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Use CUDA math wheels #5966

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KyleFromNVIDIA
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@KyleFromNVIDIA KyleFromNVIDIA commented Jul 16, 2024

Use CUDA math wheels to reduce wheel size by not statically linking CUDA math libraries.

Contributes to rapidsai/build-planning#35

@KyleFromNVIDIA KyleFromNVIDIA added 5 - DO NOT MERGE Hold off on merging; see PR for details improvement Improvement / enhancement to an existing function non-breaking Non-breaking change labels Jul 16, 2024
@KyleFromNVIDIA KyleFromNVIDIA requested review from a team as code owners July 16, 2024 15:42
@github-actions github-actions bot added Cython / Python Cython or Python issue CMake ci labels Jul 16, 2024
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I have some questions for discussion / gaining understanding.

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I have no reservations about this approach, aside from the open question on DLFW rpath modifications, so I’m approving. Before we merge we should figure out what timeline we want to use to roll this out across RAPIDS. 24.08? 24.10?

@KyleFromNVIDIA
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Given that 24.08 is now in burndown, I'm not sure it makes sense to make a large sweeping change like this so late, but I'm open to counter-arguments.

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Given that 24.08 is now in burndown, I'm not sure it makes sense to make a large sweeping change like this so late, but I'm open to counter-arguments.

I agree. I think we are going to need to push wheel improvements to 24.10

@KyleFromNVIDIA KyleFromNVIDIA requested a review from a team as a code owner August 12, 2024 14:20
@KyleFromNVIDIA KyleFromNVIDIA changed the base branch from branch-24.08 to branch-24.10 August 12, 2024 14:20
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Can you update the PR title and description to reflect the current state (remove DO NOT MERGE etc)? This approach looks solid to me now.

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@KyleFromNVIDIA KyleFromNVIDIA changed the title [DO NOT MERGE] Experiment with dynamic CUDA libraries Use CUDA math wheels Aug 15, 2024
@KyleFromNVIDIA KyleFromNVIDIA removed the 5 - DO NOT MERGE Hold off on merging; see PR for details label Aug 15, 2024
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@KyleFromNVIDIA This is pretty clean now. Can you do a little writeup on the effect this PR has on wheel sizes, wheel file contents, and build times?

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Comparing against 990db71 with Python 3.11, CUDA 12, x86_64...

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Build Time: 10:41
Wheel Size: 1.29GB
Contents:

Archive:  cuml_cu12-24.10.0a34-cp311-cp311-manylinux_2_28_x86_64.whl
  Length      Date    Time    Name
---------  ---------- -----   ----
        0  2024-08-09 16:50   cuml/
        0  2024-08-09 16:50   cuml_cu12-24.10.0a34.dist-info/
        0  2024-08-09 16:50   cuml_cu12.libs/
        0  2024-08-09 16:50   cuml/pipeline/
        0  2024-08-09 16:50   cuml/svm/
        0  2024-08-09 16:50   cuml/ensemble/
        0  2024-08-09 16:50   cuml/cluster/
        0  2024-08-09 16:50   cuml/comm/
        0  2024-08-09 16:50   cuml/common/
        0  2024-08-09 16:50   cuml/model_selection/
        0  2024-08-09 16:50   cuml/manifold/
        0  2024-08-09 16:50   cuml/decomposition/
        0  2024-08-09 16:50   cuml/random_projection/
        0  2024-08-09 16:50   cuml/explainer/
        0  2024-08-09 16:50   cuml/dask/
        0  2024-08-09 16:50   cuml/preprocessing/
        0  2024-08-09 16:50   cuml/kernel_ridge/
        0  2024-08-09 16:50   cuml/linear_model/
        0  2024-08-09 16:50   cuml/fil/
        0  2024-08-09 16:50   cuml/experimental/
        0  2024-08-09 16:50   cuml/prims/
        0  2024-08-09 16:50   cuml/naive_bayes/
        0  2024-08-09 16:50   cuml/thirdparty_adapters/
        0  2024-08-09 16:50   cuml/multiclass/
        0  2024-08-09 16:50   cuml/solvers/
        0  2024-08-09 16:50   cuml/compose/
        0  2024-08-09 16:50   cuml/testing/
        0  2024-08-09 16:50   cuml/internals/
        0  2024-08-09 16:50   cuml/datasets/
        0  2024-08-09 16:50   cuml/neighbors/
        0  2024-08-09 16:50   cuml/benchmark/
        0  2024-08-09 16:50   cuml/metrics/
        0  2024-08-09 16:50   cuml/tsa/
        0  2024-08-09 16:50   cuml/feature_extraction/
        0  2024-08-09 16:50   cuml/_thirdparty/
      928  2024-08-09 16:50   cuml/_version.py
     5544  2024-08-09 16:50   cuml/__init__.py
       41  2024-08-09 16:50   cuml/GIT_COMMIT
       11  2024-08-09 16:50   cuml/VERSION
1931513097  2024-08-09 16:50   cuml/libcuml++.so
     1350  2024-08-09 16:50   cuml/pipeline/__init__.py
   624489  2024-08-09 16:50   cuml/svm/svm_base.cpython-311-x86_64-linux-gnu.so
    28743  2024-08-09 16:50   cuml/svm/svc.pyx
      739  2024-08-09 16:50   cuml/svm/__init__.py
    26932  2024-08-09 16:50   cuml/svm/svm_base.pyx
    25632  2024-08-09 16:50   cuml/svm/linear.pyx
     7311  2024-08-09 16:50   cuml/svm/linear_svr.py
   705713  2024-08-09 16:50   cuml/svm/svc.cpython-311-x86_64-linux-gnu.so
   534777  2024-08-09 16:50   cuml/svm/svr.cpython-311-x86_64-linux-gnu.so
     1212  2024-08-09 16:50   cuml/svm/CMakeLists.txt
     9040  2024-08-09 16:50   cuml/svm/linear_svc.py
  1464225  2024-08-09 16:50   cuml/svm/linear.cpython-311-x86_64-linux-gnu.so
    13640  2024-08-09 16:50   cuml/svm/svr.pyx
      849  2024-08-09 16:50   cuml/ensemble/__init__.py
   668433  2024-08-09 16:50   cuml/ensemble/randomforestregressor.cpython-311-x86_64-linux-gnu.so
     3419  2024-08-09 16:50   cuml/ensemble/randomforest_shared.pxd
   760761  2024-08-09 16:50   cuml/ensemble/randomforest_shared.cpython-311-x86_64-linux-gnu.so
    30073  2024-08-09 16:50   cuml/ensemble/randomforestregressor.pyx
    20736  2024-08-09 16:50   cuml/ensemble/randomforest_common.pyx
    33934  2024-08-09 16:50   cuml/ensemble/randomforestclassifier.pyx
   651105  2024-08-09 16:50   cuml/ensemble/randomforest_common.cpython-311-x86_64-linux-gnu.so
     1475  2024-08-09 16:50   cuml/ensemble/CMakeLists.txt
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     4336  2024-08-09 16:50   cuml/ensemble/randomforest_shared.pyx
        0  2024-08-09 16:50   cuml/cluster/cpp/
        0  2024-08-09 16:50   cuml/cluster/hdbscan/
    10810  2024-08-09 16:50   cuml/cluster/agglomerative.pyx
     1062  2024-08-09 16:50   cuml/cluster/__init__.py
   565289  2024-08-09 16:50   cuml/cluster/kmeans_mg.cpython-311-x86_64-linux-gnu.so
     1226  2024-08-09 16:50   cuml/cluster/kmeans_utils.pxd
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     8170  2024-08-09 16:50   cuml/cluster/kmeans_mg.pyx
     1973  2024-08-09 16:50   cuml/cluster/dbscan_mg.pyx
    68361  2024-08-09 16:50   cuml/cluster/dbscan_mg.cpython-311-x86_64-linux-gnu.so
     1283  2024-08-09 16:50   cuml/cluster/CMakeLists.txt
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     6231  2024-08-09 16:50   cuml/cluster/cpp/kmeans.pxd
        0  2024-08-09 16:50   cuml/cluster/cpp/__init__.py
        0  2024-08-09 16:50   cuml/cluster/cpp/__init__.pxd
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    19031  2024-08-09 16:50   cuml/cluster/hdbscan/prediction.pyx
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     1112  2024-08-09 16:50   cuml/cluster/hdbscan/CMakeLists.txt
        0  2024-08-09 16:50   cuml/comm/__init__.py
     2556  2024-08-09 16:50   cuml/comm/serialize.py
      877  2024-08-09 16:50   cuml/common/pointer_utils.pyx
     9538  2024-08-09 16:50   cuml/common/sparsefuncs.py
     7186  2024-08-09 16:50   cuml/common/opg_data_utils_mg.pyx
      705  2024-08-09 16:50   cuml/common/handle.pyx
     2416  2024-08-09 16:50   cuml/common/__init__.py
     1891  2024-08-09 16:50   cuml/common/opg_data_utils_mg.pxd
    30801  2024-08-09 16:50   cuml/common/handle.cpython-311-x86_64-linux-gnu.so
     4988  2024-08-09 16:50   cuml/common/array_descriptor.py
     2582  2024-08-09 16:50   cuml/common/cuda.pyx
    16808  2024-08-09 16:50   cuml/common/doc_utils.py
      950  2024-08-09 16:50   cuml/common/rng_state.pxd
      850  2024-08-09 16:50   cuml/common/exceptions.py
   791369  2024-08-09 16:50   cuml/common/cuda.cpython-311-x86_64-linux-gnu.so
     3668  2024-08-09 16:50   cuml/common/kernel_utils.py
     1182  2024-08-09 16:50   cuml/common/sparse_utils.py
     1046  2024-08-09 16:50   cuml/common/timing_utils.py
     1437  2024-08-09 16:50   cuml/common/CMakeLists.txt
   135169  2024-08-09 16:50   cuml/common/opg_data_utils_mg.cpython-311-x86_64-linux-gnu.so
   770817  2024-08-09 16:50   cuml/common/pointer_utils.cpython-311-x86_64-linux-gnu.so
     1244  2024-08-09 16:50   cuml/common/device_selection.py
     1523  2024-08-09 16:50   cuml/common/numba_utils.py
     1136  2024-08-09 16:50   cuml/common/cuda.pxd
     1316  2024-08-09 16:50   cuml/model_selection/__init__.py
    17921  2024-08-09 16:50   cuml/model_selection/_split.py
   675569  2024-08-09 16:50   cuml/manifold/umap.cpython-311-x86_64-linux-gnu.so
  1303081  2024-08-09 16:50   cuml/manifold/umap_utils.cpython-311-x86_64-linux-gnu.so
     3253  2024-08-09 16:50   cuml/manifold/umap_utils.pxd
  1265401  2024-08-09 16:50   cuml/manifold/simpl_set.cpython-311-x86_64-linux-gnu.so
      758  2024-08-09 16:50   cuml/manifold/__init__.py
   595457  2024-08-09 16:50   cuml/manifold/t_sne.cpython-311-x86_64-linux-gnu.so
    39607  2024-08-09 16:50   cuml/manifold/umap.pyx
     6636  2024-08-09 16:50   cuml/manifold/umap_utils.pyx
    29104  2024-08-09 16:50   cuml/manifold/t_sne.pyx
     1187  2024-08-09 16:50   cuml/manifold/CMakeLists.txt
    15542  2024-08-09 16:50   cuml/manifold/simpl_set.pyx
   544577  2024-08-09 16:50   cuml/decomposition/tsvd_mg.cpython-311-x86_64-linux-gnu.so
    25111  2024-08-09 16:50   cuml/decomposition/incremental_pca.py
   720793  2024-08-09 16:50   cuml/decomposition/pca.cpython-311-x86_64-linux-gnu.so
    30662  2024-08-09 16:50   cuml/decomposition/pca.pyx
     4930  2024-08-09 16:50   cuml/decomposition/tsvd_mg.pyx
      743  2024-08-09 16:50   cuml/decomposition/__init__.py
   618689  2024-08-09 16:50   cuml/decomposition/tsvd.cpython-311-x86_64-linux-gnu.so
     4871  2024-08-09 16:50   cuml/decomposition/pca_mg.pyx
     4409  2024-08-09 16:50   cuml/decomposition/base_mg.pyx
   552849  2024-08-09 16:50   cuml/decomposition/pca_mg.cpython-311-x86_64-linux-gnu.so
     1192  2024-08-09 16:50   cuml/decomposition/CMakeLists.txt
     1118  2024-08-09 16:50   cuml/decomposition/utils_mg.pxd
    20691  2024-08-09 16:50   cuml/decomposition/tsvd.pyx
     1271  2024-08-09 16:50   cuml/decomposition/utils.pxd
   109665  2024-08-09 16:50   cuml/decomposition/base_mg.cpython-311-x86_64-linux-gnu.so
  1294961  2024-08-09 16:50   cuml/random_projection/random_projection.cpython-311-x86_64-linux-gnu.so
      844  2024-08-09 16:50   cuml/random_projection/__init__.py
    21800  2024-08-09 16:50   cuml/random_projection/random_projection.pyx
     1022  2024-08-09 16:50   cuml/random_projection/CMakeLists.txt
   235529  2024-08-09 16:50   cuml/explainer/tree_shap.cpython-311-x86_64-linux-gnu.so
    16546  2024-08-09 16:50   cuml/explainer/tree_shap.pyx
     5187  2024-08-09 16:50   cuml/explainer/common.py
      821  2024-08-09 16:50   cuml/explainer/__init__.py
    15782  2024-08-09 16:50   cuml/explainer/base.pyx
   752809  2024-08-09 16:50   cuml/explainer/kernel_shap.cpython-311-x86_64-linux-gnu.so
   602089  2024-08-09 16:50   cuml/explainer/permutation_shap.cpython-311-x86_64-linux-gnu.so
     4018  2024-08-09 16:50   cuml/explainer/sampling.py
   622441  2024-08-09 16:50   cuml/explainer/base.cpython-311-x86_64-linux-gnu.so
    25400  2024-08-09 16:50   cuml/explainer/kernel_shap.pyx
    14628  2024-08-09 16:50   cuml/explainer/permutation_shap.pyx
     1365  2024-08-09 16:50   cuml/explainer/CMakeLists.txt
        0  2024-08-09 16:50   cuml/dask/ensemble/
        0  2024-08-09 16:50   cuml/dask/cluster/
        0  2024-08-09 16:50   cuml/dask/common/
        0  2024-08-09 16:50   cuml/dask/manifold/
        0  2024-08-09 16:50   cuml/dask/decomposition/
        0  2024-08-09 16:50   cuml/dask/preprocessing/
        0  2024-08-09 16:50   cuml/dask/linear_model/
        0  2024-08-09 16:50   cuml/dask/naive_bayes/
        0  2024-08-09 16:50   cuml/dask/solvers/
        0  2024-08-09 16:50   cuml/dask/extended/
        0  2024-08-09 16:50   cuml/dask/datasets/
        0  2024-08-09 16:50   cuml/dask/neighbors/
        0  2024-08-09 16:50   cuml/dask/metrics/
        0  2024-08-09 16:50   cuml/dask/feature_extraction/
     1383  2024-08-09 16:50   cuml/dask/__init__.py
    23235  2024-08-09 16:50   cuml/dask/ensemble/randomforestclassifier.py
      959  2024-08-09 16:50   cuml/dask/ensemble/__init__.py
    18181  2024-08-09 16:50   cuml/dask/ensemble/randomforestregressor.py
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      686  2024-08-09 16:50   cuml/dask/cluster/__init__.py
     6410  2024-08-09 16:50   cuml/dask/cluster/dbscan.py
    10539  2024-08-09 16:50   cuml/dask/cluster/kmeans.py
     1184  2024-08-09 16:50   cuml/dask/common/__init__.py
     5605  2024-08-09 16:50   cuml/dask/common/part_utils.py
     8786  2024-08-09 16:50   cuml/dask/common/input_utils.py
     2453  2024-08-09 16:50   cuml/dask/common/dask_df_utils.py
     6387  2024-08-09 16:50   cuml/dask/common/dask_arr_utils.py
     3768  2024-08-09 16:50   cuml/dask/common/func.py
     8193  2024-08-09 16:50   cuml/dask/common/utils.py
    16661  2024-08-09 16:50   cuml/dask/common/base.py
      850  2024-08-09 16:50   cuml/dask/manifold/__init__.py
     4687  2024-08-09 16:50   cuml/dask/manifold/umap.py
     6050  2024-08-09 16:50   cuml/dask/decomposition/tsvd.py
     7868  2024-08-09 16:50   cuml/dask/decomposition/pca.py
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     4263  2024-08-09 16:50   cuml/dask/decomposition/base.py
      890  2024-08-09 16:50   cuml/dask/preprocessing/__init__.py
     7067  2024-08-09 16:50   cuml/dask/preprocessing/label.py
     7741  2024-08-09 16:50   cuml/dask/preprocessing/LabelEncoder.py
    10141  2024-08-09 16:50   cuml/dask/preprocessing/encoders.py
     1100  2024-08-09 16:50   cuml/dask/linear_model/__init__.py
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     4432  2024-08-09 16:50   cuml/dask/linear_model/linear_regression.py
     4741  2024-08-09 16:50   cuml/dask/linear_model/ridge.py
     4314  2024-08-09 16:50   cuml/dask/linear_model/lasso.py
      687  2024-08-09 16:50   cuml/dask/naive_bayes/__init__.py
     7890  2024-08-09 16:50   cuml/dask/naive_bayes/naive_bayes.py
     2712  2024-08-09 16:50   cuml/dask/solvers/cd.py
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        0  2024-08-09 16:50   cuml/dask/extended/linear_model/
        0  2024-08-09 16:50   cuml/dask/extended/__init__.py
      893  2024-08-09 16:50   cuml/dask/extended/linear_model/__init__.py
     6964  2024-08-09 16:50   cuml/dask/extended/linear_model/logistic_regression.py
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     6560  2024-08-09 16:50   cuml/dask/datasets/blobs.py
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     1554  2024-08-09 16:50   cuml/dask/datasets/utils.py
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        0  2024-08-09 16:50   cuml_cu12-24.10.0a34.dist-info/licenses/
     5600  2024-08-09 16:50   cuml_cu12-24.10.0a34.dist-info/METADATA
      118  2024-08-09 16:50   cuml_cu12-24.10.0a34.dist-info/WHEEL
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    11351  2024-08-09 16:50   cuml_cu12-24.10.0a34.dist-info/licenses/LICENSE
   253289  2024-08-09 16:50   cuml_cu12.libs/libgomp-24e2ab19.so.1.0.0
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1986333642                     509 files

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Build Time: 6:53
Wheel Size: 494MB
Contents:

Archive:  cuml_cu12-24.10.0a45-cp311-cp311-manylinux_2_28_x86_64.whl
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        0  2024-08-15 16:24   cuml/
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        0  2024-08-15 16:24   cuml/random_projection/
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        0  2024-08-15 16:24   cuml/datasets/
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---------                     -------
794800518                     509 files

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@rapids-bot rapids-bot bot merged commit 7df3bbd into rapidsai:branch-24.10 Aug 15, 2024
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