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Add support for scikit-learn 1.5 #125

Merged
merged 2 commits into from
May 23, 2024
Merged

Add support for scikit-learn 1.5 #125

merged 2 commits into from
May 23, 2024

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pavelzw
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@pavelzw pavelzw commented May 23, 2024

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@pavelzw pavelzw added the enhancement New feature or request label May 23, 2024
@pavelzw pavelzw merged commit 6d2d31e into main May 23, 2024
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@pavelzw pavelzw deleted the sklearn-15 branch May 23, 2024 19:12
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(benchmark 9213496979 / 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 / 3.00 x 0.01 s / 0.03 s / 3.15 x
sklearn rf 20M lzma 6.5 MiB / 2.0 MiB / 3.22 x 9.91 s / 0.86 s / 0.09 x 0.40 s / 0.18 s / 0.45 x
sklearn rf 200M 238.8 MiB / 30.8 MiB / 7.75 x 0.07 s / 0.22 s / 3.13 x 0.14 s / 0.32 s / 2.37 x
sklearn rf 200M lzma 48.8 MiB / 14.8 MiB / 3.29 x 74.73 s / 14.22 s / 0.19 x 3.16 s / 1.16 s / 0.37 x
sklearn rf 1G 1302.2 MiB / 168.0 MiB / 7.75 x 0.38 s / 1.14 s / 3.01 x 0.79 s / 1.51 s / 1.91 x
sklearn rf 1G lzma 263.4 MiB / 99.1 MiB / 2.66 x 392.65 s / 86.15 s / 0.22 x 15.93 s / 6.77 s / 0.43 x
sklearn gb 2M 2.5 MiB / 1.2 MiB / 2.15 x 0.02 s / 0.21 s / 8.66 x 0.06 s / 0.25 s / 4.43 x
sklearn gb 2M lzma 0.6 MiB / 0.2 MiB / 3.77 x 0.78 s / 0.38 s / 0.48 x 0.07 s / 0.22 s / 3.31 x
lgbm gbdt 2M 2.6 MiB / 1.0 MiB / 2.78 x 0.04 s / 0.17 s / 4.07 x 0.01 s / 0.08 s / 9.16 x
lgbm gbdt 2M lzma 0.9 MiB / 0.5 MiB / 1.90 x 0.95 s / 0.35 s / 0.37 x 0.06 s / 0.11 s / 1.94 x
lgbm gbdt 5M 5.3 MiB / 1.9 MiB / 2.81 x 0.11 s / 0.33 s / 3.13 x 0.02 s / 0.17 s / 9.81 x
lgbm gbdt 5M lzma 1.7 MiB / 0.8 MiB / 1.96 x 2.48 s / 0.77 s / 0.31 x 0.11 s / 0.22 s / 2.08 x
lgbm gbdt 20M 22.7 MiB / 7.6 MiB / 3.00 x 0.35 s / 1.40 s / 4.02 x 0.07 s / 0.72 s / 10.23 x
lgbm gbdt 20M lzma 6.3 MiB / 3.0 MiB / 2.09 x 13.84 s / 3.50 s / 0.25 x 0.41 s / 0.89 s / 2.17 x
lgbm gbdt 100M 101.1 MiB / 33.0 MiB / 3.06 x 1.52 s / 6.34 s / 4.19 x 0.29 s / 44.68 s / 152.66 x
lgbm gbdt 100M lzma 25.6 MiB / 10.6 MiB / 2.41 x 64.96 s / 17.69 s / 0.27 x 1.64 s / 3.76 s / 2.29 x
lgbm rf 10M 10.9 MiB / 3.2 MiB / 3.46 x 0.15 s / 0.40 s / 2.73 x 0.03 s / 0.28 s / 9.52 x
lgbm rf 10M lzma 0.7 MiB / 0.4 MiB / 1.86 x 1.23 s / 0.58 s / 0.47 x 0.08 s / 0.29 s / 3.54 x

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