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Add support for lightgbm 4.2 #100

Merged
merged 3 commits into from
Dec 22, 2023
Merged

Add support for lightgbm 4.2 #100

merged 3 commits into from
Dec 22, 2023

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@pavelzw pavelzw commented Dec 21, 2023

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@pavelzw pavelzw added the dependencies Pull requests that update a dependency file label Dec 21, 2023
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github-actions bot commented Dec 21, 2023

(benchmark 7302231139 / attempt 1)
Base results / Our results / Change

Model Size Dump Time Load Time
sklearn rf 20M 23.4 MiB / 3.0 MiB / 7.67 x 0.01 s / 0.03 s / 2.42 x 0.01 s / 0.03 s / 2.97 x
sklearn rf 20M lzma 6.6 MiB / 2.0 MiB / 3.27 x 11.96 s / 1.14 s / 0.10 x 0.43 s / 0.16 s / 0.36 x
sklearn rf 200M 238.8 MiB / 30.8 MiB / 7.75 x 0.08 s / 0.22 s / 2.71 x 0.15 s / 0.32 s / 2.10 x
sklearn rf 200M lzma 48.0 MiB / 14.8 MiB / 3.24 x 92.74 s / 19.23 s / 0.21 x 3.34 s / 1.21 s / 0.36 x
sklearn rf 1G 1302.2 MiB / 168.0 MiB / 7.75 x 0.43 s / 1.21 s / 2.84 x 0.83 s / 1.49 s / 1.80 x
sklearn rf 1G lzma 260.5 MiB / 99.2 MiB / 2.63 x 481.15 s / 118.77 s / 0.25 x 16.68 s / 6.91 s / 0.41 x
sklearn gb 2M 2.5 MiB / 1.1 MiB / 2.16 x 0.03 s / 0.28 s / 10.93 x 0.03 s / 0.22 s / 6.95 x
sklearn gb 2M lzma 0.6 MiB / 0.2 MiB / 3.78 x 0.88 s / 0.39 s / 0.44 x 0.07 s / 0.23 s / 3.09 x
lgbm gbdt 2M 2.6 MiB / 1.0 MiB / 2.78 x 0.04 s / 0.17 s / 3.90 x 0.01 s / 0.09 s / 9.19 x
lgbm gbdt 2M lzma 0.9 MiB / 0.5 MiB / 1.90 x 1.29 s / 0.41 s / 0.32 x 0.06 s / 0.12 s / 1.91 x
lgbm gbdt 5M 5.3 MiB / 1.9 MiB / 2.81 x 0.09 s / 0.37 s / 4.23 x 0.02 s / 0.18 s / 9.44 x
lgbm gbdt 5M lzma 1.7 MiB / 0.8 MiB / 1.96 x 3.74 s / 0.88 s / 0.23 x 0.12 s / 0.23 s / 1.86 x
lgbm gbdt 20M 22.7 MiB / 7.6 MiB / 3.00 x 0.34 s / 1.48 s / 4.33 x 0.07 s / 0.75 s / 10.22 x
lgbm gbdt 20M lzma 6.3 MiB / 3.0 MiB / 2.09 x 21.09 s / 4.27 s / 0.20 x 0.49 s / 0.97 s / 1.96 x
lgbm gbdt 100M 101.1 MiB / 33.0 MiB / 3.06 x 1.60 s / 6.51 s / 4.07 x 0.33 s / 26.16 s / 80.42 x
lgbm gbdt 100M lzma 25.6 MiB / 10.6 MiB / 2.41 x 98.70 s / 22.18 s / 0.22 x 2.02 s / 3.95 s / 1.96 x
lgbm rf 10M 10.9 MiB / 3.2 MiB / 3.46 x 0.15 s / 0.40 s / 2.65 x 0.03 s / 0.28 s / 8.96 x
lgbm rf 10M lzma 0.7 MiB / 0.4 MiB / 1.86 x 1.89 s / 0.65 s / 0.34 x 0.09 s / 0.31 s / 3.50 x

@pavelzw pavelzw marked this pull request as ready for review December 22, 2023 17:11
@pavelzw pavelzw merged commit 12c30be into main Dec 22, 2023
19 checks passed
@pavelzw pavelzw deleted the lightgbm-42 branch December 22, 2023 17:11
@pavelzw pavelzw added the enhancement New feature or request label Dec 22, 2023
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