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Posted to commits@mxnet.apache.org by ma...@apache.org on 2021/06/05 00:18:32 UTC
[incubator-mxnet] branch v1.9.x updated: [v1.9.x] aarch64 build
using gcc8.5 + APL integration + CD pipeline (#20333)
This is an automated email from the ASF dual-hosted git repository.
manuseth pushed a commit to branch v1.9.x
in repository https://gitbox.apache.org/repos/asf/incubator-mxnet.git
The following commit(s) were added to refs/heads/v1.9.x by this push:
new 7e3bd45 [v1.9.x] aarch64 build using gcc8.5 + APL integration + CD pipeline (#20333)
7e3bd45 is described below
commit 7e3bd453309bffb9808286d7cb5be52c6a91f43a
Author: waytrue17 <52...@users.noreply.github.com>
AuthorDate: Fri Jun 4 17:16:24 2021 -0700
[v1.9.x] aarch64 build using gcc8.5 + APL integration + CD pipeline (#20333)
* [v1.x] [CD] Add Aarch64 to cd (#20288)
* add initial cd changes for aarch64
* skip failing aarch64 tests
* skip failing aarch64 tests
* add cd wheel support
* add aarch64 node to cd pypi
* fix dockerfile for aarch64
* fix dockerfile for aarch64
* refer github issue for failing tests
* update pypi package name
* add requirements file for aarch64 for cd docker
* [v1.x] Enable MKLDNN + APL Integration in CD (#20294)
* initial
* Update python_images.sh
* Update python_images.sh
* Update Dockerfile
* Update Dockerfile
* Update Dockerfile
* Update AARCH64_CPU_ADDITIONAL.md
* Update pip.md
* Update pip.md
* [v1.x] use gcc-8.5 instead of gcc-10 for aarch64 build (#20318)
* use gcc-8.5 instead of gcc-10 with outline-atomics flag
* debug openblas
* fix apt install
* use gcc-7 for openblas
* use gcc-8.4 for openblas
* update openblas
* remove gcc-8 as no longer required
* [v1.x] Update openblas version to 0.3.15 (#20328)
* update apl version
Co-authored-by: Manu Seth <22...@users.noreply.github.com>
Co-authored-by: Zhaoqi Zhu <zh...@gmail.com>
Co-authored-by: Wei Chu <we...@amazon.com>
---
cd/Jenkinsfile_cd_pipeline | 2 +-
cd/Jenkinsfile_release_job | 5 ++-
cd/mxnet_lib/Jenkins_pipeline.groovy | 24 +++++++----
cd/mxnet_lib/mxnet_lib_pipeline.groovy | 11 +++--
cd/python/docker/Dockerfile | 11 ++++-
cd/python/docker/Dockerfile.test | 8 ++--
cd/python/docker/Jenkins_pipeline.groovy | 20 +++++++--
cd/python/docker/python_images.sh | 9 ++++-
cd/python/pypi/Jenkins_pipeline.groovy | 22 ++++++++--
cd/utils/docker_tag.sh | 2 +
cd/utils/mxnet_base_image.sh | 3 ++
ci/Jenkinsfile_utils.groovy | 2 +-
.../Dockerfile.publish.ubuntu1804_aarch64_cpu | 3 ++
.../docker/install/requirements_aarch64 | 34 ++++++++--------
ci/docker/install/ubuntu_aarch64_publish.sh | 26 +++++++++---
config/distribution/linux_aarch64_cpu.cmake | 4 +-
.../_includes/get_started/linux/python/cpu/pip.md | 6 +++
python/mxnet/test_utils.py | 5 +++
tests/python/unittest/test_contrib_operator.py | 1 +
tests/python/unittest/test_ndarray.py | 3 ++
.../python/unittest/test_numpy_interoperability.py | 2 +
tests/python/unittest/test_numpy_op.py | 2 +
tools/dependencies/openblas.sh | 8 +++-
tools/pip/doc/AARCH64_CPU_ADDITIONAL.md | 47 ++++++++++++++++++++++
tools/pip/setup.py | 4 +-
tools/staticbuild/build_lib_cmake.sh | 6 +--
26 files changed, 208 insertions(+), 62 deletions(-)
diff --git a/cd/Jenkinsfile_cd_pipeline b/cd/Jenkinsfile_cd_pipeline
index 03f2fb1..c3f33a7 100644
--- a/cd/Jenkinsfile_cd_pipeline
+++ b/cd/Jenkinsfile_cd_pipeline
@@ -36,7 +36,7 @@ pipeline {
parameters {
// Release parameters
- string(defaultValue: "cpu,native,cu100,cu101,cu102,cu110,cu112", description: "Comma separated list of variants", name: "MXNET_VARIANTS")
+ string(defaultValue: "cpu,native,cu100,cu101,cu102,cu110,cu112,aarch64_cpu", description: "Comma separated list of variants", name: "MXNET_VARIANTS")
booleanParam(defaultValue: false, description: 'Whether this is a release build or not', name: "RELEASE_BUILD")
}
diff --git a/cd/Jenkinsfile_release_job b/cd/Jenkinsfile_release_job
index 21af1d5..309e66b 100644
--- a/cd/Jenkinsfile_release_job
+++ b/cd/Jenkinsfile_release_job
@@ -43,7 +43,7 @@ pipeline {
// any disruption caused by different COMMIT_ID values chaning the job parameter configuration on
// Jenkins.
string(defaultValue: "mxnet_lib", description: "Pipeline to build", name: "RELEASE_JOB_TYPE")
- string(defaultValue: "cpu,native,cu100,cu101,cu102,cu110,cu112", description: "Comma separated list of variants", name: "MXNET_VARIANTS")
+ string(defaultValue: "cpu,native,cu100,cu101,cu102,cu110,cu112,aarch64_cpu", description: "Comma separated list of variants", name: "MXNET_VARIANTS")
booleanParam(defaultValue: false, description: 'Whether this is a release build or not', name: "RELEASE_BUILD")
string(defaultValue: "nightly_v1.x", description: "String used for naming docker images", name: "VERSION")
}
@@ -56,9 +56,10 @@ pipeline {
ci_utils = load('ci/Jenkinsfile_utils.groovy')
ci_utils.assign_node_labels(
utility: 'restricted-utility',
+ linux_aarch64_cpu: 'restricted-ub18-c6g',
linux_cpu: 'restricted-mxnetlinux-cpu',
linux_gpu: 'restricted-mxnetlinux-gpu',
- linux_gpu_p3: 'restricted-mxnetlinux-gpu-p3',
+ linux_gpu_g4: 'restricted-mxnetlinux-gpu-g4',
windows_cpu: 'restricted-mxnetwindows-cpu',
windows_gpu: 'restricted-mxnetwindows-gpu'
)
diff --git a/cd/mxnet_lib/Jenkins_pipeline.groovy b/cd/mxnet_lib/Jenkins_pipeline.groovy
index 557a25b..f34988d 100644
--- a/cd/mxnet_lib/Jenkins_pipeline.groovy
+++ b/cd/mxnet_lib/Jenkins_pipeline.groovy
@@ -43,13 +43,23 @@ libmxnet_pipeline = load('cd/mxnet_lib/mxnet_lib_pipeline.groovy')
// Builds the static binary for the specified mxnet variant
def build(mxnet_variant) {
- node(NODE_LINUX_CPU) {
- ws("workspace/mxnet_${libtype}/${mxnet_variant}/${env.BUILD_NUMBER}") {
- ci_utils.init_git()
- // Compiling in Ubuntu14.04 due to glibc issues.
- // This should be updates once we have clarity on this issue.
- ci_utils.docker_run('publish.ubuntu1404_cpu', "build_static_libmxnet ${mxnet_variant}", false)
- ci_utils.pack_lib("mxnet_${mxnet_variant}", libmxnet_pipeline.get_stash(mxnet_variant))
+ if (mxnet_variant.startsWith("aarch64")) {
+ node(NODE_LINUX_AARCH64_CPU) {
+ ws("workspace/mxnet_${libtype}/${mxnet_variant}/${env.BUILD_NUMBER}") {
+ ci_utils.init_git()
+ ci_utils.docker_run('publish.ubuntu1804_aarch64_cpu', "build_static_libmxnet ${mxnet_variant}", false)
+ ci_utils.pack_lib("mxnet_${mxnet_variant}", libmxnet_pipeline.get_stash(mxnet_variant))
+ }
+ }
+ } else {
+ node(NODE_LINUX_CPU) {
+ ws("workspace/mxnet_${libtype}/${mxnet_variant}/${env.BUILD_NUMBER}") {
+ ci_utils.init_git()
+ // Compiling in Ubuntu14.04 due to glibc issues.
+ // This should be updates once we have clarity on this issue.
+ ci_utils.docker_run('publish.ubuntu1404_cpu', "build_static_libmxnet ${mxnet_variant}", false)
+ ci_utils.pack_lib("mxnet_${mxnet_variant}", libmxnet_pipeline.get_stash(mxnet_variant))
+ }
}
}
}
diff --git a/cd/mxnet_lib/mxnet_lib_pipeline.groovy b/cd/mxnet_lib/mxnet_lib_pipeline.groovy
index 0310dd9..5ca1bb1 100644
--- a/cd/mxnet_lib/mxnet_lib_pipeline.groovy
+++ b/cd/mxnet_lib/mxnet_lib_pipeline.groovy
@@ -75,7 +75,9 @@ def get_stash(mxnet_variant) {
// Returns the (Docker) environment for the given variant
// The environment corresponds to the docker files in the 'docker' directory
def get_environment(mxnet_variant) {
- if (mxnet_variant.startsWith("cu")) {
+ if (mxnet_variant.startsWith("aarch64")) {
+ return "publish.ubuntu1804_aarch64_cpu"
+ } else if (mxnet_variant.startsWith("cu")) {
// Remove 'mkl' suffix from variant to properly format test environment
return "ubuntu_gpu_${mxnet_variant.replace('mkl', '')}"
}
@@ -85,6 +87,9 @@ def get_environment(mxnet_variant) {
// Returns the variant appropriate jenkins node test in which
// to run a step
def get_jenkins_node_label(mxnet_variant) {
+ if (mxnet_variant.startsWith("aarch64")) {
+ return NODE_LINUX_AARCH64_CPU
+ }
if (mxnet_variant.startsWith('cu')) {
return NODE_LINUX_GPU
}
@@ -105,9 +110,9 @@ def unittest_py3(mxnet_variant) {
}
}
-// Tests quantization in P3 instance using Python 3
+// Tests quantization in G4 instance using Python 3
def test_gpu_quantization_py3(mxnet_variant) {
- node(NODE_LINUX_GPU_P3) {
+ node(NODE_LINUX_GPU_G4) {
ws("workspace/mxnet_${libtype}/${mxnet_variant}/${env.BUILD_NUMBER}") {
def image = get_environment(mxnet_variant)
ci_utils.unpack_and_init("mxnet_${mxnet_variant}", get_stash(mxnet_variant), false)
diff --git a/cd/python/docker/Dockerfile b/cd/python/docker/Dockerfile
index 004a0a9..cbfd9e6 100644
--- a/cd/python/docker/Dockerfile
+++ b/cd/python/docker/Dockerfile
@@ -32,7 +32,16 @@ RUN apt-get update && \
wget -nv https://bootstrap.pypa.io/get-pip.py && \
python3 get-pip.py
-RUN apt-get install -y libgomp1 libquadmath0
+RUN apt-get install -y libgomp1
+
+ARG MXNET_VARIANT
+RUN if [ "$MXNET_VARIANT" = "aarch64_cpu" ] ; then echo "not installing libquadmath0 on aarch64" ; else apt-get install -y libquadmath0 ; fi
+RUN if [ "$MXNET_VARIANT" = "aarch64_cpu" ] ; \
+ then wget https://armkeil.blob.core.windows.net/developer/Files/downloads/hpc/arm-performance-libraries/21-0-0/Ubuntu18.04/arm-performance-libraries_21.0_Ubuntu-18.04_gcc-8.2.tar && \
+ tar -xvf arm-performance-libraries_21.0_Ubuntu-18.04_gcc-8.2.tar && \
+ arm-performance-libraries_21.0_Ubuntu-18.04_gcc-8.2/arm-performance-libraries_21.0_Ubuntu-18.04.sh -a; \
+ fi
+ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/opt/arm/armpl_21.0_gcc-8.2/lib
ARG MXNET_COMMIT_ID
ENV MXNET_COMMIT_ID=${MXNET_COMMIT_ID}
diff --git a/cd/python/docker/Dockerfile.test b/cd/python/docker/Dockerfile.test
index 3349e93..ebf913b 100644
--- a/cd/python/docker/Dockerfile.test
+++ b/cd/python/docker/Dockerfile.test
@@ -26,11 +26,13 @@ FROM ${BASE_IMAGE}
ARG USER_ID=1001
ARG GROUP_ID=1001
-COPY ./docker/install/ubuntu_adduser.sh /work/ubuntu_adduser.sh
-COPY ./docker/install/requirements /work/requirements
-
RUN mkdir -p /work
+
+COPY ./docker/install/ubuntu_adduser.sh /work/ubuntu_adduser.sh
RUN /work/ubuntu_adduser.sh
+
+ARG REQUIREMENTS_FILE
+COPY ${REQUIREMENTS_FILE} /work/requirements
RUN pip install -r /work/requirements
WORKDIR /work/mxnet
diff --git a/cd/python/docker/Jenkins_pipeline.groovy b/cd/python/docker/Jenkins_pipeline.groovy
index 2911a65..bf3df36 100644
--- a/cd/python/docker/Jenkins_pipeline.groovy
+++ b/cd/python/docker/Jenkins_pipeline.groovy
@@ -23,17 +23,29 @@
// NOTE:
// ci_utils and cd_utils are loaded by the originating Jenkins job, e.g. jenkins/Jenkinsfile_release_job
+def get_node(mxnet_variant) {
+ if (mxnet_variant.startsWith('aarch64')) {
+ return NODE_LINUX_AARCH64_CPU
+ }
+ if (mxnet_variant.startsWith('cu')) {
+ return NODE_LINUX_GPU
+ }
+ return NODE_LINUX_CPU
+}
+
def get_pipeline(mxnet_variant) {
- def node_type = mxnet_variant.startsWith('cu') ? NODE_LINUX_GPU : NODE_LINUX_CPU
+ def node_type = get_node(mxnet_variant)
return cd_utils.generic_pipeline(mxnet_variant, this, node_type)
}
// Returns the (Docker) environment for the given variant
// The environment corresponds to the docker files in the 'docker' directory
def get_environment(mxnet_variant) {
- if (mxnet_variant.startsWith("cu")) {
- // Remove 'mkl' suffix from variant to properly format test environment
- return "ubuntu_gpu_${mxnet_variant.replace('mkl', '')}"
+ if (mxnet_variant.startsWith('aarch64')) {
+ return "publish.ubuntu1804_aarch64_cpu"
+ }
+ if (mxnet_variant.startsWith('cu')) {
+ return "ubuntu_gpu_${mxnet_variant}"
}
return "ubuntu_cpu"
}
diff --git a/cd/python/docker/python_images.sh b/cd/python/docker/python_images.sh
index 05ec518..41bf0d2 100755
--- a/cd/python/docker/python_images.sh
+++ b/cd/python/docker/python_images.sh
@@ -45,7 +45,7 @@ fi
build() {
# NOTE: Ensure the correct context root is passed in when building - Dockerfile expects ./wheel_build
- docker build -t "${image_name}" --build-arg BASE_IMAGE="${base_image}" --build-arg MXNET_COMMIT_ID=${GIT_COMMIT} -f ${resources_path}/Dockerfile ./wheel_build
+ docker build -t "${image_name}" --build-arg BASE_IMAGE="${base_image}" --build-arg MXNET_COMMIT_ID=${GIT_COMMIT} --build-arg MXNET_VARIANT=${mxnet_variant} -f ${resources_path}/Dockerfile ./wheel_build
}
test() {
@@ -54,9 +54,14 @@ test() {
runtime_param="--runtime=nvidia"
fi
local test_image_name="${image_name}_test"
+ if [[ ${mxnet_variant} == "aarch64_cpu" ]]; then
+ requirements_file="./docker/install/requirements_aarch64"
+ else
+ requirements_file="./docker/install/requirements"
+ fi
# Ensure the correct context root is passed in when building - Dockerfile.test expects ci directory
- docker build -t "${test_image_name}" --build-arg USER_ID=`id -u` --build-arg GROUP_ID=`id -g` --build-arg BASE_IMAGE="${image_name}" -f ${resources_path}/Dockerfile.test ./ci
+ docker build -t "${test_image_name}" --build-arg USER_ID=`id -u` --build-arg GROUP_ID=`id -g` --build-arg BASE_IMAGE="${image_name}" --build-arg REQUIREMENTS_FILE=${requirements_file} -f ${resources_path}/Dockerfile.test ./ci
}
push() {
diff --git a/cd/python/pypi/Jenkins_pipeline.groovy b/cd/python/pypi/Jenkins_pipeline.groovy
index 125eb2c..dfb3018 100644
--- a/cd/python/pypi/Jenkins_pipeline.groovy
+++ b/cd/python/pypi/Jenkins_pipeline.groovy
@@ -29,17 +29,31 @@
// We only skip the publish step so we can still QA the other variants.
pypi_releases = []
+def get_node(mxnet_variant) {
+ if (mxnet_variant.startsWith('aarch64')) {
+ return NODE_LINUX_AARCH64_CPU
+ }
+ if (mxnet_variant.startsWith('cu')) {
+ return NODE_LINUX_GPU
+ }
+ return NODE_LINUX_CPU
+}
+
def get_pipeline(mxnet_variant) {
- def node_type = mxnet_variant.startsWith('cu') ? NODE_LINUX_GPU : NODE_LINUX_CPU
+ def node_type = get_node(mxnet_variant)
return cd_utils.generic_pipeline(mxnet_variant, this, node_type)
}
+// Returns the (Docker) environment for the given variant
+// The environment corresponds to the docker files in the 'docker' directory
def get_environment(mxnet_variant) {
- def environment = "ubuntu_cpu"
+ if (mxnet_variant.startsWith('aarch64')) {
+ return "publish.ubuntu1804_aarch64_cpu"
+ }
if (mxnet_variant.startsWith('cu')) {
- environment = "ubuntu_gpu_${mxnet_variant}".replace("mkl", "")
+ return "ubuntu_gpu_${mxnet_variant}"
}
- return environment
+ return "ubuntu_cpu"
}
def build(mxnet_variant) {
diff --git a/cd/utils/docker_tag.sh b/cd/utils/docker_tag.sh
index 48629ad..518817d 100755
--- a/cd/utils/docker_tag.sh
+++ b/cd/utils/docker_tag.sh
@@ -36,6 +36,8 @@ elif [[ ${mxnet_variant} == "native" ]]; then
tag_suffix="native"
elif [[ ${mxnet_variant} == cu* ]]; then
tag_suffix="gpu_${mxnet_variant}"
+elif [[ ${mxnet_variant} == aarch64* ]]; then
+ tag_suffix="aarch64_cpu"
else
echo "Error: Unrecognized mxnet variant: '${mxnet_variant}'."
diff --git a/cd/utils/mxnet_base_image.sh b/cd/utils/mxnet_base_image.sh
index 1e366af..7233321 100755
--- a/cd/utils/mxnet_base_image.sh
+++ b/cd/utils/mxnet_base_image.sh
@@ -42,6 +42,9 @@ case ${mxnet_variant} in
native)
echo "ubuntu:18.04"
;;
+ aarch64_cpu)
+ echo "arm64v8/ubuntu:18.04"
+ ;;
*)
echo "Error: Unrecognized mxnet-variant: '${mxnet_variant}'"
exit 1
diff --git a/ci/Jenkinsfile_utils.groovy b/ci/Jenkinsfile_utils.groovy
index 24c280a..3f774f0 100644
--- a/ci/Jenkinsfile_utils.groovy
+++ b/ci/Jenkinsfile_utils.groovy
@@ -242,9 +242,9 @@ def assign_node_labels(args) {
// users from just copy&pasting something into an existing Jenkinsfile without
// knowing about the limitations.
NODE_LINUX_CPU = args.linux_cpu
+ NODE_LINUX_AARCH64_CPU = args.linux_aarch64_cpu
NODE_LINUX_GPU = args.linux_gpu
NODE_LINUX_GPU_G4 = args.linux_gpu_g4
- NODE_LINUX_GPU_P3 = args.linux_gpu_p3
NODE_WINDOWS_CPU = args.windows_cpu
NODE_WINDOWS_GPU = args.windows_gpu
NODE_UTILITY = args.utility
diff --git a/ci/docker/Dockerfile.publish.ubuntu1804_aarch64_cpu b/ci/docker/Dockerfile.publish.ubuntu1804_aarch64_cpu
index 6b2db8a..129984c 100644
--- a/ci/docker/Dockerfile.publish.ubuntu1804_aarch64_cpu
+++ b/ci/docker/Dockerfile.publish.ubuntu1804_aarch64_cpu
@@ -24,6 +24,9 @@ WORKDIR /work/deps
COPY install/ubuntu_aarch64_publish.sh /work/
RUN /work/ubuntu_aarch64_publish.sh
+ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/opt/arm/armpl_21.0_gcc-8.2/lib
+ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/gcc-8.5.0/lib64
+ENV PATH=${PATH}:/usr/local/gcc-8.5.0/bin
ARG USER_ID=0
ARG GROUP_ID=0
diff --git a/cd/python/docker/Dockerfile.test b/ci/docker/install/requirements_aarch64
similarity index 65%
copy from cd/python/docker/Dockerfile.test
copy to ci/docker/install/requirements_aarch64
index 3349e93..c366219 100644
--- a/cd/python/docker/Dockerfile.test
+++ b/ci/docker/install/requirements_aarch64
@@ -1,4 +1,3 @@
-# -*- mode: dockerfile -*-
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
@@ -16,21 +15,20 @@
# specific language governing permissions and limitations
# under the License.
#
-# Python MXNet Dockerfile
+# build and install are separated so changes to build don't invalidate
+# the whole docker cache for the image
-# NOTE: Assumes 'ci' directory is root of the context when building
-
-ARG BASE_IMAGE
-FROM ${BASE_IMAGE}
-
-ARG USER_ID=1001
-ARG GROUP_ID=1001
-
-COPY ./docker/install/ubuntu_adduser.sh /work/ubuntu_adduser.sh
-COPY ./docker/install/requirements /work/requirements
-
-RUN mkdir -p /work
-RUN /work/ubuntu_adduser.sh
-RUN pip install -r /work/requirements
-
-WORKDIR /work/mxnet
+boto3==1.9.229
+cpplint==1.3.0
+Cython
+decorator==4.4.0
+mock==2.0.0
+nose==1.3.7
+nose-timer==0.7.3
+numpy
+pylint==2.3.1 # pylint and astroid need to be aligned
+astroid==2.3.3 # pylint and astroid need to be aligned
+requests<2.19.0,>=2.18.4
+scipy
+setuptools
+coverage
diff --git a/ci/docker/install/ubuntu_aarch64_publish.sh b/ci/docker/install/ubuntu_aarch64_publish.sh
index d47755f..7816526 100755
--- a/ci/docker/install/ubuntu_aarch64_publish.sh
+++ b/ci/docker/install/ubuntu_aarch64_publish.sh
@@ -39,6 +39,7 @@ apt-get install -y git \
gnupg \
gnupg2 \
gnupg-agent \
+ libc6-lse \
pandoc \
python3 \
python3-pip \
@@ -47,11 +48,22 @@ apt-get install -y git \
openjdk-8-jdk \
patchelf
-# gcc-10 required for -moutline-atomics flag
-apt-add-repository "deb http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic main"
-apt-get update
-apt install -y gcc-10 g++-10 gfortran-10
-update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-10 100 --slave /usr/bin/g++ g++ /usr/bin/g++-10 --slave /usr/bin/gcov gcov /usr/bin/gcov-10 --slave /usr/bin/gfortran gfortran /usr/bin/gfortran-10
+# build gcc-8.5 from source
+apt update
+apt install -y flex bison
+wget https://ftpmirror.gnu.org/gcc/gcc-8.5.0/gcc-8.5.0.tar.xz
+tar xf gcc-8.5.0.tar.xz
+cd gcc-8.5.0/
+sed -i contrib/download_prerequisites -e '/base_url=/s/ftp/http/'
+contrib/download_prerequisites
+cd ..
+mkdir build && cd build
+../gcc-8.5.0/configure -v --build=aarch64-linux-gnu --host=aarch64-linux-gnu --target=aarch64-linux-gnu --prefix=/usr/local/gcc-8.5.0 --enable-checking=release --enable-languages=c,c++,fortran --disable-multilib --program-suffix=-8.5
+make -j$(nproc)
+sudo make install-strip
+cd ..
+rm -rf gcc-8.5.0.tar.xz
+update-alternatives --install /usr/bin/gcc gcc /usr/local/gcc-8.5.0/bin/gcc-8.5 100 --slave /usr/bin/g++ g++ /usr/local/gcc-8.5.0/bin/g++-8.5 --slave /usr/bin/gcov gcov /usr/local/gcc-8.5.0/bin/gcov-8.5 --slave /usr/bin/gfortran gfortran /usr/local/gcc-8.5.0/bin/gfortran-8.5
curl -o apache-maven-3.3.9-bin.tar.gz -L http://www.eu.apache.org/dist/maven/maven-3/3.3.9/binaries/apache-maven-3.3.9-bin.tar.gz \
|| curl -o apache-maven-3.3.9-bin.tar.gz -L https://search.maven.org/remotecontent?filepath=org/apache/maven/apache-maven/3.3.9/apache-maven-3.3.9-bin.tar.gz
@@ -75,3 +87,7 @@ cd cmake-3.16.5
make -j$(nproc)
sudo make install
+# Download and set up Arm Performance Libraries
+wget https://armkeil.blob.core.windows.net/developer/Files/downloads/hpc/arm-performance-libraries/21-0-0/Ubuntu18.04/arm-performance-libraries_21.0_Ubuntu-18.04_gcc-8.2.tar
+tar -xvf arm-performance-libraries_21.0_Ubuntu-18.04_gcc-8.2.tar
+arm-performance-libraries_21.0_Ubuntu-18.04_gcc-8.2/arm-performance-libraries_21.0_Ubuntu-18.04.sh -a
diff --git a/config/distribution/linux_aarch64_cpu.cmake b/config/distribution/linux_aarch64_cpu.cmake
index 391d341..f413451 100644
--- a/config/distribution/linux_aarch64_cpu.cmake
+++ b/config/distribution/linux_aarch64_cpu.cmake
@@ -16,7 +16,7 @@
# under the License.
set(CMAKE_BUILD_TYPE "Distribution" CACHE STRING "Build type")
-set(CFLAGS "-march=armv8-a" CACHE STRING "CFLAGS")
+set(CFLAGS "-march=armv8-a+crc+crypto -moutline-atomics" CACHE STRING "CFLAGS")
set(CXXFLAGS "-march=armv8-a" CACHE STRING "CXXFLAGS")
set(USE_CUDA OFF CACHE BOOL "Build with CUDA support")
@@ -39,4 +39,4 @@ set(ENV{ACL_ROOT_DIR} "")
set(MKLDNN_USE_ACL OFF CACHE BOOL "Integrate MKLDNN with Arm Compute Library")
# APL can be downloaded from https://developer.arm.com/tools-and-software/server-and-hpc/downloads/arm-performance-libraries
# Note that APL needs to be added to LD_LIBRARY_PATH
-set(MKLDNN_USE_APL OFF CACHE BOOL "Integrate MKLDNN with Arm Performance Libraries")
+set(MKLDNN_USE_APL ON CACHE BOOL "Integrate MKLDNN with Arm Performance Libraries")
diff --git a/docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md b/docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md
index e8363b7..35d8e75 100644
--- a/docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md
+++ b/docs/static_site/src/_includes/get_started/linux/python/cpu/pip.md
@@ -55,6 +55,12 @@ Graphics and Xe architecture-based Graphics. Support for other architectures
such as Arm* 64-bit Architecture (AArch64) and OpenPOWER* Power ISA (PPC64) is
experimental.
+Please note that the Linux CPU pip wheels for AArch64 platforms are built with
+oneDNN with Arm Performance Libraries (APL) integrated. Because APL's license
+is not compatible with Apache license, you would need to
+<a href="https://developer.arm.com/tools-and-software/server-and-hpc/compile/arm-compiler-for-linux/arm-performance-libraries">manually install</a> APL
+in your system.
+
oneDNN is intended for deep learning applications and framework developers
interested in improving application performance on Intel CPUs and GPUs, more
details can be found <a href="https://github.com/oneapi-src/oneDNN">here</a>.
diff --git a/python/mxnet/test_utils.py b/python/mxnet/test_utils.py
index 927d857..3e3ef5d 100755
--- a/python/mxnet/test_utils.py
+++ b/python/mxnet/test_utils.py
@@ -2551,6 +2551,11 @@ def is_cd_run():
return os.environ.get("CD_JOB", 0) == "1"
+def is_aarch64_run():
+ """Checks if the test is running on aarch64 instance"""
+ return platform.machine() == "aarch64"
+
+
_features = Features()
diff --git a/tests/python/unittest/test_contrib_operator.py b/tests/python/unittest/test_contrib_operator.py
index 476dfac..758331a 100644
--- a/tests/python/unittest/test_contrib_operator.py
+++ b/tests/python/unittest/test_contrib_operator.py
@@ -268,6 +268,7 @@ def test_bipartite_matching_op():
assert_match([[0.5, 0.6], [0.1, 0.2], [0.3, 0.4]], [1, -1, 0], [2, 0], 1e-12, False)
assert_match([[0.5, 0.6], [0.1, 0.2], [0.3, 0.4]], [-1, 0, 1], [1, 2], 100, True)
+@unittest.skipIf(is_aarch64_run(), "test fails on aarch64 - tracked in #20289")
def test_multibox_target_op():
anchors = mx.nd.array([[0.1, 0.2, 0.3, 0.4], [0.5, 0.6, 0.7, 0.8]], ctx=default_context()).reshape((1, -1, 4))
cls_pred = mx.nd.array(list(range(10)), ctx=default_context()).reshape((1, -1, 2))
diff --git a/tests/python/unittest/test_ndarray.py b/tests/python/unittest/test_ndarray.py
index c8fbf35..3f93cbe 100644
--- a/tests/python/unittest/test_ndarray.py
+++ b/tests/python/unittest/test_ndarray.py
@@ -31,11 +31,13 @@ from mxnet.test_utils import default_context
from mxnet.test_utils import np_reduce
from mxnet.test_utils import same
from mxnet.test_utils import random_sample, rand_shape_nd, random_arrays
+from mxnet.test_utils import is_aarch64_run
from mxnet import runtime
from numpy.testing import assert_allclose, assert_array_equal, assert_array_almost_equal
import mxnet.autograd
from mxnet.base import integer_types
from mxnet.ndarray.ndarray import py_slice
+import unittest
def check_with_uniform(uf, arg_shapes, dim=None, npuf=None, rmin=-10, type_list=[np.float32]):
@@ -1283,6 +1285,7 @@ def test_output():
@with_seed()
+@unittest.skipIf(is_aarch64_run(), "test fails on aarch64 - tracked in #20289")
def test_ndarray_fluent():
has_grad = set(['flatten', 'expand_dims', 'flip', 'tile', 'transpose', 'sum', 'nansum', 'prod',
'nanprod', 'mean', 'max', 'min', 'reshape', 'broadcast_to', 'split', 'split_v2',
diff --git a/tests/python/unittest/test_numpy_interoperability.py b/tests/python/unittest/test_numpy_interoperability.py
index fd8abf1..63e74c7 100644
--- a/tests/python/unittest/test_numpy_interoperability.py
+++ b/tests/python/unittest/test_numpy_interoperability.py
@@ -28,6 +28,7 @@ from mxnet import np
from mxnet.test_utils import assert_almost_equal
from mxnet.test_utils import use_np
from mxnet.test_utils import is_op_runnable
+from mxnet.test_utils import is_aarch64_run
from common import assertRaises, with_seed, random_seed, setup_module, teardown
from mxnet.numpy_dispatch_protocol import with_array_function_protocol, with_array_ufunc_protocol
from mxnet.numpy_dispatch_protocol import _NUMPY_ARRAY_FUNCTION_LIST, _NUMPY_ARRAY_UFUNC_LIST
@@ -3066,6 +3067,7 @@ def test_np_memory_array_function():
@with_seed()
@use_np
+@unittest.skipIf(is_aarch64_run(), "test fails on aarch64 - tracked in #20289")
@with_array_function_protocol
def test_np_array_function_protocol():
check_interoperability(_NUMPY_ARRAY_FUNCTION_LIST)
diff --git a/tests/python/unittest/test_numpy_op.py b/tests/python/unittest/test_numpy_op.py
index 4bdaf52..8b6fc68 100644
--- a/tests/python/unittest/test_numpy_op.py
+++ b/tests/python/unittest/test_numpy_op.py
@@ -34,6 +34,7 @@ from mxnet.test_utils import same, assert_almost_equal, rand_shape_nd, rand_ndar
from mxnet.test_utils import check_numeric_gradient, use_np, collapse_sum_like, effective_dtype
from mxnet.test_utils import new_matrix_with_real_eigvals_nd
from mxnet.test_utils import new_sym_matrix_with_real_eigvals_nd
+from mxnet.test_utils import is_aarch64_run
from common import assertRaises, with_seed
import random
from mxnet.test_utils import verify_generator, gen_buckets_probs_with_ppf
@@ -3573,6 +3574,7 @@ def test_np_swapaxes():
@with_seed()
@use_np
+@unittest.skipIf(is_aarch64_run(), "test fails on aarch64 - tracked in #20289")
def test_np_delete():
class TestDelete(HybridBlock):
def __init__(self, obj, axis=None):
diff --git a/tools/dependencies/openblas.sh b/tools/dependencies/openblas.sh
index 8871d04..17714ce 100755
--- a/tools/dependencies/openblas.sh
+++ b/tools/dependencies/openblas.sh
@@ -19,7 +19,7 @@
# This script builds the static library of openblas that can be used as dependency of mxnet.
set -ex
-OPENBLAS_VERSION=0.3.7
+OPENBLAS_VERSION=0.3.13
if [[ ((! -e $DEPS_PATH/lib/libopenblas.a) && -z "$CMAKE_STATICBUILD") ||
((! -e $DEPS_PATH/lib/libopenblas.so) && -v CMAKE_STATICBUILD) ]]; then
# download and build openblas
@@ -33,7 +33,11 @@ if [[ ((! -e $DEPS_PATH/lib/libopenblas.a) && -z "$CMAKE_STATICBUILD") ||
cd $DEPS_PATH/OpenBLAS-$OPENBLAS_VERSION
# Adding NO_DYNAMIC=1 flag causes make install to fail
- CXX="g++ -fPIC" CC="gcc -fPIC" $MAKE DYNAMIC_ARCH=1 USE_OPENMP=1
+ if [[ ! $ARCH == 'aarch64' ]]; then
+ CXX="g++ -fPIC" CC="gcc -fPIC" $MAKE DYNAMIC_ARCH=1 USE_OPENMP=1
+ else
+ $MAKE DYNAMIC_ARCH=1 USE_OPENMP=1
+ fi
if [[ -v CMAKE_STATICBUILD ]]; then
# We link and redistribute libopenblas.so for cmake staticbuild
diff --git a/tools/pip/doc/AARCH64_CPU_ADDITIONAL.md b/tools/pip/doc/AARCH64_CPU_ADDITIONAL.md
new file mode 100644
index 0000000..bedca05
--- /dev/null
+++ b/tools/pip/doc/AARCH64_CPU_ADDITIONAL.md
@@ -0,0 +1,47 @@
+<!--- Licensed to the Apache Software Foundation (ASF) under one -->
+<!--- or more contributor license agreements. See the NOTICE file -->
+<!--- distributed with this work for additional information -->
+<!--- regarding copyright ownership. The ASF licenses this file -->
+<!--- to you under the Apache License, Version 2.0 (the -->
+<!--- "License"); you may not use this file except in compliance -->
+<!--- with the License. You may obtain a copy of the License at -->
+
+<!--- http://www.apache.org/licenses/LICENSE-2.0 -->
+
+<!--- Unless required by applicable law or agreed to in writing, -->
+<!--- software distributed under the License is distributed on an -->
+<!--- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY -->
+<!--- KIND, either express or implied. See the License for the -->
+<!--- specific language governing permissions and limitations -->
+<!--- under the License. -->
+
+Prerequisites
+-------------
+This package supports Linux, Mac OSX, and Windows platforms. You may also want to check:
+
+- [mxnet](https://pypi.python.org/pypi/mxnet/).
+- [mxnet-cu112](https://pypi.python.org/pypi/mxnet-cu112/) with CUDA-11.2 support.
+- [mxnet-cu110](https://pypi.python.org/pypi/mxnet-cu110/) with CUDA-11.0 support.
+- [mxnet-cu102](https://pypi.python.org/pypi/mxnet-cu102/) with CUDA-10.2 support.
+- [mxnet-cu101](https://pypi.python.org/pypi/mxnet-cu101/) with CUDA-10.1 support.
+- [mxnet-cu100](https://pypi.python.org/pypi/mxnet-cu100/) with CUDA-10.0 support.
+- [mxnet-native](https://pypi.python.org/pypi/mxnet-native/) CPU variant without MKLDNN.
+
+To use this package on Linux you need the `libquadmath.so.0` shared library. On
+Debian based systems, including Ubuntu, run `sudo apt install libquadmath0` to
+install the shared library. On RHEL based systems, including CentOS, run `sudo
+yum install libquadmath` to install the shared library. As `libquadmath.so.0` is
+a GPL library and MXNet part of the Apache Software Foundation, MXNet must not
+redistribute `libquadmath.so.0` as part of the Pypi package and users must
+manually install it.
+
+Please also note that the `AArch64` wheels are built with MKLDNN, and MKLDNN in turn is integrated with [Arm Performance Libraries (APL)](https://developer.arm.com/tools-and-software/server-and-hpc/compile/arm-compiler-for-linux/arm-performance-libraries). Because APL's license is also not compatible with Apache, users must manually install APL in their system.
+
+To install for other platforms (e.g. Windows, Raspberry Pi/ARM) or other versions, check [Installing MXNet](https://mxnet.apache.org/versions/master) for instructions on building from source.
+
+Installation
+------------
+To install, use:
+```bash
+pip install mxnet
+```
diff --git a/tools/pip/setup.py b/tools/pip/setup.py
index f84d81d..bd18f1e 100644
--- a/tools/pip/setup.py
+++ b/tools/pip/setup.py
@@ -127,7 +127,7 @@ shutil.copy(os.path.join(CURRENT_DIR, 'mxnet-build/src/lib_api.cc'),
package_name = 'mxnet'
variant = os.environ['mxnet_variant'].upper()
-if variant != 'CPU':
+if not variant.endswith('CPU'):
package_name = 'mxnet_{0}'.format(variant.lower())
def skip_markdown_comments(md):
@@ -145,7 +145,7 @@ with open('doc/{0}_ADDITIONAL.md'.format(variant)) as variant_doc:
short_description = 'Apache MXNet is an ultra-scalable deep learning framework.'
libraries = []
-if variant == 'CPU':
+if variant.endswith('CPU'):
libraries.append('openblas')
else:
if variant.startswith('CU112'):
diff --git a/tools/staticbuild/build_lib_cmake.sh b/tools/staticbuild/build_lib_cmake.sh
index 04044bd..ade6b7a 100755
--- a/tools/staticbuild/build_lib_cmake.sh
+++ b/tools/staticbuild/build_lib_cmake.sh
@@ -20,11 +20,7 @@
set -eo pipefail
# This script builds the libraries of mxnet.
-if [[ $ARCH == 'aarch64' ]]; then
- cmake_config=${CURDIR}/config/distribution/${PLATFORM}_${ARCH}_${VARIANT}.cmake
-else
- cmake_config=${CURDIR}/config/distribution/${PLATFORM}_${VARIANT}.cmake
-fi
+cmake_config=${CURDIR}/config/distribution/${PLATFORM}_${VARIANT}.cmake
if [[ ! -f $cmake_config ]]; then
>&2 echo "Couldn't find cmake config $make_config for the current settings."