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Table/List of Key Modifications of LightGBM

The list includes the commits where the major feature added is considered working with the least amount of flaws. This is useful if you are trying to get a specific commit, such as the first properly working commit for categorical support.

Modification Table

Date Commit Type Description
02/09/2017 574d780 Docs Readme Badges (Pull Request 878)
14/08/2017 1b8910b Feature SHAP Feature Importance (Pull Request 825)
02/08/2017 f2bec2b Feature Improved categorical feature support (Pull Request 762)
30/07/2017 00cb04a Feature Better missing value handle (Pull Request 747)
13/07/2017 3421bc6 Feature Automatic Compiler for R-package compilation (Pull Request 664)
10/07/2017 ce999b7 Feature Random Forest mode (Pull Request 678)
22/06/2017 d862b3e CIntegration Travis OSX Support (Pull Request 642)
20/06/2017 80c641c Release Python pip package (Pull Request 635)
18/06/2017 4d2aa84 CIntegration AppVeyor Support (Pull Request 634)
06/06/2017 2c9ce59 Release R-package version 0.2 (Pull Request 592)
05/06/2017 f98d75f Feature Use custom compiler for R-package (Pull Request 584)
29/05/2017 993bbd5 Parameter Early Stopping for predictions (Pull Request 559)
26/05/2017 3abff37 Feature Parameter to disable missing values (Commit)
21/05/2017 4cf9376 Feature Limitation of threads for dataset construction (Commit)
15/05/2017 e984b0d Feature Support for missing values (Pull Request 516)
14/05/2017 358553d Docs Interactive External Website (Pull Request 511)
04/05/2017 ca30b8c Docs Read The Docs (Pull Request 489)
28/04/2017 8a19834 Feature If-Then-Else C++ Trees Generation (Pull Request 469)
18/04/2017 7339ed6 Feature Whitespaces Removed from Features support (Pull Request 426)
14/04/2017 9224a9d Release GPU support (Pull Request 415)
With original (0bb4a82 on 09/04/2017, Pull Request 368)
13/04/2017 ab55910 Feature Speed Improvements for Prediction (Pull Request 404)
06/04/2017 bfb0217 Feature Objective Transformations to the Objective (Pull Request 383)
05/04/2017 d4c4d9a Feature Regression Speed Improvements (Pull Request 381)
03/04/2017 b6c973a Feature Unloading Memory Fix support for R-package (Pull Request 378)
17/03/2017 06a915a Feature RDS support for R pacakge (Pull Request 347)
10/03/2017 b7e5f07 Feature Support Self-Contained R-package (Pull Request 340)
02/03/2017 4d6ff28 Feature Feature Contribution Plot for R-package (Pull Request 330)
01/03/2017 166421e Feature Feature Importance Plot for R-package (Pull Request 328)
27/02/2017 fddb52f Feature Feature Contribution for R-package (Pull Request 323)
20/02/2017 10212b5 Release v2 (Pull Request 300)
12/02/2017 ea6bc0a Release v1 (Pull Request 290)
02/02/2017 8c8ed6c Feature Docker support (Pull Request 275)
30/01/2017 4f3e9d8 Feature Poisson Objective support (Pull Request 270)
28/01/2017 5856554 Feature Plot Metric support for Python-package (Pull Request 266)
25/01/2017 8980fc7 Feature Plot Tree support for Python-package (Pull Request 262)
With original (fafbcb3 on 25/01/2017, Pull Request 258)
20/01/2017 abaefb5 Feature Feature Importance Plot for Python-package (Pull Request 237)
16/01/2017 a2ae838 Feature Categorical Feature support for R-package (Pull Request 229)
16/01/2017 57d5527 Feature Pandas Categorical support for Python-package (Pull Request 193)
With original (a2ae838 on 12/01/2017, Pull Request 193)
10/01/2017 fb732c3 Feature Fair Loss Objective support (Pull Request 180)
09/01/2017 27d3eb3 Feature Huber Loss Objective support (Pull Request 178)
With original (a87af87 on 09/01/2017, Pull Request 174)
09/01/2017 9b2558d Feature devtools R Installation support (Pull Request 177)
09/01/2017 6219df7 Feature L1 Loss Objective support (Pull Request 175)
08/01/2017 551d59c Release R support (Pull Request 168)
05/01/2017 96d08f4 Feature PMML support (Pull Request 153)
01/01/2017 a034cee Feature Pickle support for Python-package (Pull Request 151)
26/12/2016 96cba41 Parameter DART xgboost support (Pull Request 139)
19/12/2016 99b483d Parameter Learning Rate in DART support (Pull Request 133)
01/12/2016 16d1853 Release Python support (Pull Request 94)
11/11/2016 98be7e3 Feature DART booster support (Pull Request 67)
08/11/2016 785398a Parameter L1 Regularization, L2 Regularization, Minimum Gain to Split support (Pull Request 69)
05/11/2016 1466f90 Release Categorical Feature support (Pull Request 108)
01/11/2016 aa796a8 Feature Multiclass classification support (Pull Request 53)
28/10/2016 c45d1d9 Feature Feature Importance support (Pull Request 42)
25/10/2016 a6a75fe Parameter Maximum Depth support (Pull Request 35)
24/10/2016 9fe0dea Parameter Leaf Index Prediction support (Pull Request 30)
21/10/2016 7aaba32 Parameter Early Stopping support (Pull Request 27)
With original (7d4b6d4 on 20/10/2017, Pull Request 21)
17/10/2016 65ddd85 Release LightGBM compilable (Commit)

Modification List