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DOC v25.04 Updates [skip ci]
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-123
lines changed

‎.devcontainer/cuda11.8-conda/devcontainer.json

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@@ -5,17 +5,17 @@
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"args": {
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"CUDA": "11.8",
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"PYTHON_PACKAGE_MANAGER": "conda",
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"BASE": "rapidsai/devcontainers:25.02-cpp-cuda11.8-mambaforge-ubuntu22.04"
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"BASE": "rapidsai/devcontainers:25.04-cpp-cuda11.8-mambaforge-ubuntu22.04"
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}
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},
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"runArgs": [
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"--rm",
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"--name",
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.02-cuda11.8-conda"
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.04-cuda11.8-conda"
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],
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"hostRequirements": {"gpu": "optional"},
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"features": {
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.2": {}
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.4": {}
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},
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"overrideFeatureInstallOrder": [
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"

‎.devcontainer/cuda11.8-pip/devcontainer.json

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@@ -5,24 +5,24 @@
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"args": {
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"CUDA": "11.8",
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"PYTHON_PACKAGE_MANAGER": "pip",
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"BASE": "rapidsai/devcontainers:25.02-cpp-cuda11.8-ucx1.17.0-openmpi-ubuntu22.04"
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"BASE": "rapidsai/devcontainers:25.04-cpp-cuda11.8-ucx1.17.0-openmpi-ubuntu22.04"
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}
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},
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"runArgs": [
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"--rm",
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"--name",
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.02-cuda11.8-pip"
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.04-cuda11.8-pip"
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],
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"hostRequirements": {"gpu": "optional"},
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"features": {
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"ghcr.io/rapidsai/devcontainers/features/cuda:25.2": {
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"ghcr.io/rapidsai/devcontainers/features/cuda:25.4": {
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"version": "11.8",
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"installcuBLAS": true,
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"installcuSOLVER": true,
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"installcuRAND": true,
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"installcuSPARSE": true
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},
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.2": {}
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.4": {}
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},
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"overrideFeatureInstallOrder": [
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"ghcr.io/rapidsai/devcontainers/features/cuda",

‎.devcontainer/cuda12.5-conda/devcontainer.json

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@@ -5,17 +5,17 @@
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"args": {
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"CUDA": "12.5",
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"PYTHON_PACKAGE_MANAGER": "conda",
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"BASE": "rapidsai/devcontainers:25.02-cpp-mambaforge-ubuntu22.04"
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"BASE": "rapidsai/devcontainers:25.04-cpp-mambaforge-ubuntu22.04"
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}
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},
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"runArgs": [
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"--rm",
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"--name",
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.02-cuda12.5-conda"
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.04-cuda12.5-conda"
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],
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"hostRequirements": {"gpu": "optional"},
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"features": {
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.2": {}
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.4": {}
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},
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"overrideFeatureInstallOrder": [
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"

‎.devcontainer/cuda12.5-pip/devcontainer.json

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@@ -5,24 +5,24 @@
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"args": {
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"CUDA": "12.5",
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"PYTHON_PACKAGE_MANAGER": "pip",
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"BASE": "rapidsai/devcontainers:25.02-cpp-cuda12.5-ucx1.17.0-openmpi-ubuntu22.04"
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"BASE": "rapidsai/devcontainers:25.04-cpp-cuda12.5-ucx1.17.0-openmpi-ubuntu22.04"
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}
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},
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"runArgs": [
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"--rm",
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"--name",
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.02-cuda12.5-pip"
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"${localEnv:USER:anon}-rapids-${localWorkspaceFolderBasename}-25.04-cuda12.5-pip"
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],
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"hostRequirements": {"gpu": "optional"},
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"features": {
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"ghcr.io/rapidsai/devcontainers/features/cuda:25.2": {
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"ghcr.io/rapidsai/devcontainers/features/cuda:25.4": {
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"version": "12.5",
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"installcuBLAS": true,
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"installcuSOLVER": true,
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"installcuRAND": true,
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"installcuSPARSE": true
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},
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.2": {}
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"ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:25.4": {}
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},
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"overrideFeatureInstallOrder": [
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"ghcr.io/rapidsai/devcontainers/features/cuda",

‎.github/workflows/build.yaml

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@@ -28,7 +28,7 @@ concurrency:
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jobs:
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cpp-build:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-build.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-build.yaml@branch-25.04
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with:
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build_type: ${{ inputs.build_type || 'branch' }}
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branch: ${{ inputs.branch }}
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if: github.ref_type == 'branch'
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needs: [python-build]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.04
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with:
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arch: "amd64"
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branch: ${{ inputs.branch }}
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python-build:
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needs: [cpp-build]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-build.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-build.yaml@branch-25.04
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with:
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build_type: ${{ inputs.build_type || 'branch' }}
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branch: ${{ inputs.branch }}
@@ -60,15 +60,15 @@ jobs:
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upload-conda:
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needs: [cpp-build, python-build]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-upload-packages.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-upload-packages.yaml@branch-25.04
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with:
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build_type: ${{ inputs.build_type || 'branch' }}
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branch: ${{ inputs.branch }}
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date: ${{ inputs.date }}
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sha: ${{ inputs.sha }}
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wheel-build-cuml:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@branch-25.04
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with:
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build_type: ${{ inputs.build_type || 'branch' }}
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branch: ${{ inputs.branch }}
@@ -79,12 +79,12 @@ jobs:
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# the CMake variables in get_cumlprims_mg.cmake since CMake will just use
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# the clone as is.
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extra-repo: rapidsai/cumlprims_mg
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extra-repo-sha: branch-25.02
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extra-repo-sha: branch-25.04
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extra-repo-deploy-key: CUMLPRIMS_SSH_PRIVATE_DEPLOY_KEY
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wheel-publish-cuml:
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needs: wheel-build-cuml
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/wheels-publish.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/wheels-publish.yaml@branch-25.04
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with:
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build_type: ${{ inputs.build_type || 'branch' }}
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branch: ${{ inputs.branch }}

‎.github/workflows/pr.yaml

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@@ -29,7 +29,7 @@ jobs:
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- wheel-tests-cuml
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- devcontainer
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/pr-builder.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/pr-builder.yaml@branch-25.04
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if: always()
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with:
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needs: ${{ toJSON(needs) }}
@@ -45,7 +45,7 @@ jobs:
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changed-files:
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secrets: inherit
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needs: telemetry-setup
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uses: rapidsai/shared-workflows/.github/workflows/changed-files.yaml@branch-25.02
48+
uses: rapidsai/shared-workflows/.github/workflows/changed-files.yaml@branch-25.04
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with:
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files_yaml: |
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test_cpp:
@@ -79,15 +79,15 @@ jobs:
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checks:
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secrets: inherit
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needs: telemetry-setup
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uses: rapidsai/shared-workflows/.github/workflows/checks.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/checks.yaml@branch-25.04
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with:
8484
enable_check_generated_files: false
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ignored_pr_jobs: >-
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optional-job-conda-python-tests-cudf-pandas-integration telemetry-summarize
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clang-tidy:
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needs: checks
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.04
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with:
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build_type: pull-request
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node_type: "cpu8"
@@ -97,41 +97,41 @@ jobs:
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conda-cpp-build:
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needs: checks
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-build.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-build.yaml@branch-25.04
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with:
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build_type: pull-request
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conda-cpp-tests:
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needs: [conda-cpp-build, changed-files]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-tests.yaml@branch-25.02
106+
uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-tests.yaml@branch-25.04
107107
if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_cpp
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with:
109109
build_type: pull-request
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conda-cpp-checks:
111111
needs: conda-cpp-build
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-post-build-checks.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-post-build-checks.yaml@branch-25.04
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with:
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build_type: pull-request
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enable_check_symbols: true
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conda-python-build:
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needs: conda-cpp-build
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-build.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-build.yaml@branch-25.04
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with:
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build_type: pull-request
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conda-python-tests-singlegpu:
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needs: [conda-python-build, changed-files]
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secrets: inherit
126-
uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.04
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if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_python
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with:
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build_type: pull-request
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script: "ci/test_python_singlegpu.sh"
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optional-job-conda-python-tests-cudf-pandas-integration:
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needs: [conda-python-build, changed-files]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.04
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if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_python
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with:
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matrix_filter: map(select(.ARCH == "amd64"))
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conda-python-tests-dask:
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needs: [conda-python-build, changed-files]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.04
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if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_python
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with:
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build_type: pull-request
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script: "ci/test_python_dask.sh"
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conda-notebook-tests:
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needs: [conda-python-build, changed-files]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.04
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if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_notebooks
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with:
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build_type: pull-request
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docs-build:
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needs: conda-python-build
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@branch-25.04
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with:
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build_type: pull-request
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node_type: "gpu-v100-latest-1"
@@ -169,25 +169,25 @@ jobs:
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wheel-build-cuml:
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needs: checks
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@branch-25.04
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with:
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build_type: pull-request
175175
script: ci/build_wheel.sh
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extra-repo: rapidsai/cumlprims_mg
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extra-repo-sha: branch-25.02
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extra-repo-sha: branch-25.04
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extra-repo-deploy-key: CUMLPRIMS_SSH_PRIVATE_DEPLOY_KEY
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wheel-tests-cuml:
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needs: [wheel-build-cuml, changed-files]
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/wheels-test.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/wheels-test.yaml@branch-25.04
183183
if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_python
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with:
185185
build_type: pull-request
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script: ci/test_wheel.sh
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devcontainer:
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needs: telemetry-setup
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/build-in-devcontainer.yaml@branch-25.02
190+
uses: rapidsai/shared-workflows/.github/workflows/build-in-devcontainer.yaml@branch-25.04
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with:
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arch: '["amd64"]'
193193
cuda: '["12.5"]'

‎.github/workflows/test.yaml

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jobs:
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conda-cpp-checks:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-post-build-checks.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-post-build-checks.yaml@branch-25.04
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with:
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build_type: nightly
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branch: ${{ inputs.branch }}
@@ -26,15 +26,15 @@ jobs:
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symbol_exclusions: raft_cutlass
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conda-cpp-tests:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-tests.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-tests.yaml@branch-25.04
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with:
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build_type: nightly
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branch: ${{ inputs.branch }}
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date: ${{ inputs.date }}
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sha: ${{ inputs.sha }}
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conda-python-tests-singlegpu:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.02
37+
uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.04
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with:
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build_type: nightly
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branch: ${{ inputs.branch }}
@@ -43,7 +43,7 @@ jobs:
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script: "ci/test_python_singlegpu.sh"
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conda-python-tests-dask:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.02
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uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@branch-25.04
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with:
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build_type: nightly
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branch: ${{ inputs.branch }}
@@ -52,7 +52,7 @@ jobs:
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script: "ci/test_python_dask.sh"
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wheel-tests-cuml:
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/wheels-test.yaml@branch-25.02
55+
uses: rapidsai/shared-workflows/.github/workflows/wheels-test.yaml@branch-25.04
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with:
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build_type: nightly
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branch: ${{ inputs.branch }}

‎.github/workflows/trigger-breaking-change-alert.yaml

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@@ -12,7 +12,7 @@ jobs:
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trigger-notifier:
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if: contains(github.event.pull_request.labels.*.name, 'breaking')
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secrets: inherit
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uses: rapidsai/shared-workflows/.github/workflows/breaking-change-alert.yaml@branch-25.02
15+
uses: rapidsai/shared-workflows/.github/workflows/breaking-change-alert.yaml@branch-25.04
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with:
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sender_login: ${{ github.event.sender.login }}
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sender_avatar: ${{ github.event.sender.avatar_url }}

‎README.md

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For large datasets, these GPU-based implementations can complete 10-50x faster
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than their CPU equivalents. For details on performance, see the [cuML Benchmarks
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Notebook](https://github.com/rapidsai/cuml/tree/branch-25.02/notebooks/tools).
12+
Notebook](https://github.com/rapidsai/cuml/tree/branch-25.04/notebooks/tools).
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As an example, the following Python snippet loads input and computes DBSCAN clusters, all on GPU, using cuDF:
1515
```python
@@ -74,7 +74,7 @@ neighbors = nn.kneighbors(df)
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For additional examples, browse our complete [API
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documentation](https://docs.rapids.ai/api/cuml/stable/), or check out our
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example [walkthrough
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notebooks](https://github.com/rapidsai/cuml/tree/branch-25.02/notebooks). Finally, you
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notebooks](https://github.com/rapidsai/cuml/tree/branch-25.04/notebooks). Finally, you
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can find complete end-to-end examples in the [notebooks-contrib
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repo](https://github.com/rapidsai/notebooks-contrib).
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‎VERSION

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@@ -1 +1 @@
1-
25.02.00
1+
25.04.00

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