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Merge pull request #44 from daxiongshu/branch-22.10
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3 changes: 2 additions & 1 deletion .github/ops-bot.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -5,4 +5,5 @@ auto_merger: true
branch_checker: true
label_checker: true
release_drafter: true
external_contributors: false
copy_prs: true
rerun_tests: true
2 changes: 2 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -30,6 +30,8 @@ log
dask-worker-space/
tmp/
.hypothesis
wheels/
_skbuild/

## files pickled in notebook when ran during python docstring generation
docs/source/*.model
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61 changes: 59 additions & 2 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
@@ -1,6 +1,63 @@
# cuML 22.06.00 (Date TBD)
# cuML 22.10.00 (Date TBD)

Please see https://github.com/rapidsai/cuml/releases/tag/v22.06.00a for the latest changes to this development branch.
Please see https://github.com/rapidsai/cuml/releases/tag/v22.10.00a for the latest changes to this development branch.

# cuML 22.08.00 (Date TBD)

Please see https://github.com/rapidsai/cuml/releases/tag/v22.08.00a for the latest changes to this development branch.

# cuML 22.06.00 (7 Jun 2022)

## 🐛 Bug Fixes

- Fix sg benchmark build. ([#4766](https://github.com/rapidsai/cuml/pull/4766)) [@trivialfis](https://github.com/trivialfis)
- Resolve KRR hypothesis test failure ([#4761](https://github.com/rapidsai/cuml/pull/4761)) [@RAMitchell](https://github.com/RAMitchell)
- Fix `KBinsDiscretizer` `bin_edges_` ([#4735](https://github.com/rapidsai/cuml/pull/4735)) [@viclafargue](https://github.com/viclafargue)
- FIX Accept small floats in RandomForest ([#4717](https://github.com/rapidsai/cuml/pull/4717)) [@thomasjpfan](https://github.com/thomasjpfan)
- Remove import of `scalar_broadcast_to` from stemmer ([#4706](https://github.com/rapidsai/cuml/pull/4706)) [@viclafargue](https://github.com/viclafargue)
- Replace 22.04.x with 22.06.x in yaml files ([#4692](https://github.com/rapidsai/cuml/pull/4692)) [@daxiongshu](https://github.com/daxiongshu)
- Replace cudf.logical_not with ~ ([#4669](https://github.com/rapidsai/cuml/pull/4669)) [@canonizer](https://github.com/canonizer)

## 📖 Documentation

- Fix docs builds ([#4733](https://github.com/rapidsai/cuml/pull/4733)) [@ajschmidt8](https://github.com/ajschmidt8)
- Change "principals" to "principles" ([#4695](https://github.com/rapidsai/cuml/pull/4695)) [@cakiki](https://github.com/cakiki)
- Update pydoc and promote `ColumnTransformer` out of experimental ([#4509](https://github.com/rapidsai/cuml/pull/4509)) [@viclafargue](https://github.com/viclafargue)

## 🚀 New Features

- float64 support in FIL functions ([#4655](https://github.com/rapidsai/cuml/pull/4655)) [@canonizer](https://github.com/canonizer)
- float64 support in FIL core ([#4646](https://github.com/rapidsai/cuml/pull/4646)) [@canonizer](https://github.com/canonizer)
- Allow "LabelEncoder" to accept cupy and numpy arrays as input. ([#4620](https://github.com/rapidsai/cuml/pull/4620)) [@daxiongshu](https://github.com/daxiongshu)
- MNMG Logistic Regression (dask-glm wrapper) ([#3512](https://github.com/rapidsai/cuml/pull/3512)) [@daxiongshu](https://github.com/daxiongshu)

## 🛠️ Improvements

- Pin `dask` & `distributed` for release ([#4758](https://github.com/rapidsai/cuml/pull/4758)) [@galipremsagar](https://github.com/galipremsagar)
- Simplicial set functions ([#4756](https://github.com/rapidsai/cuml/pull/4756)) [@viclafargue](https://github.com/viclafargue)
- Upgrade Treelite to 2.4.0 ([#4752](https://github.com/rapidsai/cuml/pull/4752)) [@hcho3](https://github.com/hcho3)
- Simplify recipes ([#4749](https://github.com/rapidsai/cuml/pull/4749)) [@Ethyling](https://github.com/Ethyling)
- Inference for float64 random forests using FIL ([#4739](https://github.com/rapidsai/cuml/pull/4739)) [@canonizer](https://github.com/canonizer)
- MNT Removes unused optim_batch_size from UMAP's docstring ([#4732](https://github.com/rapidsai/cuml/pull/4732)) [@thomasjpfan](https://github.com/thomasjpfan)
- Require UCX 1.12.1+ ([#4720](https://github.com/rapidsai/cuml/pull/4720)) [@jakirkham](https://github.com/jakirkham)
- Allow enabling raft NVTX markers when raft is installed ([#4718](https://github.com/rapidsai/cuml/pull/4718)) [@achirkin](https://github.com/achirkin)
- Fix identifier collision ([#4716](https://github.com/rapidsai/cuml/pull/4716)) [@viclafargue](https://github.com/viclafargue)
- Use raft::span in TreeExplainer ([#4714](https://github.com/rapidsai/cuml/pull/4714)) [@hcho3](https://github.com/hcho3)
- Expose simplicial set functions ([#4711](https://github.com/rapidsai/cuml/pull/4711)) [@viclafargue](https://github.com/viclafargue)
- Refactor `tests` in `cuml` ([#4703](https://github.com/rapidsai/cuml/pull/4703)) [@galipremsagar](https://github.com/galipremsagar)
- Use conda to build python packages during GPU tests ([#4702](https://github.com/rapidsai/cuml/pull/4702)) [@Ethyling](https://github.com/Ethyling)
- Update pinning to allow newer CMake versions. ([#4698](https://github.com/rapidsai/cuml/pull/4698)) [@vyasr](https://github.com/vyasr)
- TreeExplainer extensions ([#4697](https://github.com/rapidsai/cuml/pull/4697)) [@RAMitchell](https://github.com/RAMitchell)
- Add sample_weight for Ridge ([#4696](https://github.com/rapidsai/cuml/pull/4696)) [@lowener](https://github.com/lowener)
- Unpin `dask` & `distributed` for development ([#4693](https://github.com/rapidsai/cuml/pull/4693)) [@galipremsagar](https://github.com/galipremsagar)
- float64 support in treelite->FIL import and Python layer ([#4690](https://github.com/rapidsai/cuml/pull/4690)) [@canonizer](https://github.com/canonizer)
- Enable building static libs ([#4673](https://github.com/rapidsai/cuml/pull/4673)) [@trxcllnt](https://github.com/trxcllnt)
- Treeshap hypothesis tests ([#4671](https://github.com/rapidsai/cuml/pull/4671)) [@RAMitchell](https://github.com/RAMitchell)
- float64 support in multi-sum and child_index() ([#4648](https://github.com/rapidsai/cuml/pull/4648)) [@canonizer](https://github.com/canonizer)
- Add libcuml-tests package ([#4635](https://github.com/rapidsai/cuml/pull/4635)) [@Ethyling](https://github.com/Ethyling)
- Random ball cover algorithm for 3D data ([#4582](https://github.com/rapidsai/cuml/pull/4582)) [@cjnolet](https://github.com/cjnolet)
- Use conda compilers ([#4577](https://github.com/rapidsai/cuml/pull/4577)) [@Ethyling](https://github.com/Ethyling)
- Build packages using mambabuild ([#4542](https://github.com/rapidsai/cuml/pull/4542)) [@Ethyling](https://github.com/Ethyling)

# cuML 22.04.00 (6 Apr 2022)

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12 changes: 8 additions & 4 deletions build.sh
Original file line number Diff line number Diff line change
Expand Up @@ -229,7 +229,6 @@ if (( ${CLEAN} == 1 )); then
cd ${REPODIR}
fi

# Before

################################################################################
# Configure for building all C++ targets
Expand Down Expand Up @@ -283,11 +282,16 @@ fi

# Build and (optionally) install the cuml Python package
if completeBuild || hasArg cuml || hasArg pydocs; then
# Append `-DFIND_CUML_CPP=ON` to CUML_EXTRA_CMAKE_ARGS unless a user specified the option.
if [[ "${CUML_EXTRA_CMAKE_ARGS}" != *"DFIND_CUML_CPP"* ]]; then
CUML_EXTRA_CMAKE_ARGS="${CUML_EXTRA_CMAKE_ARGS} -DFIND_CUML_CPP=ON"
fi

cd ${REPODIR}/python

python setup.py build_ext --inplace -- -DCMAKE_LIBRARY_PATH=${LIBCUML_BUILD_DIR} -DCMAKE_MESSAGE_LOG_LEVEL=${CMAKE_LOG_LEVEL} ${CUML_EXTRA_CMAKE_ARGS} -- -j${PARALLEL_LEVEL:-1}
if [[ ${INSTALL_TARGET} != "" ]]; then
python setup.py build_ext -j${PARALLEL_LEVEL:-1} ${CUML_EXTRA_PYTHON_ARGS} --library-dir=${LIBCUML_BUILD_DIR} install --single-version-externally-managed --record=record.txt
else
python setup.py build_ext -j${PARALLEL_LEVEL:-1} ${CUML_EXTRA_PYTHON_ARGS} --library-dir=${LIBCUML_BUILD_DIR}
python setup.py install --single-version-externally-managed --record=record.txt -- -DCMAKE_LIBRARY_PATH=${LIBCUML_BUILD_DIR} -DCMAKE_MESSAGE_LOG_LEVEL=${CMAKE_LOG_LEVEL} ${CUML_EXTRA_CMAKE_ARGS} -- -j${PARALLEL_LEVEL:-1}
fi

if hasArg pydocs; then
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2 changes: 1 addition & 1 deletion ci/checks/style.sh
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,7 @@ cd "$WORKSPACE"

export GIT_DESCRIBE_TAG=`git describe --tags`
export MINOR_VERSION=`echo $GIT_DESCRIBE_TAG | grep -o -E '([0-9]+\.[0-9]+)'`
export UCX_PY_VERSION='0.26.*'
export UCX_PY_VERSION='0.28.*'
mamba install "ucx-py=${UCX_PY_VERSION}" "ucx-proc=*=gpu"

# Run flake8 and get results/return code
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2 changes: 1 addition & 1 deletion ci/cpu/build.sh
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@ if [ "${IS_STABLE_BUILD}" != "true" ] ; then
fi

# ucx-py version
export UCX_PY_VERSION='0.26.*'
export UCX_PY_VERSION='0.28.*'

################################################################################
# SETUP - Check environment
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16 changes: 8 additions & 8 deletions ci/gpu/build.sh
Original file line number Diff line number Diff line change
Expand Up @@ -33,7 +33,7 @@ export MINOR_VERSION=`echo $GIT_DESCRIBE_TAG | grep -o -E '([0-9]+\.[0-9]+)'`
unset GIT_DESCRIBE_TAG

# ucx-py version
export UCX_PY_VERSION='0.26.*'
export UCX_PY_VERSION='0.28.*'

# configure numba threading library
export NUMBA_THREADING_LAYER=workqueue
Expand Down Expand Up @@ -66,7 +66,7 @@ gpuci_mamba_retry install -c conda-forge -c rapidsai -c rapidsai-nightly -c nvid
"dask-cuda=${MINOR_VERSION}" \
"ucx-py=${UCX_PY_VERSION}" \
"ucx-proc=*=gpu" \
"xgboost=1.5.2dev.rapidsai${MINOR_VERSION}" \
"xgboost=1.6.0dev.rapidsai${MINOR_VERSION}" \
"rapids-build-env=${MINOR_VERSION}.*" \
"rapids-notebook-env=${MINOR_VERSION}.*" \
"shap>=0.37,<=0.39"
Expand Down Expand Up @@ -124,8 +124,8 @@ if [[ -z "$PROJECT_FLASH" || "$PROJECT_FLASH" == "0" ]]; then

gpuci_logger "Install the main version of dask and distributed"
set -x
pip install "git+https://github.com/dask/distributed.git@2022.05.2" --upgrade --no-deps
pip install "git+https://github.com/dask/dask.git@2022.05.2" --upgrade --no-deps
pip install "git+https://github.com/dask/distributed.git@2022.7.1" --upgrade --no-deps
pip install "git+https://github.com/dask/dask.git@2022.7.1" --upgrade --no-deps
set +x

gpuci_logger "Python pytest for cuml"
Expand Down Expand Up @@ -191,14 +191,14 @@ else
gpuci_logger "Building and installing cuml"
export CONDA_BLD_DIR="$WORKSPACE/.conda-bld"
export VERSION_SUFFIX=""
gpuci_conda_retry mambabuild --no-build-id --croot ${CONDA_BLD_DIR} conda/recipes/cuml -c ${CONDA_ARTIFACT_PATH} --python=${PYTHON}
gpuci_mamba_retry install -c ${CONDA_ARTIFACT_PATH} -c ${CONDA_BLD_DIR} cuml
gpuci_conda_retry mambabuild --croot ${CONDA_BLD_DIR} conda/recipes/cuml -c ${CONDA_ARTIFACT_PATH} --python=${PYTHON}
gpuci_mamba_retry install cuml -c "${CONDA_BLD_DIR}" -c "${CONDA_ARTIFACT_PATH}"

gpuci_logger "Install the main version of dask, distributed, and dask-glm"
set -x

pip install "git+https://github.com/dask/distributed.git@2022.05.2" --upgrade --no-deps
pip install "git+https://github.com/dask/dask.git@2022.05.2" --upgrade --no-deps
pip install "git+https://github.com/dask/distributed.git@2022.7.1" --upgrade --no-deps
pip install "git+https://github.com/dask/dask.git@2022.7.1" --upgrade --no-deps
pip install "git+https://github.com/dask/dask-glm@main" --force-reinstall --no-deps
pip install sparse

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11 changes: 9 additions & 2 deletions ci/release/update-version.sh
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
#!/bin/bash
# Copyright (c) 2019-2021, NVIDIA CORPORATION.
# Copyright (c) 2019-2022, NVIDIA CORPORATION.
########################
# cuML Version Updater #
########################
Expand Down Expand Up @@ -32,7 +32,10 @@ function sed_runner() {
}

sed_runner 's/'"CUML VERSION .* LANGUAGES"'/'"CUML VERSION ${NEXT_FULL_TAG} LANGUAGES"'/g' cpp/CMakeLists.txt
sed_runner 's/'"branch-.*\/RAPIDS.cmake"'/'"branch-${NEXT_SHORT_TAG}\/RAPIDS.cmake"'/g' cpp/CMakeLists.txt
sed_runner 's/'"set(CUML_VERSION .*)"'/'"set(CUML_VERSION ${NEXT_FULL_TAG})"'/g' python/CMakeLists.txt
# rapids-cmake version
sed_runner 's/'"branch-.*\/RAPIDS.cmake"'/'"branch-${NEXT_SHORT_TAG}\/RAPIDS.cmake"'/g' fetch_rapids.cmake


# RTD update
sed_runner 's/version = .*/version = '"'${NEXT_SHORT_TAG}'"'/g' docs/source/conf.py
Expand All @@ -44,6 +47,10 @@ for FILE in conda/environments/*.yml; do
sed_runner "s/dask-cuda=${CURRENT_SHORT_TAG}/dask-cuda=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/dask-cudf=${CURRENT_SHORT_TAG}/dask-cudf=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/libcumlprims=${CURRENT_SHORT_TAG}/libcumlprims=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/libraft-headers=${CURRENT_SHORT_TAG}/libraft-headers=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/libraft-distance=${CURRENT_SHORT_TAG}/libraft-distance=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/libraft-nn=${CURRENT_SHORT_TAG}/libraft-nn=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/pyraft=${CURRENT_SHORT_TAG}/pyraft=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/rapids-build-env=${CURRENT_SHORT_TAG}/rapids-build-env=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/rapids-notebook-env=${CURRENT_SHORT_TAG}/rapids-notebook-env=${NEXT_SHORT_TAG}/g" ${FILE};
sed_runner "s/rapids-doc-env=${CURRENT_SHORT_TAG}/rapids-doc-env=${NEXT_SHORT_TAG}/g" ${FILE};
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3 changes: 1 addition & 2 deletions conda/environments/builddocs_py37.yml
Original file line number Diff line number Diff line change
Expand Up @@ -20,12 +20,11 @@ dependencies:
# required for building rapids project docs
- sphinx
- sphinx_rtd_theme
- sphinx-markdown-tables
- sphinxcontrib-websupport
- nbsphinx
- numpydoc
- ipython
- recommonmark
- pandoc=<2.0.0
- pip
- pip:
- sphinx-markdown-tables
37 changes: 19 additions & 18 deletions conda/environments/cuml_dev_cuda11.0.yml
Original file line number Diff line number Diff line change
Expand Up @@ -6,38 +6,39 @@ channels:
- conda-forge
dependencies:
- cudatoolkit=11.0
- cuda-python >=11.5,<12.0
- rapids-build-env=22.06.*
- rapids-notebook-env=22.06.*
- rapids-doc-env=22.06.*
- cudf=22.06.*
- rmm=22.06.*
- libcumlprims=22.06.*
- libraft-headers=22.06.*
- libraft-distance=22.06.*
- libraft-nn=22.06.*
- pyraft=22.06.*
- dask-cudf=22.06.*
- dask-cuda=22.06.*
- ucx>=1.12.1
- ucx-py=0.26.*
- cuda-python >=11.5,<11.7.1
- rapids-build-env=22.10.*
- rapids-notebook-env=22.10.*
- rapids-doc-env=22.10.*
- scikit-build>=0.13.1
- cudf=22.10.*
- rmm=22.10.*
- libcumlprims=22.10.*
- libraft-headers=22.10.*
- libraft-distance=22.10.*
- libraft-nn=22.10.*
- pyraft=22.10.*
- dask-cudf=22.10.*
- dask-cuda=22.10.*
- ucx>=1.13.0
- ucx-py=0.28.*
- ucx-proc=*=gpu
- dask-ml
- doxygen>=1.8.20
- libfaiss>=1.7.0
- faiss-proc=*=cuda
- umap-learn
- scikit-learn=0.24
- sphinx-markdown-tables
- treelite=2.4.0
- statsmodels
- seaborn
- hdbscan
- nltk
- pip
- pip:
- sphinx_markdown_tables
- git+https://github.com/dask/dask.git@2022.05.2
- git+https://github.com/dask/distributed.git@2022.05.2
- git+https://github.com/dask/dask.git@2022.7.1
- git+https://github.com/dask/distributed.git@2022.7.1
- git+https://github.com/dask/dask-glm@main
- sparse

Expand Down
37 changes: 19 additions & 18 deletions conda/environments/cuml_dev_cuda11.2.yml
Original file line number Diff line number Diff line change
Expand Up @@ -6,38 +6,39 @@ channels:
- conda-forge
dependencies:
- cudatoolkit=11.2
- cuda-python >=11.5,<12.0
- rapids-build-env=22.06.*
- rapids-notebook-env=22.06.*
- rapids-doc-env=22.06.*
- cudf=22.06.*
- rmm=22.06.*
- libcumlprims=22.06.*
- libraft-headers=22.06.*
- libraft-distance=22.06.*
- libraft-nn=22.06.*
- pyraft=22.06.*
- dask-cudf=22.06.*
- dask-cuda=22.06.*
- ucx>=1.12.1
- ucx-py=0.26.*
- cuda-python >=11.5,<11.7.1
- rapids-build-env=22.10.*
- rapids-notebook-env=22.10.*
- rapids-doc-env=22.10.*
- scikit-build>=0.13.1
- cudf=22.10.*
- rmm=22.10.*
- libcumlprims=22.10.*
- libraft-headers=22.10.*
- libraft-distance=22.10.*
- libraft-nn=22.10.*
- pyraft=22.10.*
- dask-cudf=22.10.*
- dask-cuda=22.10.*
- ucx>=1.13.0
- ucx-py=0.28.*
- ucx-proc=*=gpu
- dask-ml
- doxygen>=1.8.20
- libfaiss>=1.7.0
- faiss-proc=*=cuda
- umap-learn
- scikit-learn=0.24
- sphinx-markdown-tables
- treelite=2.4.0
- statsmodels
- seaborn
- hdbscan
- nltk
- pip
- pip:
- sphinx_markdown_tables
- git+https://github.com/dask/dask.git@2022.05.2
- git+https://github.com/dask/distributed.git@2022.05.2
- git+https://github.com/dask/dask.git@2022.7.1
- git+https://github.com/dask/distributed.git@2022.7.1
- git+https://github.com/dask/dask-glm@main
- sparse

Expand Down
37 changes: 19 additions & 18 deletions conda/environments/cuml_dev_cuda11.4.yml
Original file line number Diff line number Diff line change
Expand Up @@ -6,38 +6,39 @@ channels:
- conda-forge
dependencies:
- cudatoolkit=11.4
- cuda-python >=11.5,<12.0
- rapids-build-env=22.06.*
- rapids-notebook-env=22.06.*
- rapids-doc-env=22.06.*
- cudf=22.06.*
- rmm=22.06.*
- libcumlprims=22.06.*
- libraft-headers=22.06.*
- libraft-distance=22.06.*
- libraft-nn=22.06.*
- pyraft=22.06.*
- dask-cudf=22.06.*
- dask-cuda=22.06.*
- ucx>=1.12.1
- ucx-py=0.26.*
- cuda-python >=11.5,<11.7.1
- rapids-build-env=22.10.*
- rapids-notebook-env=22.10.*
- rapids-doc-env=22.10.*
- scikit-build>=0.13.1
- cudf=22.10.*
- rmm=22.10.*
- libcumlprims=22.10.*
- libraft-headers=22.10.*
- libraft-distance=22.10.*
- libraft-nn=22.10.*
- pyraft=22.10.*
- dask-cudf=22.10.*
- dask-cuda=22.10.*
- ucx>=1.13.0
- ucx-py=0.28.*
- ucx-proc=*=gpu
- dask-ml
- doxygen>=1.8.20
- libfaiss>=1.7.0
- faiss-proc=*=cuda
- umap-learn
- scikit-learn=0.24
- sphinx-markdown-tables
- treelite=2.4.0
- statsmodels
- seaborn
- hdbscan
- nltk
- pip
- pip:
- sphinx_markdown_tables
- git+https://github.com/dask/dask.git@2022.05.2
- git+https://github.com/dask/distributed.git@2022.05.2
- git+https://github.com/dask/dask.git@2022.7.1
- git+https://github.com/dask/distributed.git@2022.7.1
- git+https://github.com/dask/dask-glm.git@main
- sparse

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