)
- [docs] document option to build a static library StrikerRUS (3190)
- [docs][scikit-learn] removed duplicated docstrings StrikerRUS (3164)
- [ci][docs] fix broken links StrikerRUS (3176)
- [R-package] [docs] fix warnings in pkgdown site building jameslamb (3086)
- [R-package] [docs] Removed outdated language about the R package jameslamb (3070)
- [docs] document one more workaround for CMake and MinGW build and fix typos StrikerRUS (3081)
- [docs] Document cmake+MinGW (fixes 3060) Laurae2 (3078)
- [docs] updated docs about output values StrikerRUS (3037)
- [docs] updated bug report template jameslamb (3032)
- [R-package] Remove lgbdl from docs until fix Laurae2 (3035)
- [R-package] [docs] remove unnecessary build in test coverage jameslamb (3004)
- [docs] update link to Julia wrapper StrikerRUS (3021)
- [docs] updated core team list StrikerRUS (3001)
- [R-package] [docs] Simplified examples to cut example run time (fixes 2988) jameslamb (2989)
- [docs] Add LightGBM Tuner by Optuna links to README.md Crissman (2893)
- [docs] add link to blog post about Optuna to Parameters-Tuning.rst Crissman (2896)
- [docs] update latest benchmark results guolinke (2887)
- [R-package] [docs] Added documentation on lgb.dl() and data.table version (fixes 2715) jameslamb (2846)
- fixed cpplint issues and updated docs StrikerRUS (2830)
- [docs] Added subsections into param list StrikerRUS (2779)
- Better documentation for Contributing guolinke (2781)
- [docs] fixed metric_freq param description StrikerRUS (2780)
- [docs] removed mentions of sparse_threshold StrikerRUS (2758)
- [R-package] clarified error messages and documentation for lgb.get.eval.result() jameslamb (2686)
- [R-package][docs] made roxygen2 tags explicit and cleaned up documentation jameslamb (2688)
- [R-package] Added instructions for generating R test coverage jameslamb (2664)
- [R-package] [docs] Added reference to unofficial R extensions (fixes 2640) jameslamb (2670)
- warning for init_score in save_binary guolinke (2649)
- [docs] provide link to m2cgen from convert_model_language param description StrikerRUS (2591)
- [docs] added link to cuML in external repos section of README StrikerRUS (2634)
- [docs] added search key words for artifacts StrikerRUS (2631)
- [docs] enhanced description of cat features param StrikerRUS (2627)
- [docs] updated records of kaggle competitions jameslamb (2621)
- [docs] added link to kubeflow fairing and enhanced parallel guide StrikerRUS (2602)

🧰 Maintenance
- [CI] fix R's installation guolinke (3279)
- [R-package] move all examples to dontrun() to fix R CMD CHECK notes jameslamb (3270)
- [R-package] add some R build files to gitignore jameslamb (3271)
- [tests][python][scikit-learn] New unit tests and maintenance a-wozniakowski (3253)
- [ci] run Travis and Azure Pipelines only for master branch StrikerRUS (3265)
- [R-package] allow R to pick between -fPIC and -fpic for CRAN package jameslamb (3261)
- [TYPO] DatasetLoader::ConstructFromSampleData lcsdavid (3258)
- remove unnecessary semicolon jameslamb (3260)
- [ci] partly remove macOS temp CI fix StrikerRUS (3251)
- [R-package] remove duplicated test jameslamb (3250)
- update gitignore to ignore files created by clion zhengruifeng (3248)
- [R-package] Add tests on lgb.check.eval, lgb.unloader, and lgb.encode.char jameslamb (3235)
- [ci] remove unnecessary R_CHECK_FORCE_SUGGESTS in CI scripts jameslamb (3240)
- typo fix guolinke (3239)
- [SWIG] removed commented code StrikerRUS (3233)
- [R-package] add test on importance types jameslamb (3231)
- [R-package] factor out {ggplot2} jameslamb (3224)
- add rules for tests/ in CODEOWNERS jameslamb (3226)
- [ci] bump R 4 version StrikerRUS (3225)
- [R-package] remove xlen_t in custom R-to-C++ interface jameslamb (3223)
- [R-package] remove unused Suggests dependencies jameslamb (3217)
- Remove extra semicolons AIshb (3215)
- [ci] [R-package] catch builds that have not updated docs jameslamb (3205)
- [ci] bump gcc version for macOS StrikerRUS (3208)
- Allow the minimal feature to 1 in column sampling guolinke (3197)
- [R-package] [ci] Fix MiKTeX downloads (fixes 3198) jameslamb (3199)
- [python][scikit-learn] new stacking tests and make number of features a property a-wozniakowski (3173)
- [R-package] fix R CMD check NOTE about leftover files jameslamb (3181)
- [ci][docs] added GitHub Actions badge and simplified condition in config StrikerRUS (3179)
- [R-package] [ci] cut nrounds in unit tests jameslamb (3169)
- [ci] update Boost version StrikerRUS (3175)
- [ci] Move R Windows CI to GitHub Actions jameslamb (3168)
- [ci] avoid VS warning for R builds StrikerRUS (3162)
- [ci][docs] temporarily pin Sphinx version StrikerRUS (3157)
- Revert "re-order includes (fixes 3132) (3133)" StrikerRUS (3153)
- [ci] make MiKTeX downloads more reliable jameslamb (3124)
- [ci] use GitHub Actions for R CI jobs (fixes 2353) jameslamb (3119)
- re-order includes (fixes 3132) jameslamb (3133)
- [ci] remove unused environment variable in CI setups jameslamb (3125)
- [R-package] move R source files into R-package, reduce duplication in build_r.R jameslamb (3087)
- [ci] fix add-apt-repository warning jameslamb (3104)
- [R-package] characterize all cmake messages jameslamb (3105)
- [R-package] [docs] replace build_r_site.R with pkgdown::build_site() jameslamb (3098)
- [ci] bump XCode version at Travis StrikerRUS (3097)
- [ci] avoid duplicate AppVeyor builds jameslamb (3096)
- [R-package] [ci] Fix CI timeouts for Mac builds on Travis (fixes 3091) jameslamb (3092)
- [R-package] fix warnings in tests jameslamb (3069)
- [R-package] [docs] remove devtools dependency for docs builds (fixes 3036) jameslamb (3072)
- [R-package] speed up installation with Visual Studio jameslamb (2965)
- Update CODEOWNERS rule about CMakeLists.txt jameslamb (3079)
- removed deprecated code StrikerRUS (3073)
- [R-package] added tests on LGBM_BoosterResetTrainingData_R jameslamb (3020)
- [python-package] Use set for OS check jameslamb (3059)
- typo fix guanqun (3055)
- [ci] fix flaky test StrikerRUS (3056)
- [docs] update ROCm link in docs StrikerRUS (3050)
- [R-package] [ci] Add Windows CI for R package (fixes 2335) jameslamb (2936)
- [python][tests] unused and missing imports jameslamb (3023)
- [R-package] added tests on LGBM_BoosterRollbackOneIter_R jameslamb (3006)
- [R-package] Added tests on LGBM_GetLastError_R jameslamb (3005)
- [R-package] Added tests on creating a Booster from a Dataset jameslamb (3007)
- [ci] minor CI scripts update StrikerRUS (3019)
- [R-package] [ci] added echoing of R CMD check logs to CI jameslamb (3009)
- [ci][docs] Fix RTD builds StrikerRUS (3015)
- [ci][docs] be compatible with Sphinx 3 StrikerRUS (3013)
- [ci] Changed use of strcpy to snprintf (fixes 1990) jameslamb (2973)
- [R-package] Updated package metadata in DESCRIPTION jameslamb (2993)
- [R-package] Removed unused constant in R_object_helper.h jameslamb (2994)
- Update CODEOWNERS StrikerRUS (2996)
- more cpp lints guolinke (2985)
- [python][ci] start to support Python 3.8 StrikerRUS (2713)
- [ci] fixed r-lintr version constraint StrikerRUS (2990)
- [R-package] Added unit tests on creating Booster from file or string jameslamb (2945)
- fix cpp lint in json11 guolinke (2975)
- [ci][docs] downgrade breathe StrikerRUS (2982)
- [docs] update URL in docs StrikerRUS (2978)
- [ci][docs] downdrage sphinx and fix LaTeX error in R-package tests StrikerRUS (2977)
- fixed cpplint errors about string& members jameslamb (2929)
- fixed cpplint errors StrikerRUS (2971)
- [ci] upgrade to R 3.6.3 in CI jameslamb (2969)
- replace built-in assert with own CHECK macro StrikerRUS (2938)
- Cleanup MissingType enum constants AlbertoEAF (2931)
- [ci] reduce duplication in Python Windows CI jameslamb (2962)
- [R-package] [ci] Add option to skip installation in build_r.R jameslamb (2957)
- [ci][docs] fixed broken link StrikerRUS (2956)
- [ci] changed CRAN mirror to fix failing installs jameslamb (2954)
- [R-package] [ci] added check on number of R CMD CHECK notes jameslamb (2942)
- changed sprintf uses to snprintf jameslamb (2920)
- [R-package] fixed some minor issues with testing on Windows jameslamb (2908)
- [R-package] added test on uncovered line of lgb.plot.importance() jameslamb (2903)
- [ci] fixed cpplint errors about namespace using-directives jameslamb (2927)
- [R-package] fixed NOTE about unrecognized global variable jameslamb (2928)
- [ci] fix VS project files StrikerRUS (2924)
- [R-package] [ci] added more linters jameslamb (2803)
- [R-package] removed duplicated code figuring out build_dir in install.libs.R jameslamb (2917)
- [R-package] added command to remove build/ dir in install.libs.R jameslamb (2909)
- fix release-drafter.yml guolinke (2895)
- [R-package] removed unnecessary flag in tests jameslamb (2910)
- fixed cpplint errors and disable warning only for VS StrikerRUS (2888)
- [R-package] cleaned up formatting in R C/C++ files jameslamb (2844)
- [R-package] Introduce R-specific control of lib_lightgbm jameslamb (2837)
- add more bots guolinke (2843)
- [ci] fixed cpplint warnings about braces jameslamb (2869)
- use specific checks in auto config StrikerRUS (2864)
- fix warnings in debug mode about that not all control paths return a value StrikerRUS (2866)
- fixed cpplint issues StrikerRUS (2863)
- [R-package] [ci] added tests on early_stopping jameslamb (2848)
- [docs] update link to MS MPI StrikerRUS (2861)
- [R-package] removed unused imports from R-specific lib_lightgbm components jameslamb (2845)
- [docs] Fix description according to markdownlint daikikatsuragawa (2865)
- [ci] fix R tests for macOS on Azure Pipelines StrikerRUS (2856)
- [R-package] added test on training with sparse features jameslamb (2847)
- introduced specific CHECKs StrikerRUS (2849)
- update lockbot StrikerRUS (2842)
- fixed cpplint error about namespace using-directives StrikerRUS (2836)
- Update BUG_REPORT.md guolinke (2833)
- Add lock bot guolinke (2815)
- No LinkTimeCodeGeneration in VS guolinke (2812)
- [ci] bump Azure image versions StrikerRUS (2822)
- [tests][python] fixed pandas deprecation warning in tests StrikerRUS (2819)
- replace std::runtime_error with Log::Fatal StrikerRUS (2816)
- Make timer thread-safe guolinke (2800)
- fixed cpplint issues StrikerRUS (2809)
- fix clang warning for GPU guolinke (2807)
- [R-package] [docker] Added ability to build LightGBM in an R container with different R versions jameslamb (2787)
- [docs] fixed broken links StrikerRUS (2795)
- some code refactoring guolinke (2769)
- fixed cpplint issues StrikerRUS (2771)
- [python] in sklearn wrapper pass cat features to Dataset constructor StrikerRUS (2763)
- fixed cpplint issues StrikerRUS (2756)
- Refactoring monotone constraints (linked to 2305) CharlesAuguste (2717)
- various minor style, docs and cpplint improvements StrikerRUS (2747)
- [ci] avoid Appveyor failures StrikerRUS (2753)
- warning for testing col-wise and row-wise guolinke (2727)
- no omp_set_nested guolinke (2734)
- [python][tests] fixed typo StrikerRUS (2732)
- removed AVX2 from VS config and reset PlatformToolset values back StrikerRUS (2731)
- [ci] swap compilers back for CI services StrikerRUS (2730)
- [python][R-package] removed duplicated code from language wrappers StrikerRUS (2606)
- [docs] fix RTD builds due to conda's problems StrikerRUS (2725)
- [ci] use raw strings in NuGet helper script StrikerRUS (2710)
- [R-package] moved parameter validations up earlier in function calls jameslamb (2663)
- [R-package] added test that Dataset$setinfo() converts 'group' input to integer jameslamb (2687)
- [R-package] added tests on lgb.plot.importance and clarified documentation jameslamb (2692)
- check _mm_prefetch in cmake guolinke (2694)
- [R-package] added tests on lgb.prepare function jameslamb (2685)
- [R-package] [ci] removed TODOs in code jameslamb (2667)
- [R-package] simplified lgb.check.eval() jameslamb (2654)
- [R-package] removed function lgb.check.params jameslamb (2652)
- [R-package] fixed typo for variable valid_contain_train jameslamb (2653)
- [ci] bump XCode version for Travis StrikerRUS (2646)
- fixed some cpplint issues StrikerRUS (2635)
- [R-package][ci] added CI stage for R package (fixes 2335, fixes 2569) jameslamb (2530)
- [docs] fixed broken link in docs StrikerRUS (2623)
- [python][R-package] warn users about untransformed values in case of custom obj StrikerRUS (2611)
- [docs] fixed broken link in docs StrikerRUS (2601)
- fix compile warning for HDFS version StrikerRUS (2586)
- bump version for development StrikerRUS (2599)

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