Xgb vs Lgb Benchmarks
February 2017 Edition
February 2017 Edition
b4d97d3
-O2 -mtune=core2
-O3 -funroll-loops -march=native
-O3 -funroll-loops -march=native -ffast-math
+ -Wl,-O1 -O3 -Wl,-ffast-math
on linkerea6bc0a
(v1) and 1bf7bbd
(v2)-O2 -mtune=core2
-O3 -march=native
-O3 -march=native -ffast-math
+ -Wl,-O1 -O3 -Wl,-ffast-math
on linker-O2 -march=native
-Os
dmlc/xgboost@b4d97d3
(Pull Request 2045, Feb 20 2017) ordevtools::install_github("Laurae2/ez_xgb/R-package@2017-02-15-v1", force = TRUE)
devtools::install_github("Microsoft/LightGBM@v1@ea6bc0a", subdir = "R-package", force = TRUE)
devtools::install_github("Microsoft/LightGBM@1bf7bbd", subdir = "R-package", force = TRUE)
devtools::install_github("Laurae2/LightGBM@7514fde", subdir = "R-package", force = TRUE)
(or make an installation using https://github.com/Microsoft/LightGBM/pull/448Leaves Hyperparameters:
Depth Hyperparameters:
Pruning Hyperparameters:
Sampling Hyperparameters:
Leaves Hyperparameters:
Depth Hyperparameters:
Pruning Hyperparameters:
Sampling Hyperparameters:
Use the Metric Performance Analysis if you expect to compare AUC metric data. LightGBM is not reproducible when Stochastic.
Check interactively on Tableau Public:
https://public.tableau.com/views/gbt_benchmarks/AUC-Data?:showVizHome=no
Provided dynamic and interactive filters:
Use the Master Analysis if you expect all data at the same time.
Check interactively on Tableau Public:
https://public.tableau.com/views/gbt_benchmarks/Master-Data?:showVizHome=no
Provided dynamic and interactive filters:
Use the Disaggregated Data Analysis if you want fully detailed results.
Check interactively on Tableau Public:
Provided dynamic and interactive filters:
Leaves Hyperparameters:
Leaves Hyperparameters:
Use the Leaves Analysis if you expect only Leaves data to show up.
Check interactively on Tableau Public:
https://public.tableau.com/views/gbt_benchmarks/Leaves-Data?:showVizHome=no
Provided dynamic and interactive filters:
Depth Hyperparameters:
Depth Hyperparameters:
Use the Depth Analysis if you expect only Depth data to show up.
Check interactively on Tableau Public:
https://public.tableau.com/views/gbt_benchmarks/Depth-Data?:showVizHome=no
Provided dynamic and interactive filters:
Pruning Hyperparameters:
Pruning Hyperparameters:
Use the Pruning Analysis if you expect only Pruning data to show up.
Check interactively on Tableau Public:
https://public.tableau.com/views/gbt_benchmarks/Pruning-Data?:showVizHome=no
Provided dynamic and interactive filters:
Sampling Hyperparameters:
Sampling Hyperparameters:
Use the Sampling Analysis if you expect only Sampling data to show up.
Check interactively on Tableau Public:
https://public.tableau.com/views/gbt_benchmarks/Sampling-Data?:showVizHome=no
Provided dynamic and interactive filters: