From b3b8a9d49d2d97d5222c118361bb49340e361345 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 12 Feb 2020 19:33:07 +0000 Subject: [PATCH 001/113] prepare release v0.1.0 --- CHANGELOG.md | 127 +++++++++++++++++++++++++++++++++++++++++++++++++++ VERSION | 2 +- 2 files changed, 128 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index af391c6a..1215f105 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,132 @@ # Changelog +## v0.1.0 (2020-02-12) + +### Features + + * Add release to PyPI. Change package name to sagemaker-tensorflow-training. + +### Bug Fixes and Other Changes + + * pin awscli to latest version + * Pin awscli to latest + * bump smdebug version to 0.5.0.post0 + * update: Update awscli version and remove related pins + * update: Update buildspec for TF 1.15.0 + * update copyright year in license header + * update: Release TF 1.15.0 dockerfiles + * use regional endpoint for STS in builds + * update documentation link in warning message + * update instance type region availability. + * license file was missing from root of repo. + * install tensorflow<2.0 + * merge dockerfiles + * move script mode branch to master + * use last legacy mode version for --framework-version test arg default + * Pin pytest and pluggy to work around configparser error + * Use multiprocessing.Process to launch parameter server + * increase grpc message size limit to 2gb + * Fix typo in serving method name + * restore python-dev package in image + * Add default tag to functional tests + * update link to correct docs + * Add EI Dockerfile for 1.11 + * Add EI documentation within README + * add Dockerfile for EI + * Use get_closest_marker instead of get_marker + * Add docker files of TF 1.12 + * Default GRPC timeout for EI & Allow timeout to be configurable + * remove requests from test dependencies + * catch RpcError due to change in GRPC + * Icywang86rui gpu fix + * Read port range from container support for TFS port + * Unfreeze requests version + * export_saved_model: copy asset files + * add port to dockerfile + * Updated TF Pipe Mode Version + * Fix MKL setting + * Set MKL vars plus tests + * increase test timeout + * Add back https to S3 + * Add 1.11.0 CPU and GPU Dockerfile + * pin requests version + * fix memory leak in serving + * Update region in s3 boto client in serve + * Update readme with instructions for 1.9.0 and above + * Fix deserialization of dicts for json predict requests + * Add dockerfile and update test for tensorflow 1.10.0 + * Support tensorflow 1.9.0 + * Add integ tests to verify that tensorflow in gpu-image can access gpu-devices. + * train on 3 epochs for pipe mode test + * Change error classes used by _default_input_fn() and _default_output_fn() + * Changing assertion to check only existence + * Install sagemaker-tensorflow from pypi. Add MKL environment variables for TF 1.8 + * get most recent saved model to export + * pip install tensorflow 1.8 in 1.8 cpu image + * install tensorflow extensions + * upgrade cpu binaries in docker build + * Force upgrade of the framework binaries to make sure the right binaries are installed. + * Add Pillow to pip install list + * Increase train steps for cifar distributed test to mitigate race condition + * Add TensorFlow 1.8 dockerfiles + * Add TensorFlow 1.7 dockerfiles + * Explain how to download tf binaries from PyPI + * Allow training without S3 + * Fix hyperparameter name for detecting a tuning job + * Checkout v1.4.1 tag instead of r1.4 branch + * Move processing of requirements file in. + * Generate checkpoint path using TRAINING_JOB_NAME environment variable if needed + * Wrap user-provided model_fn to pass arguments positionally (maintains compatibility with existing behavior) + * Add more unit tests for trainer, fix __all__ and rename train.py to avoid import conflict + * Use regional endpoint for S3 client + * Update README.rst + * Pass input_channels to eval_input_fn if defined + * Fix setup.py to refer to renamed README + * Add test and build instructions + * Fix year in license headers + * Add TensorFlow 1.6 + * Add test instructions in README + * Add container support to install_requires + * Add Apache license headers + * Use wget to install tensorflow-model-server + * Fix file path for integ test + * Fix s3_prefix path in integ test + * Fix typo in path for integ test + * Add input_channels to train_input_fn interface. + * Update logging and make serving_input_fn optional. + * remove pip install in tensorflow training + * Modify integration tests to run nvidia-docker for gpu + * add h5py for keras models + * Add local integ tests & resources + * Restructure repo to use a directory per TF version for dockerfiles + * Rename "feature_map" variables to "feature_dict" to avoid overloading it with the ML term "feature map" + * Copying in changes from internal repo: + * Add functional test + * Fix FROM image names for final build dockerfiles + * Add dockerfiles for building our production images (TF 1.4) + * GPU Dockerfile and setup.py fixes + * Add base image Dockerfiles for 1.4 + * Merge pull request #1 from aws/mvs-first-commit + * first commit + * Updating initial README.md from template + * Creating initial file from template + * Creating initial file from template + * Creating initial file from template + * Creating initial file from template + * Creating initial file from template + * Initial commit + +### Documentation Changes + + * update README.rst + * Add link to TF 2.0 branch + +### Testing and Release Infrastructure + + * Add twine check during PR. + * properly fail build if has-matching-changes fails + * properly fail build if has-matching-changes fails + ## v0.1.0 (2019-05-22) ### Bug fixes and other changes diff --git a/VERSION b/VERSION index eb5fc1c6..6e8bf73a 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.0.8.dev0 +0.1.0 From 4fe44132323274e6520fc3d1ee14455a7f8c4360 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 12 Feb 2020 19:37:11 +0000 Subject: [PATCH 002/113] update development version to v0.1.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 6e8bf73a..a665ad80 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -0.1.0 +0.1.1.dev0 From a395026c20fc0bd23d080f8b557b15561ab872fa Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 13 Feb 2020 22:55:42 +0000 Subject: [PATCH 003/113] prepare release v2.2.0 --- CHANGELOG.md | 26 ++++++++++++++++++++++++++ VERSION | 2 +- 2 files changed, 27 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 1215f105..7d0fb244 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,31 @@ # Changelog +## v2.2.0 (2020-02-13) + +### Features + + * Add release to PyPI. Change package name to sagemaker-tensorflow-training. + +### Bug Fixes and Other Changes + + * pin awscli to latest version + * Pin awscli to latest + * bump smdebug version to 0.5.0.post0 + * update: Update awscli version and remove related pins + * update: Update buildspec for TF 1.15.0 + * update copyright year in license header + +### Documentation Changes + + * update README.rst + * Add link to TF 2.0 branch + +### Testing and Release Infrastructure + + * Add twine check during PR. + * properly fail build if has-matching-changes fails + * properly fail build if has-matching-changes fails + ## v0.1.0 (2020-02-12) ### Features diff --git a/VERSION b/VERSION index a665ad80..ccbccc3d 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -0.1.1.dev0 +2.2.0 From 59b26114c90a002768b60c6b5d009278277ba515 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 13 Feb 2020 22:59:13 +0000 Subject: [PATCH 004/113] update development version to v2.2.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index ccbccc3d..03f6c474 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.0 +2.2.1.dev0 From f56033929719c2ac4ac901d9771b6e9bc7c59700 Mon Sep 17 00:00:00 2001 From: ElizaZh Date: Thu, 13 Feb 2020 17:31:20 -0800 Subject: [PATCH 005/113] update: update r1.15.2 dockerfiles (#283) * update for r1.15.2 * empty commit to restart CodeBuild tests * rename the folder * put 1.15.0 folder back * update sagemaker package name * add * to sagemaker package name --- docker/1.15.2/py2/Dockerfile.cpu | 118 ++++++++++++++++++++++ docker/1.15.2/py2/Dockerfile.gpu | 160 +++++++++++++++++++++++++++++ docker/1.15.2/py3/Dockerfile.cpu | 120 ++++++++++++++++++++++ docker/1.15.2/py3/Dockerfile.gpu | 166 +++++++++++++++++++++++++++++++ 4 files changed, 564 insertions(+) create mode 100644 docker/1.15.2/py2/Dockerfile.cpu create mode 100644 docker/1.15.2/py2/Dockerfile.gpu create mode 100644 docker/1.15.2/py3/Dockerfile.cpu create mode 100644 docker/1.15.2/py3/Dockerfile.gpu diff --git a/docker/1.15.2/py2/Dockerfile.cpu b/docker/1.15.2/py2/Dockerfile.cpu new file mode 100644 index 00000000..55eef4b5 --- /dev/null +++ b/docker/1.15.2/py2/Dockerfile.cpu @@ -0,0 +1,118 @@ +FROM ubuntu:18.04 + +LABEL maintainer="Amazon AI" + +# Prevent docker build get stopped by requesting user interaction +ENV DEBIAN_FRONTEND=noninteractive +ENV DEBCONF_NONINTERACTIVE_SEEN=true +# Set environment variables for MKL +# https://www.tensorflow.org/performance/performance_guide#tensorflow_with_intel%C2%AE_mkl_dnn +ENV KMP_AFFINITY=granularity=fine,compact,1,0 +ENV KMP_BLOCKTIME=1 +ENV KMP_SETTINGS=0 +# Python won’t try to write .pyc or .pyo files on the import of source modules +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 +# See http://bugs.python.org/issue19846 +ENV PYTHONIOENCODING=UTF-8 +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +# Specify the location of module that contains the training logic for SageMaker +# https://docs.aws.amazon.com/sagemaker/latest/dg/docker-container-environmental-variables-entrypoint.html +ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main + +# Define framework-related package sources +ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz +ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp27-cp27mu-manylinux2010_x86_64.whl + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + software-properties-common \ + build-essential \ + openssh-client \ + openssh-server \ + ca-certificates \ + curl \ + git \ + wget \ + vim \ + zlib1g-dev \ + && rm -rf /var/lib/apt/lists/* + +# Install Open MPI +RUN mkdir /tmp/openmpi \ + && cd /tmp/openmpi \ + && curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ + && tar zxf openmpi-4.0.1.tar.gz \ + && cd openmpi-4.0.1 \ + && ./configure --enable-orterun-prefix-by-default \ + && make -j $(nproc) all \ + && make install \ + && ldconfig \ + && rm -rf /tmp/openmpi + +# Create a wrapper for OpenMPI to allow running as root by default +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ + && echo '#!/bin/bash' > /usr/local/bin/mpirun \ + && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ + && chmod a+x /usr/local/bin/mpirun + +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ + && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf + +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH +ENV PATH=/usr/local/openmpi/bin/:$PATH + +# SSH login fix. Otherwise user is kicked off after login +RUN sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd + +# Create SSH key. +RUN mkdir -p /root/.ssh/ \ + && mkdir -p /var/run/sshd \ + && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ + && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ + && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config + +WORKDIR / + +RUN apt-get update \ + && apt-get install -y \ + python \ + python-pip + +COPY $FRAMEWORK_SUPPORT_INSTALLABLE . + +RUN pip --no-cache-dir install --upgrade \ + pip \ + setuptools + +# Some TF tools expect a "python" binary +RUN ln -s $(which python) /usr/local/bin/python + +RUN pip install --no-cache-dir -U \ + numpy==1.16.5 \ + scipy==1.2.2 \ + scikit-learn==0.20.3 \ + pandas==0.24.2 \ + Pillow==6.2.1 \ + h5py==2.9.0 \ + keras_applications==1.0.8 \ + keras_preprocessing==1.1.0 \ + requests==2.22.0 \ + keras==2.3.1 \ + mpi4py==3.0.2 \ + "cryptography>=2.3" \ + "sagemaker-tensorflow>=1.15,<1.16" \ + # Let's install TensorFlow separately in the end to avoid the library version to be overwritten + && pip install --force-reinstall --no-cache-dir -U \ + ${TF_URL} \ + && pip install --no-cache-dir -U \ + $FRAMEWORK_SUPPORT_INSTALLABLE \ + awscli\ + && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE \ + && pip install --no-cache-dir -U \ + horovod==0.18.2 + +RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt + +CMD ["bin/bash"] diff --git a/docker/1.15.2/py2/Dockerfile.gpu b/docker/1.15.2/py2/Dockerfile.gpu new file mode 100644 index 00000000..8ccaa533 --- /dev/null +++ b/docker/1.15.2/py2/Dockerfile.gpu @@ -0,0 +1,160 @@ +# Nvidia does not publish a TensorRT Runtime library for Ubuntu 18.04 with Cuda 10.1 support, so we stick with cuda 10.0. +# https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/ +FROM nvidia/cuda:10.0-base-ubuntu18.04 + +LABEL maintainer="Amazon AI" + +# Prevent docker build get stopped by requesting user interaction +ENV DEBIAN_FRONTEND=noninteractive +ENV DEBCONF_NONINTERACTIVE_SEEN=true +# Python won’t try to write .pyc or .pyo files on the import of source modules +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 +# See http://bugs.python.org/issue19846 +ENV PYTHONIOENCODING=UTF-8 +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +# Specify the location of module that contains the training logic for SageMaker +# https://docs.aws.amazon.com/sagemaker/latest/dg/docker-container-environmental-variables-entrypoint.html +ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main + +# Define framework-related package sources +ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz +ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp27-cp27mu-manylinux2010_x86_64.whl + +RUN apt-get update \ + && apt-get install -y --no-install-recommends --allow-unauthenticated \ + ca-certificates \ + cuda-command-line-tools-10-0 \ + cuda-cublas-dev-10-0 \ + cuda-cudart-dev-10-0 \ + cuda-cufft-dev-10-0 \ + cuda-curand-dev-10-0 \ + cuda-cusolver-dev-10-0 \ + cuda-cusparse-dev-10-0 \ + curl \ + libcudnn7=7.5.1.10-1+cuda10.0 \ + # TensorFlow doesn't require libnccl anymore but Open MPI still depends on it + libnccl2=2.4.7-1+cuda10.0 \ + libgomp1 \ + libnccl-dev=2.4.7-1+cuda10.0 \ + libfreetype6-dev \ + libhdf5-serial-dev \ + libpng-dev \ + libzmq3-dev \ + git \ + wget \ + vim \ + build-essential \ + openssh-client \ + openssh-server \ + zlib1g-dev \ + # The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1804-5.0.2-ga-cuda10.0 + # adds a new list which contains libnvinfer library, so it needs another + # 'apt-get update' to retrieve that list before it can actually install the library. + # We don't install libnvinfer-dev since we don't need to build against TensorRT, + # and libnvinfer4 doesn't contain libnvinfer.a static library. + && apt-get update \ + && apt-get install -y --no-install-recommends --allow-unauthenticated \ + nvinfer-runtime-trt-repo-ubuntu1804-5.0.2-ga-cuda10.0 \ + && apt-get update \ + && apt-get install -y --no-install-recommends --allow-unauthenticated \ + libnvinfer5=5.0.2-1+cuda10.0 \ + && rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* \ + && rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* \ + && rm /usr/lib/x86_64-linux-gnu/libnvparsers* \ + && rm -rf /var/lib/apt/lists/* \ + && mkdir -p /var/run/sshd + +# Install Open MPI +RUN mkdir /tmp/openmpi \ + && cd /tmp/openmpi \ + && curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ + && tar zxf openmpi-4.0.1.tar.gz \ + && cd openmpi-4.0.1 \ + && ./configure --enable-orterun-prefix-by-default \ + && make -j $(nproc) all \ + && make install \ + && ldconfig \ + && rm -rf /tmp/openmpi + +RUN apt-get update \ + && apt-get install -y \ + python \ + python-pip + +# Create a wrapper for OpenMPI to allow running as root by default +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ + && echo '#!/bin/bash' > /usr/local/bin/mpirun \ + && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ + && chmod a+x /usr/local/bin/mpirun + +# Configure OpenMPI to run good defaults: +# --bind-to none --map-by slot --mca btl_tcp_if_exclude lo,docker0 +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ + && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf + +# Set default NCCL parameters +RUN echo NCCL_DEBUG=INFO >> /etc/nccl.conf + +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH +ENV PATH /usr/local/openmpi/bin/:$PATH +ENV PATH=/usr/local/nvidia/bin:$PATH + +# SSH login fix. Otherwise user is kicked off after login +RUN mkdir -p /var/run/sshd \ + && sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd + +# Create SSH key. +RUN mkdir -p /root/.ssh/ \ + && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ + && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ + && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config + +WORKDIR / + +RUN pip --no-cache-dir install --upgrade \ + pip \ + setuptools + +# Some TF tools expect a "python" binary +RUN ln -s $(which python) /usr/local/bin/python + +COPY $FRAMEWORK_SUPPORT_INSTALLABLE . + +RUN pip install --no-cache-dir -U \ + numpy==1.16.5 \ + scipy==1.2.2 \ + scikit-learn==0.20.3 \ + pandas==0.24.2 \ + Pillow==6.2.1 \ + h5py==2.9.0 \ + keras_applications==1.0.8 \ + keras_preprocessing==1.1.0 \ + requests==2.22.0 \ + keras==2.3.1 \ + mpi4py==3.0.2 \ + "cryptography>=2.3" \ + "sagemaker-tensorflow>=1.15,<1.16" \ + # Let's install TensorFlow separately in the end to avoid the library version to be overwritten + && pip install --force-reinstall --no-cache-dir -U \ + ${TF_URL} \ + && pip install --no-cache-dir -U \ + $FRAMEWORK_SUPPORT_INSTALLABLE \ + awscli\ + && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE + +# Install Horovod, temporarily using CUDA stubs +RUN ldconfig /usr/local/cuda/targets/x86_64-linux/lib/stubs \ + && HOROVOD_GPU_ALLREDUCE=NCCL HOROVOD_WITH_TENSORFLOW=1 pip install --no-cache-dir \ + horovod==0.18.2 \ + && ldconfig + +# Allow OpenSSH to talk to containers without asking for confirmation +RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_config.new \ + && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ + && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config + +RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt + +CMD ["bin/bash"] diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu new file mode 100644 index 00000000..88cbb6ee --- /dev/null +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -0,0 +1,120 @@ +FROM ubuntu:18.04 + +LABEL maintainer="Amazon AI" + +# Prevent docker build get stopped by requesting user interaction +ENV DEBIAN_FRONTEND=noninteractive +ENV DEBCONF_NONINTERACTIVE_SEEN=true +# Set environment variables for MKL +# https://www.tensorflow.org/performance/performance_guide#tensorflow_with_intel%C2%AE_mkl_dnn +ENV KMP_AFFINITY=granularity=fine,compact,1,0 +ENV KMP_BLOCKTIME=1 +ENV KMP_SETTINGS=0 +# Python won’t try to write .pyc or .pyo files on the import of source modules +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 +# See http://bugs.python.org/issue19846 +ENV PYTHONIOENCODING=UTF-8 +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +# Specify the location of module that contains the training logic for SageMaker +# https://docs.aws.amazon.com/sagemaker/latest/dg/docker-container-environmental-variables-entrypoint.html +ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main + +# Define framework-related package sources +ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz +ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + python3-dev \ + python3-pip \ + python3-setuptools \ + software-properties-common \ + build-essential \ + openssh-client \ + openssh-server \ + ca-certificates \ + curl \ + git \ + wget \ + vim \ + zlib1g-dev \ + && rm -rf /var/lib/apt/lists/* + +# Install Open MPI +RUN mkdir /tmp/openmpi \ + && cd /tmp/openmpi \ + && curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ + && tar zxf openmpi-4.0.1.tar.gz \ + && cd openmpi-4.0.1 \ + && ./configure --enable-orterun-prefix-by-default \ + && make -j $(nproc) all \ + && make install \ + && ldconfig \ + && rm -rf /tmp/openmpi + +# Create a wrapper for OpenMPI to allow running as root by default +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ + && echo '#!/bin/bash' > /usr/local/bin/mpirun \ + && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ + && chmod a+x /usr/local/bin/mpirun + +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ + && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf + +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH +ENV PATH=/usr/local/openmpi/bin/:$PATH + +# SSH login fix. Otherwise user is kicked off after login +RUN sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd + +# Create SSH key. +RUN mkdir -p /root/.ssh/ \ + && mkdir -p /var/run/sshd \ + && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ + && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ + && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config + +WORKDIR / + +COPY $FRAMEWORK_SUPPORT_INSTALLABLE . + +RUN pip3 --no-cache-dir install --upgrade \ + pip \ + setuptools + +# Some TF tools expect a "python" binary +RUN ln -s $(which python3) /usr/local/bin/python \ + && ln -s $(which pip3) /usr/bin/pip + +RUN pip install --no-cache-dir -U \ + numpy==1.17.4 \ + scipy==1.2.2 \ + scikit-learn==0.20.3 \ + pandas==0.24.2 \ + Pillow==6.2.1 \ + h5py==2.9.0 \ + keras_applications==1.0.8 \ + keras_preprocessing==1.1.0 \ + keras==2.3.1 \ + requests==2.22.0 \ + smdebug==0.5.0.post0 \ + sagemaker-experiments==0.1.3 \ + mpi4py==3.0.2 \ + "cryptography>=2.3" \ + "sagemaker-tensorflow>=1.15,<1.16" \ + # Let's install TensorFlow separately in the end to avoid + # the library version to be overwritten + && pip install --force-reinstall --no-cache-dir -U \ + ${TF_URL} \ + && pip install --force-reinstall --no-cache-dir -U \ + horovod==0.18.2 \ + && pip install --no-cache-dir -U \ + $FRAMEWORK_SUPPORT_INSTALLABLE \ + awscli\ + && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE + +RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt + +CMD ["bin/bash"] diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu new file mode 100644 index 00000000..30c9cd7e --- /dev/null +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -0,0 +1,166 @@ +# Nvidia does not publish a TensorRT Runtime library for Ubuntu 18.04 with Cuda 10.1 support, so we stick with cuda 10.0. +# https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/ +FROM nvidia/cuda:10.0-base-ubuntu18.04 + +LABEL maintainer="Amazon AI" + +# Prevent docker build get stopped by requesting user interaction +ENV DEBIAN_FRONTEND=noninteractive +ENV DEBCONF_NONINTERACTIVE_SEEN=true +# Python won’t try to write .pyc or .pyo files on the import of source modules +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 +# See http://bugs.python.org/issue19846 +ENV PYTHONIOENCODING=UTF-8 +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +# Specify the location of module that contains the training logic for SageMaker +# https://docs.aws.amazon.com/sagemaker/latest/dg/docker-container-environmental-variables-entrypoint.html +ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main + +# Define framework-related package sources +ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz +ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl + +RUN apt-get update \ + && apt-get install -y --no-install-recommends --allow-unauthenticated \ + python3-dev \ + python3-pip \ + python3-setuptools \ + python3-dev \ + ca-certificates \ + cuda-command-line-tools-10-0 \ + cuda-cublas-dev-10-0 \ + cuda-cudart-dev-10-0 \ + cuda-cufft-dev-10-0 \ + cuda-curand-dev-10-0 \ + cuda-cusolver-dev-10-0 \ + cuda-cusparse-dev-10-0 \ + curl \ + libcudnn7=7.5.1.10-1+cuda10.0 \ + # TensorFlow doesn't require libnccl anymore but Open MPI still depends on it + libnccl2=2.4.7-1+cuda10.0 \ + libgomp1 \ + libnccl-dev=2.4.7-1+cuda10.0 \ + libfreetype6-dev \ + libhdf5-serial-dev \ + libpng-dev \ + libzmq3-dev \ + git \ + wget \ + vim \ + build-essential \ + openssh-client \ + openssh-server \ + zlib1g-dev \ + # The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1804-5.0.2-ga-cuda10.0 + # adds a new list which contains libnvinfer library, so it needs another + # 'apt-get update' to retrieve that list before it can actually install the + # library. + # We don't install libnvinfer-dev since we don't need to build against TensorRT, + # and libnvinfer4 doesn't contain libnvinfer.a static library. + && apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ + nvinfer-runtime-trt-repo-ubuntu1804-5.0.2-ga-cuda10.0 \ + && apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ + libnvinfer5=5.0.2-1+cuda10.0 \ + && rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* \ + && rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* \ + && rm /usr/lib/x86_64-linux-gnu/libnvparsers* \ + && rm -rf /var/lib/apt/lists/* \ + && mkdir -p /var/run/sshd + +########################################################################### +# Horovod & its dependencies +########################################################################### + +# Install Open MPI +RUN mkdir /tmp/openmpi \ + && cd /tmp/openmpi \ + && curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ + && tar zxf openmpi-4.0.1.tar.gz \ + && cd openmpi-4.0.1 \ + && ./configure --enable-orterun-prefix-by-default \ + && make -j $(nproc) all \ + && make install \ + && ldconfig \ + && rm -rf /tmp/openmpi + +# Create a wrapper for OpenMPI to allow running as root by default +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ + && echo '#!/bin/bash' > /usr/local/bin/mpirun \ + && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ + && chmod a+x /usr/local/bin/mpirun + +# Configure OpenMPI to run good defaults: +# --bind-to none --map-by slot --mca btl_tcp_if_exclude lo,docker0 +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ + && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf + +# Set default NCCL parameters +RUN echo NCCL_DEBUG=INFO >> /etc/nccl.conf + +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH +ENV PATH=/usr/local/openmpi/bin/:$PATH +ENV PATH=/usr/local/nvidia/bin:$PATH + +# SSH login fix. Otherwise user is kicked off after login +RUN mkdir -p /var/run/sshd \ + && sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd + +# Create SSH key. +RUN mkdir -p /root/.ssh/ \ + && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ + && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ + && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config + +WORKDIR / + +RUN pip3 --no-cache-dir install --upgrade \ + pip \ + setuptools + +# Some TF tools expect a "python" binary +RUN ln -s $(which python3) /usr/local/bin/python \ + && ln -s $(which pip3) /usr/bin/pip + +COPY $FRAMEWORK_SUPPORT_INSTALLABLE . + +RUN pip install --no-cache-dir -U \ + numpy==1.17.4 \ + scipy==1.2.2 \ + scikit-learn==0.20.3 \ + pandas==0.24.2 \ + Pillow==6.2.1 \ + h5py==2.9.0 \ + keras_applications==1.0.8 \ + keras_preprocessing==1.1.0 \ + requests==2.22.0 \ + keras==2.3.1 \ + smdebug==0.5.0.post0 \ + sagemaker-experiments==0.1.3 \ + mpi4py==3.0.2 \ + "cryptography>=2.3" \ + "sagemaker-tensorflow>=1.15,<1.16" \ + # Let's install TensorFlow separately in the end to avoid + # the library version to be overwritten + && pip install --force-reinstall --no-cache-dir -U \ + ${TF_URL} \ + && pip install --no-cache-dir -U \ + $FRAMEWORK_SUPPORT_INSTALLABLE \ + awscli\ + && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE + +# Install Horovod, temporarily using CUDA stubs +RUN ldconfig /usr/local/cuda-10.0/targets/x86_64-linux/lib/stubs \ + && HOROVOD_GPU_ALLREDUCE=NCCL HOROVOD_WITH_TENSORFLOW=1 pip install --no-cache-dir \ + horovod==0.18.2 \ + && ldconfig + +# Allow OpenSSH to talk to containers without asking for confirmation +RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_config.new \ + && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ + && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config + +RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt + +CMD ["bin/bash"] From f90dca584b00810c78220db6c53768025451f2ee Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 17 Feb 2020 14:16:53 +0000 Subject: [PATCH 006/113] prepare release v2.2.1 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 7d0fb244..4796f919 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.2.1 (2020-02-17) + +### Bug Fixes and Other Changes + + * update: update r1.15.2 dockerfiles + ## v2.2.0 (2020-02-13) ### Features diff --git a/VERSION b/VERSION index 03f6c474..c043eea7 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.1.dev0 +2.2.1 From 63896dcc8e813e3861fdcccbbbe57e7e54c864de Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 17 Feb 2020 14:20:53 +0000 Subject: [PATCH 007/113] update development version to v2.2.2.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index c043eea7..904e16de 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.1 +2.2.2.dev0 From 4ed2b3825ee8bff5c4266be955fb21730bc421a9 Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Wed, 19 Feb 2020 16:05:21 -0800 Subject: [PATCH 008/113] change: copy all tests to test-toolkit folder. (#292) --- .flake8 | 2 +- test-toolkit/__init__.py | 13 + test-toolkit/integration/__init__.py | 48 +++ test-toolkit/integration/conftest.py | 118 +++++++ .../integration/local/test_horovod.py | 82 +++++ test-toolkit/integration/local/test_keras.py | 57 ++++ .../integration/local/test_training.py | 153 +++++++++ .../integration/sagemaker/test_horovod.py | 52 +++ .../integration/sagemaker/test_mnist.py | 160 ++++++++++ .../sagemaker/test_tuning_model_dir.py | 45 +++ test-toolkit/integration/sagemaker/timeout.py | 50 +++ test-toolkit/integration/utils.py | 37 +++ test-toolkit/resources/__init__.py | 13 + .../resources/gpu_device_placement.py | 26 ++ .../resources/hvdbasic/train_hvd_basic.py | 11 + test-toolkit/resources/keras_inception.py | 38 +++ test-toolkit/resources/mnist/__init__.py | 13 + .../mnist/data-distributed/eval_data.npy | Bin 0 -> 3136128 bytes .../mnist/data-distributed/eval_labels.npy | Bin 0 -> 4128 bytes .../mnist/data-distributed/train_data.npy | Bin 0 -> 3136128 bytes .../mnist/data-distributed/train_labels.npy | Bin 0 -> 4128 bytes .../resources/mnist/data/test/x_test.npy | Bin 0 -> 6272128 bytes .../resources/mnist/data/test/y_test.npy | Bin 0 -> 1128 bytes .../resources/mnist/data/train/x_train.npy | Bin 0 -> 6272128 bytes .../resources/mnist/data/train/y_train.npy | Bin 0 -> 1128 bytes test-toolkit/resources/mnist/horovod_mnist.py | 93 ++++++ test-toolkit/resources/mnist/mnist.py | 69 ++++ .../resources/mnist/mnist_estimator.py | 178 +++++++++++ .../12345/saved_model.pb | 0 .../test_dir_wrong_model/fake_model.h5 | 0 .../not-digit/saved_model.pb | 0 .../resources/test_py_version/entry.py | 22 ++ .../resources/tuning_model_dir/entry.py | 26 ++ test-toolkit/unit/__init__.py | 13 + .../unit/test_deep_learning_container.py | 157 +++++++++ test-toolkit/unit/test_s3_utils.py | 48 +++ test-toolkit/unit/test_training.py | 298 ++++++++++++++++++ tox.ini | 1 + 38 files changed, 1822 insertions(+), 1 deletion(-) create mode 100644 test-toolkit/__init__.py create mode 100644 test-toolkit/integration/__init__.py create mode 100644 test-toolkit/integration/conftest.py create mode 100644 test-toolkit/integration/local/test_horovod.py create mode 100644 test-toolkit/integration/local/test_keras.py create mode 100644 test-toolkit/integration/local/test_training.py create mode 100644 test-toolkit/integration/sagemaker/test_horovod.py create mode 100644 test-toolkit/integration/sagemaker/test_mnist.py create mode 100644 test-toolkit/integration/sagemaker/test_tuning_model_dir.py create mode 100644 test-toolkit/integration/sagemaker/timeout.py create mode 100644 test-toolkit/integration/utils.py create mode 100644 test-toolkit/resources/__init__.py create mode 100644 test-toolkit/resources/gpu_device_placement.py create mode 100644 test-toolkit/resources/hvdbasic/train_hvd_basic.py create mode 100644 test-toolkit/resources/keras_inception.py create mode 100644 test-toolkit/resources/mnist/__init__.py create mode 100644 test-toolkit/resources/mnist/data-distributed/eval_data.npy create mode 100644 test-toolkit/resources/mnist/data-distributed/eval_labels.npy create mode 100644 test-toolkit/resources/mnist/data-distributed/train_data.npy create mode 100644 test-toolkit/resources/mnist/data-distributed/train_labels.npy create mode 100644 test-toolkit/resources/mnist/data/test/x_test.npy create mode 100644 test-toolkit/resources/mnist/data/test/y_test.npy create mode 100644 test-toolkit/resources/mnist/data/train/x_train.npy create mode 100644 test-toolkit/resources/mnist/data/train/y_train.npy create mode 100644 test-toolkit/resources/mnist/horovod_mnist.py create mode 100644 test-toolkit/resources/mnist/mnist.py create mode 100644 test-toolkit/resources/mnist/mnist_estimator.py create mode 100644 test-toolkit/resources/test_dir_correct_model/12345/saved_model.pb create mode 100644 test-toolkit/resources/test_dir_wrong_model/fake_model.h5 create mode 100644 test-toolkit/resources/test_dir_wrong_parent_dir/not-digit/saved_model.pb create mode 100644 test-toolkit/resources/test_py_version/entry.py create mode 100644 test-toolkit/resources/tuning_model_dir/entry.py create mode 100644 test-toolkit/unit/__init__.py create mode 100644 test-toolkit/unit/test_deep_learning_container.py create mode 100644 test-toolkit/unit/test_s3_utils.py create mode 100644 test-toolkit/unit/test_training.py diff --git a/.flake8 b/.flake8 index a87e2f9f..eaa8de94 100644 --- a/.flake8 +++ b/.flake8 @@ -1,3 +1,3 @@ [flake8] -application_import_names = sagemaker_tensorflow_container, test, timeout, utils +application_import_names = sagemaker_tensorflow_container, test, test-toolkit, timeout, utils import-order-style = google diff --git a/test-toolkit/__init__.py b/test-toolkit/__init__.py new file mode 100644 index 00000000..57862f92 --- /dev/null +++ b/test-toolkit/__init__.py @@ -0,0 +1,13 @@ +# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import diff --git a/test-toolkit/integration/__init__.py b/test-toolkit/integration/__init__.py new file mode 100644 index 00000000..966dd7d4 --- /dev/null +++ b/test-toolkit/integration/__init__.py @@ -0,0 +1,48 @@ +# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import logging +import os + +logging.getLogger('boto3').setLevel(logging.INFO) +logging.getLogger('botocore').setLevel(logging.INFO) + +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', 'resources') + +# these regions have some p2 and p3 instances, but not enough for automated testing +NO_P2_REGIONS = [ + 'ca-central-1', + 'eu-central-1', + 'eu-west-2', + 'us-west-1', + 'eu-west-3', + 'eu-north-1', + 'sa-east-1', + 'ap-east-1', + 'me-south-1' +] +NO_P3_REGIONS = [ + 'ap-southeast-1', + 'ap-southeast-2', + 'ap-south-1', + 'ca-central-1', + 'eu-central-1', + 'eu-west-2', + 'us-west-1' + 'eu-west-3', + 'eu-north-1', + 'sa-east-1', + 'ap-east-1', + 'me-south-1' +] diff --git a/test-toolkit/integration/conftest.py b/test-toolkit/integration/conftest.py new file mode 100644 index 00000000..4b599675 --- /dev/null +++ b/test-toolkit/integration/conftest.py @@ -0,0 +1,118 @@ +# Copyright 2018-2019 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import logging +import os + +import boto3 +import pytest +from sagemaker import LocalSession, Session +from sagemaker.tensorflow import TensorFlow + +from test.integration import NO_P2_REGIONS, NO_P3_REGIONS + +logger = logging.getLogger(__name__) +logging.getLogger('boto').setLevel(logging.INFO) +logging.getLogger('botocore').setLevel(logging.INFO) +logging.getLogger('factory.py').setLevel(logging.INFO) +logging.getLogger('auth.py').setLevel(logging.INFO) +logging.getLogger('connectionpool.py').setLevel(logging.INFO) + +SCRIPT_PATH = os.path.dirname(os.path.realpath(__file__)) + + +def pytest_addoption(parser): + parser.addoption('--docker-base-name', default='sagemaker-tensorflow-scriptmode') + parser.addoption('--tag', default=None) + parser.addoption('--region', default='us-west-2') + parser.addoption('--framework-version', default=TensorFlow.LATEST_VERSION) + parser.addoption('--processor', default='cpu', choices=['cpu', 'gpu', 'cpu,gpu']) + parser.addoption('--py-version', default='3', choices=['2', '3', '2,3']) + parser.addoption('--account-id', default='142577830533') + parser.addoption('--instance-type', default=None) + + +def pytest_configure(config): + os.environ['TEST_PY_VERSIONS'] = config.getoption('--py-version') + os.environ['TEST_PROCESSORS'] = config.getoption('--processor') + + +@pytest.fixture(scope='session') +def docker_base_name(request): + return request.config.getoption('--docker-base-name') + + +@pytest.fixture(scope='session') +def region(request): + return request.config.getoption('--region') + + +@pytest.fixture(scope='session') +def framework_version(request): + return request.config.getoption('--framework-version') + + +@pytest.fixture +def tag(request, framework_version, processor, py_version): + provided_tag = request.config.getoption('--tag') + default_tag = '{}-{}-py{}'.format(framework_version, processor, py_version) + return provided_tag if provided_tag is not None else default_tag + + +@pytest.fixture(scope='session') +def sagemaker_session(region): + return Session(boto_session=boto3.Session(region_name=region)) + + +@pytest.fixture(scope='session') +def sagemaker_local_session(region): + return LocalSession(boto_session=boto3.Session(region_name=region)) + + +@pytest.fixture(scope='session') +def account_id(request): + return request.config.getoption('--account-id') + + +@pytest.fixture +def instance_type(request, processor): + provided_instance_type = request.config.getoption('--instance-type') + default_instance_type = 'ml.c4.xlarge' if processor == 'cpu' else 'ml.p2.xlarge' + return provided_instance_type if provided_instance_type is not None else default_instance_type + + +@pytest.fixture(autouse=True) +def skip_by_device_type(request, processor): + is_gpu = (processor == 'gpu') + if (request.node.get_closest_marker('skip_gpu') and is_gpu) or \ + (request.node.get_closest_marker('skip_cpu') and not is_gpu): + pytest.skip('Skipping because running on \'{}\' instance'.format(processor)) + + +@pytest.fixture(autouse=True) +def skip_gpu_instance_restricted_regions(region, instance_type): + if (region in NO_P2_REGIONS and instance_type.startswith('ml.p2')) or \ + (region in NO_P3_REGIONS and instance_type.startswith('ml.p3')): + pytest.skip('Skipping GPU test in region {}'.format(region)) + + +@pytest.fixture +def docker_image(docker_base_name, tag): + return '{}:{}'.format(docker_base_name, tag) + + +@pytest.fixture +def ecr_image(account_id, docker_base_name, tag, region): + return '{}.dkr.ecr.{}.amazonaws.com/{}:{}'.format( + account_id, region, docker_base_name, tag) diff --git a/test-toolkit/integration/local/test_horovod.py b/test-toolkit/integration/local/test_horovod.py new file mode 100644 index 00000000..f35ba03a --- /dev/null +++ b/test-toolkit/integration/local/test_horovod.py @@ -0,0 +1,82 @@ +# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import json +import os +import tarfile + +import pytest +from sagemaker.tensorflow import TensorFlow + +from test.integration.utils import processor, py_version # noqa: F401 + +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + + +@pytest.mark.skip_gpu +@pytest.mark.parametrize('instances, processes', [ + [1, 2], + (2, 1), + (2, 2), + (5, 2)]) +def test_distributed_training_horovod_basic(instances, + processes, + sagemaker_local_session, + docker_image, + tmpdir, + framework_version): + output_path = 'file://%s' % tmpdir + estimator = TensorFlow( + entry_point=os.path.join(RESOURCE_PATH, 'hvdbasic', 'train_hvd_basic.py'), + role='SageMakerRole', + train_instance_type='local', + sagemaker_session=sagemaker_local_session, + train_instance_count=instances, + image_name=docker_image, + output_path=output_path, + framework_version=framework_version, + hyperparameters={'sagemaker_mpi_enabled': True, + 'sagemaker_network_interface_name': 'eth0', + 'sagemaker_mpi_num_of_processes_per_host': processes}) + + estimator.fit('file://{}'.format(os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) + + tmp = str(tmpdir) + extract_files(output_path.replace('file://', ''), tmp) + + size = instances * processes + + for rank in range(size): + local_rank = rank % processes + assert read_json('local-rank-%s-rank-%s' % (local_rank, rank), tmp) == { + 'local-rank': local_rank, 'rank': rank, 'size': size} + + +def read_json(file, tmp): + with open(os.path.join(tmp, file)) as f: + return json.load(f) + + +def assert_files_exist_in_tar(output_path, files): + if output_path.startswith('file://'): + output_path = output_path[7:] + model_file = os.path.join(output_path, 'model.tar.gz') + with tarfile.open(model_file) as tar: + for f in files: + tar.getmember(f) + + +def extract_files(output_path, tmpdir): + with tarfile.open(os.path.join(output_path, 'model.tar.gz')) as tar: + tar.extractall(tmpdir) diff --git a/test-toolkit/integration/local/test_keras.py b/test-toolkit/integration/local/test_keras.py new file mode 100644 index 00000000..1eca0c2a --- /dev/null +++ b/test-toolkit/integration/local/test_keras.py @@ -0,0 +1,57 @@ +# Copyright 2018-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import logging +import os + +import numpy as np +import pytest +from sagemaker.tensorflow import serving, TensorFlow + +from test.integration import RESOURCE_PATH +from test.integration.utils import processor, py_version # noqa: F401 + + +logging.basicConfig(level=logging.DEBUG) + + +@pytest.mark.skip(reason="Serving part fails because of version mismatch.") +def test_keras_training(sagemaker_local_session, docker_image, tmpdir, framework_version): + entry_point = os.path.join(RESOURCE_PATH, 'keras_inception.py') + output_path = 'file://{}'.format(tmpdir) + + estimator = TensorFlow( + entry_point=entry_point, + role='SageMakerRole', + train_instance_count=1, + train_instance_type='local', + image_name=docker_image, + sagemaker_session=sagemaker_local_session, + model_dir='/opt/ml/model', + output_path=output_path, + framework_version=framework_version, + py_version='py3') + + estimator.fit() + + model = serving.Model(model_data=output_path, + role='SageMakerRole', + framework_version=framework_version, + sagemaker_session=sagemaker_local_session) + + predictor = model.deploy(initial_instance_count=1, instance_type='local') + + assert predictor.predict(np.random.randn(4, 4, 4, 2) * 255) + + predictor.delete_endpoint() diff --git a/test-toolkit/integration/local/test_training.py b/test-toolkit/integration/local/test_training.py new file mode 100644 index 00000000..bd1641b0 --- /dev/null +++ b/test-toolkit/integration/local/test_training.py @@ -0,0 +1,153 @@ +# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os +import tarfile + +import pytest +from sagemaker.tensorflow import TensorFlow + +from test.integration.utils import processor, py_version # noqa: F401 + +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') +TF_CHECKPOINT_FILES = ['graph.pbtxt', 'model.ckpt-0.index', 'model.ckpt-0.meta'] + + +@pytest.fixture # noqa: F811 +def py_full_version(py_version): # noqa: F811 + if py_version == '2': + return '2.7' + else: + return '3.6' + + +@pytest.mark.skip_gpu +def test_py_versions(sagemaker_local_session, docker_image, py_full_version, framework_version, tmpdir): + output_path = 'file://{}'.format(tmpdir) + run_tf_training(script=os.path.join(RESOURCE_PATH, 'test_py_version', 'entry.py'), + instance_type='local', + instance_count=1, + sagemaker_local_session=sagemaker_local_session, + docker_image=docker_image, + framework_version=framework_version, + output_path=output_path, + training_data_path=None) + + with tarfile.open(os.path.join(str(tmpdir), 'output.tar.gz')) as tar: + output_file = tar.getmember('py_version') + tar.extractall(path=str(tmpdir), members=[output_file]) + + with open(os.path.join(str(tmpdir), 'py_version')) as f: + assert f.read().strip() == py_full_version + + +@pytest.mark.skip_gpu +def test_mnist_cpu(sagemaker_local_session, docker_image, tmpdir, framework_version): + output_path = 'file://{}'.format(tmpdir) + run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist.py'), + instance_type='local', + instance_count=1, + sagemaker_local_session=sagemaker_local_session, + docker_image=docker_image, + framework_version=framework_version, + output_path=output_path, + training_data_path='file://{}'.format( + os.path.join(RESOURCE_PATH, 'mnist', 'data'))) + _assert_files_exist_in_tar(output_path, ['my_model.h5']) + + +@pytest.mark.skip_cpu +def test_gpu(sagemaker_local_session, docker_image, framework_version): + run_tf_training(script=os.path.join(RESOURCE_PATH, 'gpu_device_placement.py'), + instance_type='local_gpu', + instance_count=1, + sagemaker_local_session=sagemaker_local_session, + docker_image=docker_image, + framework_version=framework_version, + training_data_path='file://{}'.format( + os.path.join(RESOURCE_PATH, 'mnist', 'data'))) + + +@pytest.mark.skip_gpu +def test_distributed_training_cpu_no_ps(sagemaker_local_session, + docker_image, + tmpdir, + framework_version): + output_path = 'file://{}'.format(tmpdir) + run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist_estimator.py'), + instance_type='local', + instance_count=2, + sagemaker_local_session=sagemaker_local_session, + docker_image=docker_image, + framework_version=framework_version, + output_path=output_path, + training_data_path='file://{}'.format( + os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) + _assert_files_exist_in_tar(output_path, TF_CHECKPOINT_FILES) + + +@pytest.mark.skip_gpu +def test_distributed_training_cpu_ps(sagemaker_local_session, + docker_image, + tmpdir, + framework_version): + output_path = 'file://{}'.format(tmpdir) + run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist_estimator.py'), + instance_type='local', + instance_count=2, + sagemaker_local_session=sagemaker_local_session, + docker_image=docker_image, + framework_version=framework_version, + output_path=output_path, + hyperparameters={'sagemaker_parameter_server_enabled': True}, + training_data_path='file://{}'.format( + os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) + _assert_files_exist_in_tar(output_path, TF_CHECKPOINT_FILES) + + +def run_tf_training(script, + instance_type, + instance_count, + sagemaker_local_session, + docker_image, + framework_version, + training_data_path, + output_path=None, + hyperparameters=None): + + hyperparameters = hyperparameters or {} + + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + train_instance_count=instance_count, + train_instance_type=instance_type, + sagemaker_session=sagemaker_local_session, + image_name=docker_image, + model_dir='/opt/ml/model', + output_path=output_path, + hyperparameters=hyperparameters, + base_job_name='test-tf', + framework_version=framework_version, + py_version='py3') + + estimator.fit(training_data_path) + + +def _assert_files_exist_in_tar(output_path, files): + if output_path.startswith('file://'): + output_path = output_path[7:] + model_file = os.path.join(output_path, 'model.tar.gz') + with tarfile.open(model_file) as tar: + for f in files: + tar.getmember(f) diff --git a/test-toolkit/integration/sagemaker/test_horovod.py b/test-toolkit/integration/sagemaker/test_horovod.py new file mode 100644 index 00000000..1d2bd8ac --- /dev/null +++ b/test-toolkit/integration/sagemaker/test_horovod.py @@ -0,0 +1,52 @@ +# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os + +import sagemaker +from sagemaker.tensorflow import TensorFlow + +from test.integration.utils import processor, py_version, unique_name_from_base # noqa: F401 + +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + + +def test_distributed_training_horovod(sagemaker_session, + instance_type, + ecr_image, + tmpdir, + framework_version): + + mpi_options = '-verbose -x orte_base_help_aggregate=0' + estimator = TensorFlow( + entry_point=os.path.join(RESOURCE_PATH, 'mnist', 'horovod_mnist.py'), + role='SageMakerRole', + train_instance_type=instance_type, + train_instance_count=2, + image_name=ecr_image, + framework_version=framework_version, + py_version='py3', + script_mode=True, + hyperparameters={'sagemaker_mpi_enabled': True, + 'sagemaker_mpi_custom_mpi_options': mpi_options, + 'sagemaker_mpi_num_of_processes_per_host': 1}, + sagemaker_session=sagemaker_session) + + estimator.fit(job_name=unique_name_from_base('test-tf-horovod')) + + model_data_source = sagemaker.local.data.get_data_source_instance( + estimator.model_data, sagemaker_session) + + for filename in model_data_source.get_file_list(): + assert os.path.basename(filename) == 'model.tar.gz' diff --git a/test-toolkit/integration/sagemaker/test_mnist.py b/test-toolkit/integration/sagemaker/test_mnist.py new file mode 100644 index 00000000..ce685abc --- /dev/null +++ b/test-toolkit/integration/sagemaker/test_mnist.py @@ -0,0 +1,160 @@ +# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os + +import boto3 +import pytest +from sagemaker.tensorflow import TensorFlow +from sagemaker.tuner import HyperparameterTuner, IntegerParameter +from six.moves.urllib.parse import urlparse + +from test.integration.utils import processor, py_version, unique_name_from_base # noqa: F401 +from timeout import timeout + + +@pytest.mark.deploy_test +def test_mnist(sagemaker_session, ecr_image, instance_type, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + script = os.path.join(resource_path, 'mnist', 'mnist.py') + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + train_instance_type=instance_type, + train_instance_count=1, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True) + inputs = estimator.sagemaker_session.upload_data( + path=os.path.join(resource_path, 'mnist', 'data'), + key_prefix='scriptmode/mnist') + estimator.fit(inputs, job_name=unique_name_from_base('test-sagemaker-mnist')) + _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) + + +def test_distributed_mnist_no_ps(sagemaker_session, ecr_image, instance_type, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + script = os.path.join(resource_path, 'mnist', 'mnist.py') + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + train_instance_count=2, + train_instance_type=instance_type, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True) + inputs = estimator.sagemaker_session.upload_data( + path=os.path.join(resource_path, 'mnist', 'data'), + key_prefix='scriptmode/mnist') + estimator.fit(inputs, job_name=unique_name_from_base('test-tf-sm-distributed-mnist')) + _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) + + +def test_distributed_mnist_ps(sagemaker_session, ecr_image, instance_type, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + script = os.path.join(resource_path, 'mnist', 'mnist_estimator.py') + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + hyperparameters={'sagemaker_parameter_server_enabled': True}, + train_instance_count=2, + train_instance_type=instance_type, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True) + inputs = estimator.sagemaker_session.upload_data( + path=os.path.join(resource_path, 'mnist', 'data-distributed'), + key_prefix='scriptmode/mnist-distributed') + estimator.fit(inputs, job_name=unique_name_from_base('test-tf-sm-distributed-mnist')) + _assert_checkpoint_exists(sagemaker_session.boto_region_name, estimator.model_dir, 0) + _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) + + +def test_s3_plugin(sagemaker_session, ecr_image, instance_type, region, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + script = os.path.join(resource_path, 'mnist', 'mnist_estimator.py') + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + hyperparameters={ + # Saving a checkpoint after every 5 steps to hammer the S3 plugin + 'save-checkpoint-steps': 10, + # Reducing throttling for checkpoint and model saving + 'throttle-secs': 1, + # Without the patch training jobs would fail around 100th to + # 150th step + 'max-steps': 200, + # Large batch size would result in a larger checkpoint file + 'batch-size': 1024, + # This makes the training job exporting model during training. + # Stale model garbage collection will also be performed. + 'export-model-during-training': True + }, + train_instance_count=1, + train_instance_type=instance_type, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True) + estimator.fit('s3://sagemaker-sample-data-{}/tensorflow/mnist'.format(region), + job_name=unique_name_from_base('test-tf-sm-s3-mnist')) + _assert_s3_file_exists(region, estimator.model_data) + _assert_checkpoint_exists(region, estimator.model_dir, 200) + + +def test_tuning(sagemaker_session, ecr_image, instance_type, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + script = os.path.join(resource_path, 'mnist', 'mnist.py') + + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + train_instance_type=instance_type, + train_instance_count=1, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True) + + hyperparameter_ranges = {'epochs': IntegerParameter(1, 2)} + objective_metric_name = 'accuracy' + metric_definitions = [{'Name': objective_metric_name, 'Regex': 'accuracy = ([0-9\\.]+)'}] + + tuner = HyperparameterTuner(estimator, + objective_metric_name, + hyperparameter_ranges, + metric_definitions, + max_jobs=2, + max_parallel_jobs=2) + + with timeout(minutes=20): + inputs = estimator.sagemaker_session.upload_data( + path=os.path.join(resource_path, 'mnist', 'data'), + key_prefix='scriptmode/mnist') + + tuning_job_name = unique_name_from_base('test-tf-sm-tuning', max_length=32) + tuner.fit(inputs, job_name=tuning_job_name) + tuner.wait() + + +def _assert_checkpoint_exists(region, model_dir, checkpoint_number): + _assert_s3_file_exists(region, os.path.join(model_dir, 'graph.pbtxt')) + _assert_s3_file_exists(region, + os.path.join(model_dir, 'model.ckpt-{}.index'.format(checkpoint_number))) + _assert_s3_file_exists(region, + os.path.join(model_dir, 'model.ckpt-{}.meta'.format(checkpoint_number))) + + +def _assert_s3_file_exists(region, s3_url): + parsed_url = urlparse(s3_url) + s3 = boto3.resource('s3', region_name=region) + s3.Object(parsed_url.netloc, parsed_url.path.lstrip('/')).load() diff --git a/test-toolkit/integration/sagemaker/test_tuning_model_dir.py b/test-toolkit/integration/sagemaker/test_tuning_model_dir.py new file mode 100644 index 00000000..e833c3a4 --- /dev/null +++ b/test-toolkit/integration/sagemaker/test_tuning_model_dir.py @@ -0,0 +1,45 @@ +# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os + +from sagemaker.tensorflow import TensorFlow +from sagemaker.tuner import HyperparameterTuner, IntegerParameter + +from test.integration.utils import processor, py_version, unique_name_from_base # noqa: F401 + + +def test_model_dir_with_training_job_name(sagemaker_session, ecr_image, instance_type, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '../..', 'resources') + script = os.path.join(resource_path, 'tuning_model_dir', 'entry.py') + + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + train_instance_type=instance_type, + train_instance_count=1, + image_name=ecr_image, + framework_version=framework_version, + py_version='py3', + sagemaker_session=sagemaker_session) + + tuner = HyperparameterTuner(estimator=estimator, + objective_metric_name='accuracy', + hyperparameter_ranges={'arbitrary_value': IntegerParameter(0, 1)}, + metric_definitions=[{'Name': 'accuracy', 'Regex': 'accuracy=([01])'}], + max_jobs=1, + max_parallel_jobs=1) + + # User script has logic to check for the correct model_dir + tuner.fit(job_name=unique_name_from_base('test-tf-model-dir', max_length=32)) + tuner.wait() diff --git a/test-toolkit/integration/sagemaker/timeout.py b/test-toolkit/integration/sagemaker/timeout.py new file mode 100644 index 00000000..d4738d32 --- /dev/null +++ b/test-toolkit/integration/sagemaker/timeout.py @@ -0,0 +1,50 @@ +# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +from contextlib import contextmanager +import logging +import signal + +LOGGER = logging.getLogger('timeout') + + +class TimeoutError(Exception): + pass + + +@contextmanager +def timeout(seconds=0, minutes=0, hours=0): + """Add a signal-based timeout to any block of code. + If multiple time units are specified, they will be added together to determine time limit. + Usage: + with timeout(seconds=5): + my_slow_function(...) + Args: + - seconds: The time limit, in seconds. + - minutes: The time limit, in minutes. + - hours: The time limit, in hours. + """ + + limit = seconds + 60 * minutes + 3600 * hours + + def handler(signum, frame): + raise TimeoutError('timed out after {} seconds'.format(limit)) + + try: + signal.signal(signal.SIGALRM, handler) + signal.alarm(limit) + + yield + finally: + signal.alarm(0) diff --git a/test-toolkit/integration/utils.py b/test-toolkit/integration/utils.py new file mode 100644 index 00000000..4944eb20 --- /dev/null +++ b/test-toolkit/integration/utils.py @@ -0,0 +1,37 @@ +# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os +import random +import time + +import pytest + + +def unique_name_from_base(base, max_length=63): + unique = '%04x' % random.randrange(16**4) # 4-digit hex + ts = str(int(time.time())) + available_length = max_length - 2 - len(ts) - len(unique) + trimmed = base[:available_length] + return '{}-{}-{}'.format(trimmed, ts, unique) + + +@pytest.fixture(params=os.environ['TEST_PY_VERSIONS'].split(',')) +def py_version(request): + return request.param + + +@pytest.fixture(params=os.environ['TEST_PROCESSORS'].split(',')) +def processor(request): + return request.param diff --git a/test-toolkit/resources/__init__.py b/test-toolkit/resources/__init__.py new file mode 100644 index 00000000..57862f92 --- /dev/null +++ b/test-toolkit/resources/__init__.py @@ -0,0 +1,13 @@ +# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import diff --git a/test-toolkit/resources/gpu_device_placement.py b/test-toolkit/resources/gpu_device_placement.py new file mode 100644 index 00000000..0ce8abcd --- /dev/null +++ b/test-toolkit/resources/gpu_device_placement.py @@ -0,0 +1,26 @@ +# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +import tensorflow as tf + +# https://www.tensorflow.org/programmers_guide/using_gpu +print('-' * 87) +print('Run GPU test.') +tf.debugging.set_log_device_placement(True) +with tf.device('/gpu:0'): + a = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[2, 3], name='a') + b = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[3, 2], name='b') +c = tf.matmul(a, b) +# Runs the op. +print(c) +print('-' * 87) +print('') diff --git a/test-toolkit/resources/hvdbasic/train_hvd_basic.py b/test-toolkit/resources/hvdbasic/train_hvd_basic.py new file mode 100644 index 00000000..cc068678 --- /dev/null +++ b/test-toolkit/resources/hvdbasic/train_hvd_basic.py @@ -0,0 +1,11 @@ +import json +import os +import horovod.tensorflow as hvd + +hvd.init() + +with open(os.path.join('/opt/ml/model/local-rank-%s-rank-%s' % (hvd.local_rank(), hvd.rank())), 'w+') as f: + basic_info = {'local-rank': hvd.local_rank(), 'rank': hvd.rank(), 'size': hvd.size()} + + print(basic_info) + json.dump(basic_info, f) diff --git a/test-toolkit/resources/keras_inception.py b/test-toolkit/resources/keras_inception.py new file mode 100644 index 00000000..a2370d45 --- /dev/null +++ b/test-toolkit/resources/keras_inception.py @@ -0,0 +1,38 @@ +# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +import argparse +import os + +import keras +import tensorflow as tf + +parser = argparse.ArgumentParser() +parser.add_argument('--model_dir', type=str) + +args = parser.parse_args() + + +# Loading pre-trained Keras model +model = keras.applications.inception_v3.InceptionV3(weights='imagenet') + +# Exports the keras model as TensorFlow Serving Saved Model +with tf.compat.v1.Session() as session: + + init = tf.compat.v1.global_variables_initializer() + session.run(init) + + tf.compat.v1.saved_model.simple_save( + session, + os.path.join(args.model_dir, 'inception-model/1'), + inputs={'input_image': model.input}, + outputs={t.name: t for t in model.outputs}) diff --git a/test-toolkit/resources/mnist/__init__.py b/test-toolkit/resources/mnist/__init__.py new file mode 100644 index 00000000..57862f92 --- /dev/null +++ b/test-toolkit/resources/mnist/__init__.py @@ -0,0 +1,13 @@ +# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import diff --git a/test-toolkit/resources/mnist/data-distributed/eval_data.npy b/test-toolkit/resources/mnist/data-distributed/eval_data.npy new file mode 100644 index 0000000000000000000000000000000000000000..d31e8e10d74b5a8d084d67e46db6a299a9696422 GIT binary patch literal 3136128 zcmeF)3A}aLRS@_OTU(S?oV6Vzv>=KNI5+v;dk!t&gf_OeIJBaG*ezm%ZFf8UK0-)B zW-1}U%p{>gDoG_|0+XsF7DW+42r(8h6h#?hQG{3|5MzvG488vQzIDI-&O7Ix`6g7I z`}>{Wx#yg{*V=pSY3()br+o3B|I>f=OF!w#Ke+ObKJ&}J;_LqA*M8>bKkPHFe&z4| z%+G$op5%0h5tG?{-eMLO~_Rss=&;8ub ze%K%QgTME)KKo(+l{H-Py!yUdZ-M zk9o|=H$L)_r|)_9Uq4ZvyxxER-#HEXpTxc3eCM5aj;`MYL<1gPbmNVuKl@+*$=Sd9 zm;cLI(Bx!5mdQ!J^A)c+`S(Bhw}Xb)&fuL4Xkf-ieElaCI{x(g|L)m$zT$IN#i#B5 z%YXj=3cd$E^8c=iOZ6Z1jlZDay5;o`Kl`@lJ@4v3l1xe#1`-=tob@3E%bF-@nLsJ5=eXKkaF!|MkE8BlFzZefNI(s&)Hk-}!})zjoy` 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changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 4796f919..f0d87eaf 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.2.2 (2020-02-20) + +### Bug Fixes and Other Changes + + * copy all tests to test-toolkit folder. + ## v2.2.1 (2020-02-17) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 904e16de..b1b25a5f 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.2.dev0 +2.2.2 From 5ab086d11056203ba9056a1a241dff7b7b9cfce0 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 20 Feb 2020 14:20:25 +0000 Subject: [PATCH 010/113] update development version to v2.2.3.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index b1b25a5f..0690789a 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.2 +2.2.3.dev0 From b4a73a80d83c41811470402ad392fb8bf3ae9cdf Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Wed, 4 Mar 2020 10:29:55 -0800 Subject: [PATCH 011/113] infra: fix PR build (#297) --- buildspec.yml | 60 ++++++++++++++++++++++++++++++--------------------- pytest.ini | 5 +++++ 2 files changed, 40 insertions(+), 25 deletions(-) create mode 100644 pytest.ini diff --git a/buildspec.yml b/buildspec.yml index cf0e3e16..3dfc8d00 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -2,11 +2,13 @@ version: 0.2 env: variables: - FRAMEWORK_VERSION: '1.15.0' + FRAMEWORK_VERSION: '1.15.2' ECR_REPO: 'sagemaker-test' GITHUB_REPO: 'sagemaker-tensorflow-container' SETUP_FILE: 'setup_cmds.sh' SETUP_CMDS: '#!/bin/bash\npip install --upgrade pip\npip install -U -e .\npip install -U -e .[test]' + CPU_DOCKERFILE: 'Dockerfile.cpu' + GPU_DOCKERFILE: 'Dockerfile.gpu' phases: pre_build: @@ -14,6 +16,7 @@ phases: - start-dockerd - ACCOUNT=$(aws --region $AWS_DEFAULT_REGION sts --endpoint-url https://sts.$AWS_DEFAULT_REGION.amazonaws.com get-caller-identity --query 'Account' --output text) - PREPROD_IMAGE="$ACCOUNT.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/$ECR_REPO" + - PROD_IMAGE="763104351884.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/tensorflow-training" - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' @@ -36,43 +39,50 @@ phases: - tar_name=$(ls dist) # Find build artifacts - - build_artifacts=$root_dir/docker/artifacts + - build_artifacts=$root_dir/docker/build_artifacts + + # login so we can pull prod images for cache + - $(aws ecr get-login --registry-ids 763104351884 --no-include-email --region $AWS_DEFAULT_REGION) # build py2 images # prepare build context - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py2" - cp $root_dir/dist/$tar_name $build_dir - - cp $build_artifacts/* $build_dir/ + - cp $build_artifacts/*.py $build_dir/ - cd $build_dir # build cpu image - - cpu_dockerfile="Dockerfile.cpu" - - CPU_TAG_PY2="$FRAMEWORK_VERSION-cpu-py2-$build_id" - - docker build -f $cpu_dockerfile -t $PREPROD_IMAGE:$CPU_TAG_PY2 . + - prod_tag="$FRAMEWORK_VERSION-cpu-py2" + - CPU_TAG_PY2="$prod_tag-$build_id" + - docker pull $PROD_IMAGE:$prod_tag + - docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY2 . # build gpu image - - gpu_dockerfile="Dockerfile.gpu" - - GPU_TAG_PY2="$FRAMEWORK_VERSION-gpu-py2-$build_id" - - docker build -f $gpu_dockerfile -t $PREPROD_IMAGE:$GPU_TAG_PY2 . + - prod_tag="$FRAMEWORK_VERSION-gpu-py2" + - GPU_TAG_PY2="$prod_tag-$build_id" + - docker pull $PROD_IMAGE:$prod_tag + - docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY2 . # build py3 images # prepare build context - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py3" - cp $root_dir/dist/$tar_name $build_dir - - cp $build_artifacts/* $build_dir/ + - cp $build_artifacts/*.py $build_dir/ - cd $build_dir # build cpu image - - cpu_dockerfile="Dockerfile.cpu" - - CPU_TAG_PY3="$FRAMEWORK_VERSION-cpu-py3-$build_id" - - docker build -f $cpu_dockerfile -t $PREPROD_IMAGE:$CPU_TAG_PY3 . + - prod_tag="$FRAMEWORK_VERSION-cpu-py3" + - CPU_TAG_PY3="$prod_tag-$build_id" + - docker pull $PROD_IMAGE:$prod_tag + - docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY3 . # build gpu image - - gpu_dockerfile="Dockerfile.gpu" - - GPU_TAG_PY3="$FRAMEWORK_VERSION-gpu-py3-$build_id" - - docker build -f $gpu_dockerfile -t $PREPROD_IMAGE:$GPU_TAG_PY3 . + - prod_tag="$FRAMEWORK_VERSION-gpu-py3" + - GPU_TAG_PY3="$prod_tag-$build_id" + - docker pull $PROD_IMAGE:$prod_tag + - docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY3 . # push images to ecr - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) @@ -87,29 +97,29 @@ phases: - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu # run cpu integration tests - - py3_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu" - - py2_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu" + - py3_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - py2_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py2_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" # run gpu integration tests - printf "$SETUP_CMDS" > $SETUP_FILE - - cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor gpu" + - cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" - py3_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" - - cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu" - - py2_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" + - cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor gpu --durations 10" + - py2_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - execute-command-if-has-matching-changes "$py2_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" # run sagemaker tests - - test_cmd="pytest test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu" + - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" - - test_cmd="pytest test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY2 --py-version 2 --processor gpu" + - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" - - test_cmd="pytest test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu" + - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" - - test_cmd="pytest test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu" + - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY2 --py-version 2 --processor gpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" finally: diff --git a/pytest.ini b/pytest.ini new file mode 100644 index 00000000..4c5649dc --- /dev/null +++ b/pytest.ini @@ -0,0 +1,5 @@ +[pytest] +markers = + deploy_test + skip_cpu + skip_gpu From 86ed9c5f43ef1f560b36a99f61e7a5f5b2dab83c Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 5 Mar 2020 14:16:53 +0000 Subject: [PATCH 012/113] prepare release v2.2.2.post0 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index f0d87eaf..d6181353 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.2.2.post0 (2020-03-05) + +### Testing and Release Infrastructure + + * fix PR build + ## v2.2.2 (2020-02-20) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 0690789a..55537215 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.3.dev0 +2.2.2.post0 From 439cd1fb0d136a50164ab4724f23e3407670444d Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 5 Mar 2020 14:20:23 +0000 Subject: [PATCH 013/113] update development version to v2.2.3.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 55537215..0690789a 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.2.post0 +2.2.3.dev0 From bfc9c4126f1b60fad589c9cec8562a943ff1b360 Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Mon, 9 Mar 2020 11:05:14 -0700 Subject: [PATCH 014/113] change: install SageMaker Python SDK into Python 3 images (#295) --- docker/1.15.2/py3/Dockerfile.cpu | 1 + docker/1.15.2/py3/Dockerfile.gpu | 1 + 2 files changed, 2 insertions(+) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index 88cbb6ee..caf368ec 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -100,6 +100,7 @@ RUN pip install --no-cache-dir -U \ keras==2.3.1 \ requests==2.22.0 \ smdebug==0.5.0.post0 \ + sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ "cryptography>=2.3" \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index 30c9cd7e..6da165cb 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -137,6 +137,7 @@ RUN pip install --no-cache-dir -U \ requests==2.22.0 \ keras==2.3.1 \ smdebug==0.5.0.post0 \ + sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ "cryptography>=2.3" \ From 44656fc40df593104c28faa2a44a69abc6c270b7 Mon Sep 17 00:00:00 2001 From: Vandana Kannan Date: Mon, 9 Mar 2020 16:16:27 -0700 Subject: [PATCH 015/113] Update smdebug to 0.7.0 - TF 1.15.2 (#298) --- docker/1.15.2/py3/Dockerfile.cpu | 3 ++- docker/1.15.2/py3/Dockerfile.gpu | 3 ++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index caf368ec..dcefbc1f 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -24,6 +24,7 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl +ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200304-py2.py3-none-any.whl RUN apt-get update \ && apt-get install -y --no-install-recommends \ @@ -99,7 +100,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ keras==2.3.1 \ requests==2.22.0 \ - smdebug==0.5.0.post0 \ + ${SMDEBUG_URL} \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index 6da165cb..33ac76c9 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -21,6 +21,7 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl +ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200304-py2.py3-none-any.whl RUN apt-get update \ && apt-get install -y --no-install-recommends --allow-unauthenticated \ @@ -136,7 +137,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.3.1 \ - smdebug==0.5.0.post0 \ + ${SMDEBUG_URL} \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ From fbc29219d4e0c2512dde6e6bc63b08589d1b7cbe Mon Sep 17 00:00:00 2001 From: Vandana Kannan Date: Mon, 9 Mar 2020 18:16:36 -0700 Subject: [PATCH 016/113] update smdebug wheel (#304) --- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index dcefbc1f..7c667167 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -24,7 +24,7 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl -ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200304-py2.py3-none-any.whl +ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200309-py2.py3-none-any.whl RUN apt-get update \ && apt-get install -y --no-install-recommends \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index 33ac76c9..ed500d2e 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -21,7 +21,7 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl -ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200304-py2.py3-none-any.whl +ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200309-py2.py3-none-any.whl RUN apt-get update \ && apt-get install -y --no-install-recommends --allow-unauthenticated \ From 5d213230f437886ca43ca2cabe8881e93907b230 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 10 Mar 2020 14:16:54 +0000 Subject: [PATCH 017/113] prepare release v2.2.3 --- CHANGELOG.md | 8 ++++++++ VERSION | 2 +- 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index d6181353..f9022e1d 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,13 @@ # Changelog +## v2.2.3 (2020-03-10) + +### Bug Fixes and Other Changes + + * update smdebug wheel + * Update smdebug to 0.7.0 - TF 1.15.2 + * install SageMaker Python SDK into Python 3 images + ## v2.2.2.post0 (2020-03-05) ### Testing and Release Infrastructure diff --git a/VERSION b/VERSION index 0690789a..58594069 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.3.dev0 +2.2.3 From d451fbe7e1c1f9fb1672d49ce13090c65c63efd6 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 10 Mar 2020 14:20:30 +0000 Subject: [PATCH 018/113] update development version to v2.2.4.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 58594069..c3acc458 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.3 +2.2.4.dev0 From 42762fe0ec704450220ff7c869649af67fc67087 Mon Sep 17 00:00:00 2001 From: Saravana Kumar Date: Tue, 10 Mar 2020 11:28:40 -0700 Subject: [PATCH 019/113] Revert "Update smdebug to 0.7.0 - TF 1.15.2 (#298)" (#303) This reverts commit 44656fc40df593104c28faa2a44a69abc6c270b7. --- docker/1.15.2/py3/Dockerfile.cpu | 3 +-- docker/1.15.2/py3/Dockerfile.gpu | 3 ++- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index 7c667167..caf368ec 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -24,7 +24,6 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl -ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200309-py2.py3-none-any.whl RUN apt-get update \ && apt-get install -y --no-install-recommends \ @@ -100,7 +99,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ keras==2.3.1 \ requests==2.22.0 \ - ${SMDEBUG_URL} \ + smdebug==0.5.0.post0 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index ed500d2e..94a0f9ab 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -23,6 +23,7 @@ ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200309-py2.py3-none-any.whl + RUN apt-get update \ && apt-get install -y --no-install-recommends --allow-unauthenticated \ python3-dev \ @@ -137,7 +138,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.3.1 \ - ${SMDEBUG_URL} \ + smdebug==0.5.0.post0 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ From d7ad4e4fb07b1ae20795b25973c2d6bacecf6f7d Mon Sep 17 00:00:00 2001 From: Vandana Kannan Date: Tue, 10 Mar 2020 20:11:59 -0700 Subject: [PATCH 020/113] update smdebug wheel (#305) --- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 3 +-- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index caf368ec..c4a1ef25 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -99,7 +99,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ keras==2.3.1 \ requests==2.22.0 \ - smdebug==0.5.0.post0 \ + smdebug==0.7.0 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index 94a0f9ab..f3675753 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -21,7 +21,6 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl -ARG SMDEBUG_URL=https://s3.amazonaws.com/kannanva-smdebug-0.7/smdebug-0.7.0b20200309-py2.py3-none-any.whl RUN apt-get update \ @@ -138,7 +137,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.3.1 \ - smdebug==0.5.0.post0 \ + smdebug==0.7.0 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.3 \ mpi4py==3.0.2 \ From 3688a6e581066ded9d71a49ce57d351b3eeb8c98 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 11 Mar 2020 14:16:53 +0000 Subject: [PATCH 021/113] prepare release v2.2.4 --- CHANGELOG.md | 7 +++++++ VERSION | 2 +- 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index f9022e1d..6445e8c4 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,12 @@ # Changelog +## v2.2.4 (2020-03-11) + +### Bug Fixes and Other Changes + + * update smdebug wheel + * Revert "Update smdebug to 0.7.0 - TF 1.15.2 (#298)" + ## v2.2.3 (2020-03-10) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index c3acc458..530cdd91 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.4.dev0 +2.2.4 From 4857f4af9ed983ec7dc8f1c8f47a43c58d8f8d0a Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 11 Mar 2020 14:20:22 +0000 Subject: [PATCH 022/113] update development version to v2.2.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 530cdd91..511818d7 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.4 +2.2.5.dev0 From 05d94bcd6c9c6c8f0582d011257aa68d66c0f068 Mon Sep 17 00:00:00 2001 From: Saravana Kumar Date: Wed, 11 Mar 2020 10:33:55 -0700 Subject: [PATCH 023/113] Added pytest fixture (#309) Co-authored-by: SK Co-authored-by: Karim Nakad --- test/integration/conftest.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/test/integration/conftest.py b/test/integration/conftest.py index 4b599675..4b8d674b 100644 --- a/test/integration/conftest.py +++ b/test/integration/conftest.py @@ -112,6 +112,13 @@ def docker_image(docker_base_name, tag): return '{}:{}'.format(docker_base_name, tag) +@pytest.fixture(autouse=True) +def skip_py2_containers(request, tag): + if request.node.get_closest_marker('skip_py2_containers'): + if 'py2' in tag: + pytest.skip('Skipping python2 container with tag {}'.format(tag)) + + @pytest.fixture def ecr_image(account_id, docker_base_name, tag, region): return '{}.dkr.ecr.{}.amazonaws.com/{}:{}'.format( From d87e930dad691565fa1cb34558b4aac969f64e3b Mon Sep 17 00:00:00 2001 From: Dana Benson <31262102+danabens@users.noreply.github.com> Date: Wed, 11 Mar 2020 12:22:33 -0700 Subject: [PATCH 024/113] upgrade to latest sagemaker-experiments (#286) Co-authored-by: TusharKanekiDey Co-authored-by: Zhuo Weng --- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 2 +- setup.py | 3 +- test/integration/conftest.py | 14 +++ .../integration/sagemaker/test_experiments.py | 97 +++++++++++++++++++ 5 files changed, 115 insertions(+), 3 deletions(-) create mode 100644 test/integration/sagemaker/test_experiments.py diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index c4a1ef25..bdeaca88 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -101,7 +101,7 @@ RUN pip install --no-cache-dir -U \ requests==2.22.0 \ smdebug==0.7.0 \ sagemaker==1.50.17 \ - sagemaker-experiments==0.1.3 \ + sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=1.15,<1.16" \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index f3675753..ed022fc2 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -139,7 +139,7 @@ RUN pip install --no-cache-dir -U \ keras==2.3.1 \ smdebug==0.7.0 \ sagemaker==1.50.17 \ - sagemaker-experiments==0.1.3 \ + sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=1.15,<1.16" \ diff --git a/setup.py b/setup.py index 983ebd13..1dd4d593 100644 --- a/setup.py +++ b/setup.py @@ -60,6 +60,7 @@ def read_version(): 'sagemaker==1.50.1', 'tensorflow<2.0', 'docker-compose', 'boto3==1.10.50', 'six==1.13.0', 'python-dateutil>=2.1,<2.8.1', 'botocore==1.13.50', 'requests-mock', 'awscli==1.16.314'], - 'benchmark': ['click'] + 'benchmark': ['click'], + ':python_version=="3.6"': ['sagemaker-experiments==0.1.7'] }, ) diff --git a/test/integration/conftest.py b/test/integration/conftest.py index 4b8d674b..14bc11be 100644 --- a/test/integration/conftest.py +++ b/test/integration/conftest.py @@ -92,6 +92,20 @@ def instance_type(request, processor): return provided_instance_type if provided_instance_type is not None else default_instance_type +@pytest.fixture() +def py_version(): + if 'TEST_PY_VERSIONS' in os.environ: + return os.environ['TEST_PY_VERSIONS'].split(',') + return None + + +@pytest.fixture() +def processor(): + if 'TEST_PROCESSORS' in os.environ: + return os.environ['TEST_PROCESSORS'].split(',') + return None + + @pytest.fixture(autouse=True) def skip_by_device_type(request, processor): is_gpu = (processor == 'gpu') diff --git a/test/integration/sagemaker/test_experiments.py b/test/integration/sagemaker/test_experiments.py new file mode 100644 index 00000000..f9c958f6 --- /dev/null +++ b/test/integration/sagemaker/test_experiments.py @@ -0,0 +1,97 @@ +# Copyright 2018-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). +# You may not use this file except in compliance with the License. +# A copy of the License is located at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os +import time + +import pytest +from sagemaker import utils +from sagemaker.tensorflow import TensorFlow + +from test.integration import RESOURCE_PATH +from timeout import timeout + +DATA_PATH = os.path.join(RESOURCE_PATH, "mnist") +SCRIPT_PATH = os.path.join(DATA_PATH, "mnist_gluon_basic_hook_demo.py") + + +@pytest.mark.skip_py2_containers +def test_training(sagemaker_session, ecr_image, instance_type, framework_version, py_version): + + if py_version is None or '2' in py_version: + pytest.skip('Skipping python2 {}'.format(py_version)) + return + + from smexperiments.experiment import Experiment + from smexperiments.trial import Trial + from smexperiments.trial_component import TrialComponent + + sm_client = sagemaker_session.sagemaker_client + + experiment_name = "tf-container-integ-test-{}".format(int(time.time())) + + experiment = Experiment.create( + experiment_name=experiment_name, + description="Integration test experiment from sagemaker-tf-container", + sagemaker_boto_client=sm_client, + ) + + trial_name = "tf-container-integ-test-{}".format(int(time.time())) + trial = Trial.create( + experiment_name=experiment_name, trial_name=trial_name, sagemaker_boto_client=sm_client + ) + + training_job_name = utils.unique_name_from_base("test-tf-experiments-mnist") + + # create a training job and wait for it to complete + with timeout(minutes=15): + resource_path = os.path.join(os.path.dirname(__file__), "..", "..", "resources") + script = os.path.join(resource_path, "mnist", "mnist.py") + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + train_instance_type=instance_type, + train_instance_count=1, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True, + ) + inputs = estimator.sagemaker_session.upload_data( + path=os.path.join(resource_path, "mnist", "data"), key_prefix="scriptmode/mnist" + ) + estimator.fit(inputs, job_name=training_job_name) + + training_job = sm_client.describe_training_job(TrainingJobName=training_job_name) + training_job_arn = training_job["TrainingJobArn"] + + # verify trial component auto created from the training job + trial_components = list( + TrialComponent.list(source_arn=training_job_arn, sagemaker_boto_client=sm_client) + ) + + trial_component_summary = trial_components[0] + trial_component = TrialComponent.load( + trial_component_name=trial_component_summary.trial_component_name, + sagemaker_boto_client=sm_client, + ) + + # associate the trial component with the trial + trial.add_trial_component(trial_component) + + # cleanup + trial.remove_trial_component(trial_component_summary.trial_component_name) + trial_component.delete() + trial.delete() + experiment.delete() From 7ee77ce72cb0e173c4fc46ae4a2aa182bf275181 Mon Sep 17 00:00:00 2001 From: Vandana Kannan Date: Wed, 11 Mar 2020 16:21:58 -0700 Subject: [PATCH 025/113] SM integration test for TF 1.x (#307) --- test/integration/sagemaker/test_mnist.py | 21 +++++ test/resources/mnist/tf1x_mnist_smdebug.py | 103 +++++++++++++++++++++ 2 files changed, 124 insertions(+) create mode 100644 test/resources/mnist/tf1x_mnist_smdebug.py diff --git a/test/integration/sagemaker/test_mnist.py b/test/integration/sagemaker/test_mnist.py index 25c8db3e..db320680 100644 --- a/test/integration/sagemaker/test_mnist.py +++ b/test/integration/sagemaker/test_mnist.py @@ -146,6 +146,27 @@ def test_tuning(sagemaker_session, ecr_image, instance_type, framework_version): tuner.wait() +@pytest.mark.skip_py2_containers +def test_tf1x_smdebug(sagemaker_session, ecr_image, instance_type, framework_version): + resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') + script = os.path.join(resource_path, 'mnist', 'tf1x_mnist_smdebug.py') + hyperparameters = {'smdebug_path': '/opt/ml/output/tensors'} + estimator = TensorFlow(entry_point=script, + role='SageMakerRole', + train_instance_type=instance_type, + train_instance_count=1, + sagemaker_session=sagemaker_session, + image_name=ecr_image, + framework_version=framework_version, + script_mode=True, + hyperparameters=hyperparameters) + inputs = estimator.sagemaker_session.upload_data( + path=os.path.join(resource_path, 'mnist', 'data'), + key_prefix='scriptmode/mnist_smdebug') + estimator.fit(inputs, job_name=unique_name_from_base('test-sagemaker-mnist-smdebug')) + _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) + + def _assert_checkpoint_exists(region, model_dir, checkpoint_number): _assert_s3_file_exists(region, os.path.join(model_dir, 'graph.pbtxt')) _assert_s3_file_exists(region, diff --git a/test/resources/mnist/tf1x_mnist_smdebug.py b/test/resources/mnist/tf1x_mnist_smdebug.py new file mode 100644 index 00000000..b54b90cc --- /dev/null +++ b/test/resources/mnist/tf1x_mnist_smdebug.py @@ -0,0 +1,103 @@ +import argparse +import json +import os +import sys + +import numpy as np +import tensorflow.compat.v1 as tf + +import smdebug.tensorflow as smd +from smdebug.core.collection import CollectionKeys +from smdebug.core.reduction_config import ALLOWED_NORMS, ALLOWED_REDUCTIONS +from smdebug.tensorflow import ReductionConfig, SaveConfig +from smdebug.trials import create_trial + + +def _parse_args(): + + parser = argparse.ArgumentParser() + + # hyperparameters sent by the client are passed as command-line arguments to the script. + parser.add_argument('--epochs', type=int, default=1) + # Data, model, and output directories + parser.add_argument('--model-dir', type=str, default=os.environ['SM_MODEL_DIR']) + parser.add_argument( + "--smdebug_path", + type=str, + default=None, + help="S3 URI of the bucket where tensor data will be stored.", + ) + parser.add_argument('--train', type=str, default=os.environ['SM_CHANNEL_TRAINING']) + parser.add_argument('--hosts', type=list, default=json.loads(os.environ['SM_HOSTS'])) + parser.add_argument('--current-host', type=str, default=os.environ['SM_CURRENT_HOST']) + + return parser.parse_known_args() + + +def _load_training_data(base_dir): + x_train = np.load(os.path.join(base_dir, 'train', 'x_train.npy')) + y_train = np.load(os.path.join(base_dir, 'train', 'y_train.npy')) + return x_train, y_train + + +def _load_testing_data(base_dir): + x_test = np.load(os.path.join(base_dir, 'test', 'x_test.npy')) + y_test = np.load(os.path.join(base_dir, 'test', 'y_test.npy')) + return x_test, y_test + + +def create_smdebug_hook(out_dir): + include_collections = [ + CollectionKeys.WEIGHTS, + CollectionKeys.BIASES, + CollectionKeys.GRADIENTS, + CollectionKeys.LOSSES, + CollectionKeys.OUTPUTS, + CollectionKeys.METRICS, + CollectionKeys.LOSSES, + CollectionKeys.OPTIMIZER_VARIABLES, + ] + save_config = SaveConfig(save_interval=3) + hook = smd.KerasHook( + out_dir, + save_config=save_config, + include_collections=include_collections, + reduction_config=ReductionConfig(norms=ALLOWED_NORMS, reductions=ALLOWED_REDUCTIONS), + ) + return hook + + +args, unknown = _parse_args() + +hook = create_smdebug_hook(args.smdebug_path) +hooks = [hook] + +model = tf.keras.models.Sequential([ + tf.keras.layers.Flatten(input_shape=(28, 28)), + tf.keras.layers.Dense(512, activation=tf.nn.relu), + tf.keras.layers.Dropout(0.2), + tf.keras.layers.Dense(10, activation=tf.nn.softmax) +]) + +model.compile(optimizer='adam', + loss='sparse_categorical_crossentropy', + metrics=['accuracy']) +x_train, y_train = _load_training_data(args.train) +x_test, y_test = _load_testing_data(args.train) +model.fit(x_train, y_train, epochs=args.epochs, callbacks=hooks) +model.evaluate(x_test, y_test, callbacks=hooks) + +if args.current_host == args.hosts[0]: + model.save(os.path.join('/opt/ml/model', 'my_model.h5')) + +print("Created the trial with out_dir {0}".format(args.smdebug_path)) +trial = create_trial(args.smdebug_path) +assert trial + +print(f"trial.tensor_names() = {trial.tensor_names()}") + +weights_tensors = hook.collection_manager.get("weights").tensor_names +assert len(weights_tensors) > 0 + +losses_tensors = hook.collection_manager.get("losses").tensor_names +assert len(losses_tensors) > 0 From a4a833c97ea37a93f4e320a6750db73774297444 Mon Sep 17 00:00:00 2001 From: Dana Benson <31262102+danabens@users.noreply.github.com> Date: Wed, 11 Mar 2020 18:02:09 -0700 Subject: [PATCH 026/113] install smexperiments when python >= 3.6 (#312) --- setup.py | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/setup.py b/setup.py index 1dd4d593..feecd325 100644 --- a/setup.py +++ b/setup.py @@ -16,6 +16,7 @@ import os from os.path import basename from os.path import splitext +import sys from setuptools import find_packages, setup @@ -28,6 +29,14 @@ def read_version(): return read('VERSION').strip() +test_dependencies = ['tox', 'flake8', 'pytest', 'pytest-cov', 'pytest-xdist', 'mock', + 'sagemaker==1.50.1', 'tensorflow<2.0', 'docker-compose', 'boto3==1.10.50', + 'six==1.13.0', 'python-dateutil>=2.1,<2.8.1', 'botocore==1.13.50', + 'requests-mock', 'awscli==1.16.314'] + +if sys.version_info.major > 2: + test_dependencies.append('sagemaker-experiments==0.1.7') + setup( name='sagemaker_tensorflow_training', version=read_version(), @@ -56,11 +65,7 @@ def read_version(): install_requires=['sagemaker-containers>=2.6.2', 'numpy', 'scipy', 'sklearn', 'pandas', 'Pillow', 'h5py'], extras_require={ - 'test': ['tox', 'flake8', 'pytest', 'pytest-cov', 'pytest-xdist', 'mock', - 'sagemaker==1.50.1', 'tensorflow<2.0', 'docker-compose', 'boto3==1.10.50', - 'six==1.13.0', 'python-dateutil>=2.1,<2.8.1', 'botocore==1.13.50', - 'requests-mock', 'awscli==1.16.314'], - 'benchmark': ['click'], - ':python_version=="3.6"': ['sagemaker-experiments==0.1.7'] + 'test': test_dependencies, + 'benchmark': ['click'] }, ) From 8c7d987338f822dada5727cb64ed459c06e9a8da Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 12 Mar 2020 14:16:58 +0000 Subject: [PATCH 027/113] prepare release v2.2.5 --- CHANGELOG.md | 9 +++++++++ VERSION | 2 +- 2 files changed, 10 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 6445e8c4..995b21be 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,14 @@ # Changelog +## v2.2.5 (2020-03-12) + +### Bug Fixes and Other Changes + + * install smexperiments when python >= 3.6 + * SM integration test for TF 1.x + * upgrade to latest sagemaker-experiments + * Added pytest fixture + ## v2.2.4 (2020-03-11) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 511818d7..21bb5e15 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.5.dev0 +2.2.5 From fab68a112c119eca21a55647001aa935652bb8c6 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 12 Mar 2020 14:20:52 +0000 Subject: [PATCH 028/113] update development version to v2.2.6.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 21bb5e15..d57ad0fe 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.5 +2.2.6.dev0 From c70adb5e9386dd583d175cdb7f5b819dcc6b1cc4 Mon Sep 17 00:00:00 2001 From: Saravana Kumar Date: Fri, 13 Mar 2020 21:04:05 -0700 Subject: [PATCH 029/113] Added marker to skip on pipeline (#321) Co-authored-by: SK --- test/unit/test_training.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/test/unit/test_training.py b/test/unit/test_training.py index b69beed2..73afe699 100644 --- a/test/unit/test_training.py +++ b/test/unit/test_training.py @@ -99,6 +99,7 @@ def test_train_horovod(run_module, single_machine_training_env): runner=runner.MPIRunnerType) +@pytest.mark.skip_on_pipeline @pytest.mark.skipif(sys.version_info.major != 3, reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') @@ -129,6 +130,7 @@ def test_train_distributed_master(run, tf_server, cluster_spec, distributed_trai {'TF_CONFIG': tf_config}) +@pytest.mark.skip_on_pipeline @pytest.mark.skipif(sys.version_info.major != 3, reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') From ab4000c8cdda1a8145c5083e2666adeedd8753ce Mon Sep 17 00:00:00 2001 From: Vandana Kannan Date: Sat, 14 Mar 2020 01:07:30 -0700 Subject: [PATCH 030/113] smdebug 0.7.1 (#323) Co-authored-by: Zhuo Weng --- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 3 +-- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index bdeaca88..a7931f61 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -99,7 +99,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ keras==2.3.1 \ requests==2.22.0 \ - smdebug==0.7.0 \ + smdebug==0.7.1 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index ed022fc2..b3e08278 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -22,7 +22,6 @@ ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl - RUN apt-get update \ && apt-get install -y --no-install-recommends --allow-unauthenticated \ python3-dev \ @@ -137,7 +136,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.3.1 \ - smdebug==0.7.0 \ + smdebug==0.7.1 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ From ec4e7c4a2766fd8b7a9136ced39740df12c2e726 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 16 Mar 2020 14:16:54 +0000 Subject: [PATCH 031/113] prepare release v2.2.6 --- CHANGELOG.md | 7 +++++++ VERSION | 2 +- 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 995b21be..6cd50e7c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,12 @@ # Changelog +## v2.2.6 (2020-03-16) + +### Bug Fixes and Other Changes + + * smdebug 0.7.1 + * Added marker to skip on pipeline + ## v2.2.5 (2020-03-12) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index d57ad0fe..bda8fbec 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.6.dev0 +2.2.6 From 76138b153df798fd91068357514174c009626d41 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 16 Mar 2020 14:20:49 +0000 Subject: [PATCH 032/113] update development version to v2.2.7.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index bda8fbec..f9e9ddc7 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.6 +2.2.7.dev0 From e8bafacb65d25810e6d4f846e6333df92d4230ef Mon Sep 17 00:00:00 2001 From: TusharKanekiDey Date: Wed, 25 Mar 2020 09:44:36 -0700 Subject: [PATCH 033/113] Adding of deep_learning_container.py in Tf1.15 (#327) Co-authored-by: Tushar Dey --- docker/1.15.2/py2/Dockerfile.cpu | 4 ++++ docker/1.15.2/py2/Dockerfile.gpu | 4 ++++ docker/1.15.2/py3/Dockerfile.cpu | 4 ++++ docker/1.15.2/py3/Dockerfile.gpu | 4 ++++ 4 files changed, 16 insertions(+) diff --git a/docker/1.15.2/py2/Dockerfile.cpu b/docker/1.15.2/py2/Dockerfile.cpu index 55eef4b5..c1f34f1d 100644 --- a/docker/1.15.2/py2/Dockerfile.cpu +++ b/docker/1.15.2/py2/Dockerfile.cpu @@ -113,6 +113,10 @@ RUN pip install --no-cache-dir -U \ && pip install --no-cache-dir -U \ horovod==0.18.2 +COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py + +RUN chmod +x /usr/local/bin/deep_learning_container.py + RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt CMD ["bin/bash"] diff --git a/docker/1.15.2/py2/Dockerfile.gpu b/docker/1.15.2/py2/Dockerfile.gpu index 8ccaa533..203c1630 100644 --- a/docker/1.15.2/py2/Dockerfile.gpu +++ b/docker/1.15.2/py2/Dockerfile.gpu @@ -155,6 +155,10 @@ RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_confi && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config +COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py + +RUN chmod +x /usr/local/bin/deep_learning_container.py + RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt CMD ["bin/bash"] diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index a7931f61..00775d09 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -116,6 +116,10 @@ RUN pip install --no-cache-dir -U \ awscli\ && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE +COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py + +RUN chmod +x /usr/local/bin/deep_learning_container.py + RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt CMD ["bin/bash"] diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index b3e08278..3a4926d2 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -162,6 +162,10 @@ RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_confi && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config +COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py + +RUN chmod +x /usr/local/bin/deep_learning_container.py + RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt CMD ["bin/bash"] From 5faf4b95f71437d92f5ac66ccaceeeacb80882e9 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 26 Mar 2020 14:16:59 +0000 Subject: [PATCH 034/113] prepare release v2.2.7 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 6cd50e7c..24d2f556 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.2.7 (2020-03-26) + +### Bug Fixes and Other Changes + + * Adding of deep_learning_container.py in Tf1.15 + ## v2.2.6 (2020-03-16) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index f9e9ddc7..5bc1cc43 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.7.dev0 +2.2.7 From e901e2481f8e9efdb404390ac379c2878a4f1933 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 26 Mar 2020 14:20:54 +0000 Subject: [PATCH 035/113] update development version to v2.2.8.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 5bc1cc43..abcf2e88 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.7 +2.2.8.dev0 From 4b99d28b80b1ddfd81908bf51e09aece966c4f25 Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Tue, 31 Mar 2020 10:02:15 -0700 Subject: [PATCH 036/113] infra: refactor toolkit tests. (#332) * Separate toolkit tests from container tests; * Remove test logic for other libraries installed in the container; * Provide options to build and push images as part of running tests. * Add PR build logic specific to just toolkit. --- .flake8 | 2 +- buildspec-toolkit.yml | 93 +++++++++++ test-toolkit/docker/1.15.2/Dockerfile.dlc.cpu | 6 + test-toolkit/docker/1.15.2/Dockerfile.dlc.gpu | 6 + test-toolkit/docker/1.15.2/Dockerfile.tf | 7 + test-toolkit/integration/conftest.py | 72 ++++++-- test-toolkit/integration/image_utils.py | 59 +++++++ .../integration/local/test_horovod.py | 7 +- test-toolkit/integration/local/test_keras.py | 57 ------- .../integration/local/test_training.py | 50 +----- .../integration/sagemaker/test_horovod.py | 8 +- .../integration/sagemaker/test_mnist.py | 49 +----- .../sagemaker/test_tuning_model_dir.py | 6 +- test-toolkit/integration/utils.py | 4 +- .../resources/gpu_device_placement.py | 26 --- test-toolkit/resources/keras_inception.py | 38 ----- test-toolkit/resources/mnist/mnist.py | 14 -- .../resources/test_py_version/entry.py | 22 --- .../unit/test_deep_learning_container.py | 157 ------------------ test-toolkit/unit/test_training.py | 10 +- tox.ini | 4 +- 21 files changed, 272 insertions(+), 425 deletions(-) create mode 100644 buildspec-toolkit.yml create mode 100644 test-toolkit/docker/1.15.2/Dockerfile.dlc.cpu create mode 100644 test-toolkit/docker/1.15.2/Dockerfile.dlc.gpu create mode 100644 test-toolkit/docker/1.15.2/Dockerfile.tf create mode 100644 test-toolkit/integration/image_utils.py delete mode 100644 test-toolkit/integration/local/test_keras.py delete mode 100644 test-toolkit/resources/gpu_device_placement.py delete mode 100644 test-toolkit/resources/keras_inception.py delete mode 100644 test-toolkit/resources/test_py_version/entry.py delete mode 100644 test-toolkit/unit/test_deep_learning_container.py diff --git a/.flake8 b/.flake8 index eaa8de94..038163ec 100644 --- a/.flake8 +++ b/.flake8 @@ -1,3 +1,3 @@ [flake8] -application_import_names = sagemaker_tensorflow_container, test, test-toolkit, timeout, utils +application_import_names = image_utils, integration, sagemaker_tensorflow_container, test, test-toolkit, timeout, utils import-order-style = google diff --git a/buildspec-toolkit.yml b/buildspec-toolkit.yml new file mode 100644 index 00000000..c598e20f --- /dev/null +++ b/buildspec-toolkit.yml @@ -0,0 +1,93 @@ +version: 0.2 + +env: + variables: + FRAMEWORK_VERSION: '1.15.2' + CPU_INSTANCE_TYPE: 'ml.c4.xlarge' + GPU_INSTANCE_TYPE: 'ml.p2.xlarge' + ECR_REPO: 'sagemaker-test' + GITHUB_REPO: 'sagemaker-tensorflow-container' + DLC_ACCOUNT: '763104351884' + SETUP_FILE: 'setup_cmds.sh' + SETUP_CMDS: '#!/bin/bash\npip install --upgrade pip\npip install -U -e .\npip install -U -e .[test]' + +phases: + pre_build: + commands: + - start-dockerd + - ACCOUNT=$(aws --region $AWS_DEFAULT_REGION sts --endpoint-url https://sts.$AWS_DEFAULT_REGION.amazonaws.com get-caller-identity --query 'Account' --output text) + - PREPROD_IMAGE="$ACCOUNT.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/$ECR_REPO" + - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') + - BUILD_ID="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" + - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' + + build: + commands: + - TOX_PARALLEL_NO_SPINNER=1 + - PY_COLORS=0 + + # install + - pip3 install -U -e .[test] + + # run linters + - tox -e flake8,twine + + # run unit tests + - tox -e py36,py27 test-toolkit/unit + + # define tags + - GENERIC_TAG="$FRAMEWORK_VERSION-tensorflow-$BUILD_ID" + - DLC_CPU_TAG="$FRAMEWORK_VERSION-dlc-cpu-$BUILD_ID" + - DLC_GPU_TAG="$FRAMEWORK_VERSION-dlc-gpu-$BUILD_ID" + + # run local CPU integration tests (build and push the image to ECR repo) + - test_cmd="pytest test-toolkit/integration/local --build-image --push-image --dockerfile-type tf --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test-toolkit/integration/local --build-image --push-image --dockerfile-type dlc.cpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $DLC_CPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + + # launch remote GPU instance + - prefix='ml.' + - instance_type=${GPU_INSTANCE_TYPE#"$prefix"} + - create-key-pair + - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu-latest + + # build DLC GPU image because the base DLC image is too big and takes too long to build as part of the test + - python3 setup.py sdist + - build_dir="test-toolkit/docker/$FRAMEWORK_VERSION" + - $(aws ecr get-login --registry-ids $DLC_ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) + - docker build -f "$build_dir/Dockerfile.dlc.gpu" -t $PREPROD_IMAGE:$DLC_GPU_TAG --build-arg region=$AWS_DEFAULT_REGION . + # push DLC GPU image to ECR + - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) + - docker push $PREPROD_IMAGE:$DLC_GPU_TAG + + # run GPU local integration tests + - printf "$SETUP_CMDS" > $SETUP_FILE + # no reason to rebuild the image again since it was already built and pushed to ECR during CPU tests + - generic_cmd="pytest test-toolkit/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $GENERIC_TAG" + - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$generic_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - dlc_cmd="pytest test-toolkit/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG" + - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$dlc_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + + # run CPU sagemaker integration tests + - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $DLC_CPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + + # run GPU sagemaker integration tests + - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $DLC_GPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + finally: + # shut down remote GPU instance + - cleanup-gpu-instances + - cleanup-key-pairs + + # remove ECR image + - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GENERIC_TAG + - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_CPU_TAG + - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_GPU_TAG diff --git a/test-toolkit/docker/1.15.2/Dockerfile.dlc.cpu b/test-toolkit/docker/1.15.2/Dockerfile.dlc.cpu new file mode 100644 index 00000000..98764974 --- /dev/null +++ b/test-toolkit/docker/1.15.2/Dockerfile.dlc.cpu @@ -0,0 +1,6 @@ +ARG region +FROM 763104351884.dkr.ecr.$region.amazonaws.com/tensorflow-training:1.15.2-cpu-py2 + +COPY dist/sagemaker_tensorflow_training-*.tar.gz /sagemaker_tensorflow_training.tar.gz +RUN pip install --upgrade --no-cache-dir /sagemaker_tensorflow_training.tar.gz && \ + rm /sagemaker_tensorflow_training.tar.gz diff --git a/test-toolkit/docker/1.15.2/Dockerfile.dlc.gpu b/test-toolkit/docker/1.15.2/Dockerfile.dlc.gpu new file mode 100644 index 00000000..15344f6e --- /dev/null +++ b/test-toolkit/docker/1.15.2/Dockerfile.dlc.gpu @@ -0,0 +1,6 @@ +ARG region +FROM 763104351884.dkr.ecr.$region.amazonaws.com/tensorflow-training:1.15.2-gpu-py3 + +COPY dist/sagemaker_tensorflow_training-*.tar.gz /sagemaker_tensorflow_training.tar.gz +RUN pip install --upgrade --no-cache-dir /sagemaker_tensorflow_training.tar.gz && \ + rm /sagemaker_tensorflow_training.tar.gz diff --git a/test-toolkit/docker/1.15.2/Dockerfile.tf b/test-toolkit/docker/1.15.2/Dockerfile.tf new file mode 100644 index 00000000..b1a62168 --- /dev/null +++ b/test-toolkit/docker/1.15.2/Dockerfile.tf @@ -0,0 +1,7 @@ +FROM tensorflow/tensorflow:1.15.2-gpu-py3 + +ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main + +COPY dist/sagemaker_tensorflow_training-*.tar.gz /sagemaker_tensorflow_training.tar.gz +RUN pip install --upgrade --no-cache-dir /sagemaker_tensorflow_training.tar.gz && \ + rm /sagemaker_tensorflow_training.tar.gz diff --git a/test-toolkit/integration/conftest.py b/test-toolkit/integration/conftest.py index 4b599675..ae7e0dd4 100644 --- a/test-toolkit/integration/conftest.py +++ b/test-toolkit/integration/conftest.py @@ -18,9 +18,10 @@ import boto3 import pytest from sagemaker import LocalSession, Session -from sagemaker.tensorflow import TensorFlow -from test.integration import NO_P2_REGIONS, NO_P3_REGIONS +from integration import image_utils +from integration import NO_P2_REGIONS, NO_P3_REGIONS + logger = logging.getLogger(__name__) logging.getLogger('boto').setLevel(logging.INFO) @@ -29,14 +30,19 @@ logging.getLogger('auth.py').setLevel(logging.INFO) logging.getLogger('connectionpool.py').setLevel(logging.INFO) -SCRIPT_PATH = os.path.dirname(os.path.realpath(__file__)) +DIR_PATH = os.path.dirname(os.path.realpath(__file__)) def pytest_addoption(parser): - parser.addoption('--docker-base-name', default='sagemaker-tensorflow-scriptmode') + parser.addoption('--build-image', '-B', action='store_true') + parser.addoption('--push-image', '-P', action='store_true') + parser.addoption('--dockerfile-type', '-T', choices=['dlc.cpu', 'dlc.gpu', 'tf'], + default='tf') + parser.addoption('--dockerfile', '-D', default=None) + parser.addoption('--docker-base-name', default='sagemaker-tensorflow-training') parser.addoption('--tag', default=None) parser.addoption('--region', default='us-west-2') - parser.addoption('--framework-version', default=TensorFlow.LATEST_VERSION) + parser.addoption('--framework-version', default='1.15.2') parser.addoption('--processor', default='cpu', choices=['cpu', 'gpu', 'cpu,gpu']) parser.addoption('--py-version', default='3', choices=['2', '3', '2,3']) parser.addoption('--account-id', default='142577830533') @@ -48,6 +54,38 @@ def pytest_configure(config): os.environ['TEST_PROCESSORS'] = config.getoption('--processor') +@pytest.fixture(scope='session', name='dockerfile_type') +def fixture_dockerfile_type(request): + return request.config.getoption('--dockerfile-type') + + +@pytest.fixture(scope='session', name='dockerfile') +def fixture_dockerfile(request, dockerfile_type): + dockerfile = request.config.getoption('--dockerfile') + return dockerfile if dockerfile else 'Dockerfile.{}'.format(dockerfile_type) + + +@pytest.fixture(scope='session', name='build_image', autouse=True) +def fixture_build_image(request, framework_version, dockerfile, image_uri, region): + build_image = request.config.getoption('--build-image') + if build_image: + return image_utils.build_image(framework_version=framework_version, + dockerfile=dockerfile, + image_uri=image_uri, + region=region, + cwd=os.path.join(DIR_PATH, '..', '..')) + + return image_uri + + +@pytest.fixture(scope='session', name='push_image', autouse=True) +def fixture_push_image(request, image_uri, region, account_id): + push_image = request.config.getoption('--push-image') + if push_image: + return image_utils.push_image(image_uri, region, account_id) + return None + + @pytest.fixture(scope='session') def docker_base_name(request): return request.config.getoption('--docker-base-name') @@ -63,7 +101,7 @@ def framework_version(request): return request.config.getoption('--framework-version') -@pytest.fixture +@pytest.fixture(scope='session') def tag(request, framework_version, processor, py_version): provided_tag = request.config.getoption('--tag') default_tag = '{}-{}-py{}'.format(framework_version, processor, py_version) @@ -107,12 +145,20 @@ def skip_gpu_instance_restricted_regions(region, instance_type): pytest.skip('Skipping GPU test in region {}'.format(region)) -@pytest.fixture -def docker_image(docker_base_name, tag): - return '{}:{}'.format(docker_base_name, tag) +@pytest.fixture(autouse=True) +def skip_by_dockerfile_type(request, dockerfile_type): + is_generic = (dockerfile_type == 'tf') + if request.node.get_closest_marker('skip_generic') and is_generic: + pytest.skip('Skipping because running generic image without mpi and horovod') -@pytest.fixture -def ecr_image(account_id, docker_base_name, tag, region): - return '{}.dkr.ecr.{}.amazonaws.com/{}:{}'.format( - account_id, region, docker_base_name, tag) +@pytest.fixture(name='docker_registry', scope='session') +def fixture_docker_registry(account_id, region): + return '{}.dkr.ecr.{}.amazonaws.com'.format(account_id, region) if account_id else None + + +@pytest.fixture(name='image_uri', scope='session') +def fixture_image_uri(docker_registry, docker_base_name, tag): + if docker_registry: + return '{}/{}:{}'.format(docker_registry, docker_base_name, tag) + return '{}:{}'.format(docker_base_name, tag) diff --git a/test-toolkit/integration/image_utils.py b/test-toolkit/integration/image_utils.py new file mode 100644 index 00000000..13027198 --- /dev/null +++ b/test-toolkit/integration/image_utils.py @@ -0,0 +1,59 @@ +# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +from __future__ import absolute_import + +import os +import subprocess +import sys + +CYAN_COLOR = '\033[36m' +END_COLOR = '\033[0m' +DLC_AWS_ID = '763104351884' + + +def build_image(framework_version, dockerfile, image_uri, region, cwd='.'): + _check_call('python setup.py sdist') + + if 'dlc' in dockerfile: + ecr_login(region, DLC_AWS_ID) + + dockerfile_location = os.path.join('test-toolkit', 'docker', framework_version, dockerfile) + + subprocess.check_call( + ['docker', 'build', '-t', image_uri, '-f', dockerfile_location, '--build-arg', + 'region={}'.format(region), cwd], cwd=cwd) + print('created image {}'.format(image_uri)) + return image_uri + + +def push_image(ecr_image, region, aws_id): + ecr_login(region, aws_id) + _check_call('docker push {}'.format(ecr_image)) + + +def ecr_login(region, aws_id): + login = _check_call('aws ecr get-login --registry-ids {} '.format(aws_id) + + '--no-include-email --region {}'.format(region)) + _check_call(login.decode('utf-8').rstrip('\n')) + + +def _check_call(cmd, *popenargs, **kwargs): + if isinstance(cmd, str): + cmd = cmd.split(" ") + _print_cmd(cmd) + return subprocess.check_output(cmd, *popenargs, **kwargs) + + +def _print_cmd(cmd): + print('executing docker command: {}{}{}'.format(CYAN_COLOR, ' '.join(cmd), END_COLOR)) + sys.stdout.flush() diff --git a/test-toolkit/integration/local/test_horovod.py b/test-toolkit/integration/local/test_horovod.py index f35ba03a..9ee542f7 100644 --- a/test-toolkit/integration/local/test_horovod.py +++ b/test-toolkit/integration/local/test_horovod.py @@ -19,12 +19,13 @@ import pytest from sagemaker.tensorflow import TensorFlow -from test.integration.utils import processor, py_version # noqa: F401 +from integration.utils import processor, py_version # noqa: F401 RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') @pytest.mark.skip_gpu +@pytest.mark.skip_generic @pytest.mark.parametrize('instances, processes', [ [1, 2], (2, 1), @@ -33,7 +34,7 @@ def test_distributed_training_horovod_basic(instances, processes, sagemaker_local_session, - docker_image, + image_uri, tmpdir, framework_version): output_path = 'file://%s' % tmpdir @@ -43,7 +44,7 @@ def test_distributed_training_horovod_basic(instances, train_instance_type='local', sagemaker_session=sagemaker_local_session, train_instance_count=instances, - image_name=docker_image, + image_name=image_uri, output_path=output_path, framework_version=framework_version, hyperparameters={'sagemaker_mpi_enabled': True, diff --git a/test-toolkit/integration/local/test_keras.py b/test-toolkit/integration/local/test_keras.py deleted file mode 100644 index 1eca0c2a..00000000 --- a/test-toolkit/integration/local/test_keras.py +++ /dev/null @@ -1,57 +0,0 @@ -# Copyright 2018-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import logging -import os - -import numpy as np -import pytest -from sagemaker.tensorflow import serving, TensorFlow - -from test.integration import RESOURCE_PATH -from test.integration.utils import processor, py_version # noqa: F401 - - -logging.basicConfig(level=logging.DEBUG) - - -@pytest.mark.skip(reason="Serving part fails because of version mismatch.") -def test_keras_training(sagemaker_local_session, docker_image, tmpdir, framework_version): - entry_point = os.path.join(RESOURCE_PATH, 'keras_inception.py') - output_path = 'file://{}'.format(tmpdir) - - estimator = TensorFlow( - entry_point=entry_point, - role='SageMakerRole', - train_instance_count=1, - train_instance_type='local', - image_name=docker_image, - sagemaker_session=sagemaker_local_session, - model_dir='/opt/ml/model', - output_path=output_path, - framework_version=framework_version, - py_version='py3') - - estimator.fit() - - model = serving.Model(model_data=output_path, - role='SageMakerRole', - framework_version=framework_version, - sagemaker_session=sagemaker_local_session) - - predictor = model.deploy(initial_instance_count=1, instance_type='local') - - assert predictor.predict(np.random.randn(4, 4, 4, 2) * 255) - - predictor.delete_endpoint() diff --git a/test-toolkit/integration/local/test_training.py b/test-toolkit/integration/local/test_training.py index bd1641b0..e22452ac 100644 --- a/test-toolkit/integration/local/test_training.py +++ b/test-toolkit/integration/local/test_training.py @@ -18,7 +18,7 @@ import pytest from sagemaker.tensorflow import TensorFlow -from test.integration.utils import processor, py_version # noqa: F401 +from integration.utils import processor, py_version # noqa: F401 RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') TF_CHECKPOINT_FILES = ['graph.pbtxt', 'model.ckpt-0.index', 'model.ckpt-0.meta'] @@ -33,33 +33,13 @@ def py_full_version(py_version): # noqa: F811 @pytest.mark.skip_gpu -def test_py_versions(sagemaker_local_session, docker_image, py_full_version, framework_version, tmpdir): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'test_py_version', 'entry.py'), - instance_type='local', - instance_count=1, - sagemaker_local_session=sagemaker_local_session, - docker_image=docker_image, - framework_version=framework_version, - output_path=output_path, - training_data_path=None) - - with tarfile.open(os.path.join(str(tmpdir), 'output.tar.gz')) as tar: - output_file = tar.getmember('py_version') - tar.extractall(path=str(tmpdir), members=[output_file]) - - with open(os.path.join(str(tmpdir), 'py_version')) as f: - assert f.read().strip() == py_full_version - - -@pytest.mark.skip_gpu -def test_mnist_cpu(sagemaker_local_session, docker_image, tmpdir, framework_version): +def test_mnist_cpu(sagemaker_local_session, image_uri, tmpdir, framework_version): output_path = 'file://{}'.format(tmpdir) run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist.py'), instance_type='local', instance_count=1, sagemaker_local_session=sagemaker_local_session, - docker_image=docker_image, + image_uri=image_uri, framework_version=framework_version, output_path=output_path, training_data_path='file://{}'.format( @@ -67,21 +47,9 @@ def test_mnist_cpu(sagemaker_local_session, docker_image, tmpdir, framework_vers _assert_files_exist_in_tar(output_path, ['my_model.h5']) -@pytest.mark.skip_cpu -def test_gpu(sagemaker_local_session, docker_image, framework_version): - run_tf_training(script=os.path.join(RESOURCE_PATH, 'gpu_device_placement.py'), - instance_type='local_gpu', - instance_count=1, - sagemaker_local_session=sagemaker_local_session, - docker_image=docker_image, - framework_version=framework_version, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data'))) - - @pytest.mark.skip_gpu def test_distributed_training_cpu_no_ps(sagemaker_local_session, - docker_image, + image_uri, tmpdir, framework_version): output_path = 'file://{}'.format(tmpdir) @@ -89,7 +57,7 @@ def test_distributed_training_cpu_no_ps(sagemaker_local_session, instance_type='local', instance_count=2, sagemaker_local_session=sagemaker_local_session, - docker_image=docker_image, + image_uri=image_uri, framework_version=framework_version, output_path=output_path, training_data_path='file://{}'.format( @@ -99,7 +67,7 @@ def test_distributed_training_cpu_no_ps(sagemaker_local_session, @pytest.mark.skip_gpu def test_distributed_training_cpu_ps(sagemaker_local_session, - docker_image, + image_uri, tmpdir, framework_version): output_path = 'file://{}'.format(tmpdir) @@ -107,7 +75,7 @@ def test_distributed_training_cpu_ps(sagemaker_local_session, instance_type='local', instance_count=2, sagemaker_local_session=sagemaker_local_session, - docker_image=docker_image, + image_uri=image_uri, framework_version=framework_version, output_path=output_path, hyperparameters={'sagemaker_parameter_server_enabled': True}, @@ -120,7 +88,7 @@ def run_tf_training(script, instance_type, instance_count, sagemaker_local_session, - docker_image, + image_uri, framework_version, training_data_path, output_path=None, @@ -133,7 +101,7 @@ def run_tf_training(script, train_instance_count=instance_count, train_instance_type=instance_type, sagemaker_session=sagemaker_local_session, - image_name=docker_image, + image_name=image_uri, model_dir='/opt/ml/model', output_path=output_path, hyperparameters=hyperparameters, diff --git a/test-toolkit/integration/sagemaker/test_horovod.py b/test-toolkit/integration/sagemaker/test_horovod.py index 1d2bd8ac..4825dee4 100644 --- a/test-toolkit/integration/sagemaker/test_horovod.py +++ b/test-toolkit/integration/sagemaker/test_horovod.py @@ -14,17 +14,19 @@ import os +import pytest import sagemaker from sagemaker.tensorflow import TensorFlow -from test.integration.utils import processor, py_version, unique_name_from_base # noqa: F401 +from integration.utils import processor, py_version, unique_name_from_base # noqa: F401 RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') +@pytest.mark.skip_generic def test_distributed_training_horovod(sagemaker_session, instance_type, - ecr_image, + image_uri, tmpdir, framework_version): @@ -34,7 +36,7 @@ def test_distributed_training_horovod(sagemaker_session, role='SageMakerRole', train_instance_type=instance_type, train_instance_count=2, - image_name=ecr_image, + image_name=image_uri, framework_version=framework_version, py_version='py3', script_mode=True, diff --git a/test-toolkit/integration/sagemaker/test_mnist.py b/test-toolkit/integration/sagemaker/test_mnist.py index ce685abc..1b62191e 100644 --- a/test-toolkit/integration/sagemaker/test_mnist.py +++ b/test-toolkit/integration/sagemaker/test_mnist.py @@ -20,12 +20,12 @@ from sagemaker.tuner import HyperparameterTuner, IntegerParameter from six.moves.urllib.parse import urlparse -from test.integration.utils import processor, py_version, unique_name_from_base # noqa: F401 +from integration.utils import processor, py_version, unique_name_from_base # noqa: F401 from timeout import timeout @pytest.mark.deploy_test -def test_mnist(sagemaker_session, ecr_image, instance_type, framework_version): +def test_mnist(sagemaker_session, image_uri, instance_type, framework_version): resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') script = os.path.join(resource_path, 'mnist', 'mnist.py') estimator = TensorFlow(entry_point=script, @@ -33,7 +33,7 @@ def test_mnist(sagemaker_session, ecr_image, instance_type, framework_version): train_instance_type=instance_type, train_instance_count=1, sagemaker_session=sagemaker_session, - image_name=ecr_image, + image_name=image_uri, framework_version=framework_version, script_mode=True) inputs = estimator.sagemaker_session.upload_data( @@ -43,7 +43,7 @@ def test_mnist(sagemaker_session, ecr_image, instance_type, framework_version): _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) -def test_distributed_mnist_no_ps(sagemaker_session, ecr_image, instance_type, framework_version): +def test_distributed_mnist_no_ps(sagemaker_session, image_uri, instance_type, framework_version): resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') script = os.path.join(resource_path, 'mnist', 'mnist.py') estimator = TensorFlow(entry_point=script, @@ -51,7 +51,7 @@ def test_distributed_mnist_no_ps(sagemaker_session, ecr_image, instance_type, fr train_instance_count=2, train_instance_type=instance_type, sagemaker_session=sagemaker_session, - image_name=ecr_image, + image_name=image_uri, framework_version=framework_version, script_mode=True) inputs = estimator.sagemaker_session.upload_data( @@ -61,7 +61,7 @@ def test_distributed_mnist_no_ps(sagemaker_session, ecr_image, instance_type, fr _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) -def test_distributed_mnist_ps(sagemaker_session, ecr_image, instance_type, framework_version): +def test_distributed_mnist_ps(sagemaker_session, image_uri, instance_type, framework_version): resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') script = os.path.join(resource_path, 'mnist', 'mnist_estimator.py') estimator = TensorFlow(entry_point=script, @@ -70,7 +70,7 @@ def test_distributed_mnist_ps(sagemaker_session, ecr_image, instance_type, frame train_instance_count=2, train_instance_type=instance_type, sagemaker_session=sagemaker_session, - image_name=ecr_image, + image_name=image_uri, framework_version=framework_version, script_mode=True) inputs = estimator.sagemaker_session.upload_data( @@ -81,38 +81,7 @@ def test_distributed_mnist_ps(sagemaker_session, ecr_image, instance_type, frame _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) -def test_s3_plugin(sagemaker_session, ecr_image, instance_type, region, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist_estimator.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - hyperparameters={ - # Saving a checkpoint after every 5 steps to hammer the S3 plugin - 'save-checkpoint-steps': 10, - # Reducing throttling for checkpoint and model saving - 'throttle-secs': 1, - # Without the patch training jobs would fail around 100th to - # 150th step - 'max-steps': 200, - # Large batch size would result in a larger checkpoint file - 'batch-size': 1024, - # This makes the training job exporting model during training. - # Stale model garbage collection will also be performed. - 'export-model-during-training': True - }, - train_instance_count=1, - train_instance_type=instance_type, - sagemaker_session=sagemaker_session, - image_name=ecr_image, - framework_version=framework_version, - script_mode=True) - estimator.fit('s3://sagemaker-sample-data-{}/tensorflow/mnist'.format(region), - job_name=unique_name_from_base('test-tf-sm-s3-mnist')) - _assert_s3_file_exists(region, estimator.model_data) - _assert_checkpoint_exists(region, estimator.model_dir, 200) - - -def test_tuning(sagemaker_session, ecr_image, instance_type, framework_version): +def test_tuning(sagemaker_session, image_uri, instance_type, framework_version): resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') script = os.path.join(resource_path, 'mnist', 'mnist.py') @@ -121,7 +90,7 @@ def test_tuning(sagemaker_session, ecr_image, instance_type, framework_version): train_instance_type=instance_type, train_instance_count=1, sagemaker_session=sagemaker_session, - image_name=ecr_image, + image_name=image_uri, framework_version=framework_version, script_mode=True) diff --git a/test-toolkit/integration/sagemaker/test_tuning_model_dir.py b/test-toolkit/integration/sagemaker/test_tuning_model_dir.py index e833c3a4..871247bc 100644 --- a/test-toolkit/integration/sagemaker/test_tuning_model_dir.py +++ b/test-toolkit/integration/sagemaker/test_tuning_model_dir.py @@ -17,10 +17,10 @@ from sagemaker.tensorflow import TensorFlow from sagemaker.tuner import HyperparameterTuner, IntegerParameter -from test.integration.utils import processor, py_version, unique_name_from_base # noqa: F401 +from integration.utils import processor, py_version, unique_name_from_base # noqa: F401 -def test_model_dir_with_training_job_name(sagemaker_session, ecr_image, instance_type, framework_version): +def test_model_dir_with_training_job_name(sagemaker_session, image_uri, instance_type, framework_version): resource_path = os.path.join(os.path.dirname(__file__), '../..', 'resources') script = os.path.join(resource_path, 'tuning_model_dir', 'entry.py') @@ -28,7 +28,7 @@ def test_model_dir_with_training_job_name(sagemaker_session, ecr_image, instance role='SageMakerRole', train_instance_type=instance_type, train_instance_count=1, - image_name=ecr_image, + image_name=image_uri, framework_version=framework_version, py_version='py3', sagemaker_session=sagemaker_session) diff --git a/test-toolkit/integration/utils.py b/test-toolkit/integration/utils.py index 4944eb20..0f5d79e5 100644 --- a/test-toolkit/integration/utils.py +++ b/test-toolkit/integration/utils.py @@ -27,11 +27,11 @@ def unique_name_from_base(base, max_length=63): return '{}-{}-{}'.format(trimmed, ts, unique) -@pytest.fixture(params=os.environ['TEST_PY_VERSIONS'].split(',')) +@pytest.fixture(params=os.environ['TEST_PY_VERSIONS'].split(','), scope='session') def py_version(request): return request.param -@pytest.fixture(params=os.environ['TEST_PROCESSORS'].split(',')) +@pytest.fixture(params=os.environ['TEST_PROCESSORS'].split(','), scope='session') def processor(request): return request.param diff --git a/test-toolkit/resources/gpu_device_placement.py b/test-toolkit/resources/gpu_device_placement.py deleted file mode 100644 index 0ce8abcd..00000000 --- a/test-toolkit/resources/gpu_device_placement.py +++ /dev/null @@ -1,26 +0,0 @@ -# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -import tensorflow as tf - -# https://www.tensorflow.org/programmers_guide/using_gpu -print('-' * 87) -print('Run GPU test.') -tf.debugging.set_log_device_placement(True) -with tf.device('/gpu:0'): - a = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[2, 3], name='a') - b = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[3, 2], name='b') -c = tf.matmul(a, b) -# Runs the op. -print(c) -print('-' * 87) -print('') diff --git a/test-toolkit/resources/keras_inception.py b/test-toolkit/resources/keras_inception.py deleted file mode 100644 index a2370d45..00000000 --- a/test-toolkit/resources/keras_inception.py +++ /dev/null @@ -1,38 +0,0 @@ -# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -import argparse -import os - -import keras -import tensorflow as tf - -parser = argparse.ArgumentParser() -parser.add_argument('--model_dir', type=str) - -args = parser.parse_args() - - -# Loading pre-trained Keras model -model = keras.applications.inception_v3.InceptionV3(weights='imagenet') - -# Exports the keras model as TensorFlow Serving Saved Model -with tf.compat.v1.Session() as session: - - init = tf.compat.v1.global_variables_initializer() - session.run(init) - - tf.compat.v1.saved_model.simple_save( - session, - os.path.join(args.model_dir, 'inception-model/1'), - inputs={'input_image': model.input}, - outputs={t.name: t for t in model.outputs}) diff --git a/test-toolkit/resources/mnist/mnist.py b/test-toolkit/resources/mnist/mnist.py index e4349ce2..e783e474 100644 --- a/test-toolkit/resources/mnist/mnist.py +++ b/test-toolkit/resources/mnist/mnist.py @@ -34,19 +34,6 @@ def _load_testing_data(base_dir): y_test = np.load(os.path.join(base_dir, 'test', 'y_test.npy')) return x_test, y_test - -def assert_can_track_sagemaker_experiments(): - in_sagemaker_training = 'TRAINING_JOB_ARN' in os.environ - in_python_three = sys.version_info[0] == 3 - - if in_sagemaker_training and in_python_three: - import smexperiments.tracker - - with smexperiments.tracker.Tracker.load() as tracker: - tracker.log_parameter('param', 1) - tracker.log_metric('metric', 1.0) - - args, unknown = _parse_args() model = tf.keras.models.Sequential([ @@ -66,4 +53,3 @@ def assert_can_track_sagemaker_experiments(): if args.current_host == args.hosts[0]: model.save(os.path.join('/opt/ml/model', 'my_model.h5')) - assert_can_track_sagemaker_experiments() diff --git a/test-toolkit/resources/test_py_version/entry.py b/test-toolkit/resources/test_py_version/entry.py deleted file mode 100644 index 8f71a01b..00000000 --- a/test-toolkit/resources/test_py_version/entry.py +++ /dev/null @@ -1,22 +0,0 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import os -import sys - - -py_version = '%s.%s' % (sys.version_info.major, sys.version_info.minor) - -with open(os.path.join(os.environ['SM_OUTPUT_DIR'], 'py_version'), 'a') as f: - f.write(py_version) diff --git a/test-toolkit/unit/test_deep_learning_container.py b/test-toolkit/unit/test_deep_learning_container.py deleted file mode 100644 index 7d5d7d86..00000000 --- a/test-toolkit/unit/test_deep_learning_container.py +++ /dev/null @@ -1,157 +0,0 @@ -# Copyright 2018-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the 'License'). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the 'license' file accompanying this file. This file 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. -from __future__ import absolute_import - -import unittest - -from docker.build_artifacts import deep_learning_container as deep_learning_container_to_test -import pytest -import requests - - -@pytest.fixture(name='fixture_valid_instance_id') -def fixture_valid_instance_id(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/meta-data/instance-id', - text='i-123t32e11s32t1231') - - -@pytest.fixture(name='fixture_invalid_instance_id') -def fixture_invalid_instance_id(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/meta-data/instance-id', text='i-123') - - -@pytest.fixture(name='fixture_none_instance_id') -def fixture_none_instance_id(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/meta-data/instance-id', text=None) - - -@pytest.fixture(name='fixture_invalid_region') -def fixture_invalid_region(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/dynamic/instance-identity/document', - json={'region': 'test'}) - - -@pytest.fixture(name='fixture_valid_region') -def fixture_valid_region(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/dynamic/instance-identity/document', - json={'region': 'us-east-1'}) - - -def test_retrieve_instance_id(fixture_valid_instance_id): - result = deep_learning_container_to_test._retrieve_instance_id() - assert 'i-123t32e11s32t1231' == result - - -def test_retrieve_none_instance_id(fixture_none_instance_id): - result = deep_learning_container_to_test._retrieve_instance_id() - assert result is None - - -def test_retrieve_invalid_instance_id(fixture_invalid_instance_id): - result = deep_learning_container_to_test._retrieve_instance_id() - assert result is None - - -def test_retrieve_invalid_region(fixture_invalid_region): - result = deep_learning_container_to_test._retrieve_instance_region() - assert result is None - - -def test_retrieve_valid_region(fixture_valid_region): - result = deep_learning_container_to_test._retrieve_instance_region() - assert 'us-east-1' == result - - -def test_query_bucket(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - requests_mock.get(('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231'), - text='Access Denied') - actual_response = deep_learning_container_to_test.query_bucket() - assert 'Access Denied' == actual_response.text - - -def test_query_bucket_region_none(fixture_invalid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_invalid_region.return_value = None - actual_response = deep_learning_container_to_test.query_bucket() - assert actual_response is None - - -def test_query_bucket_instance_id_none(requests_mock, fixture_valid_region, fixture_none_instance_id): - fixture_none_instance_id.return_value = None - fixture_valid_region.return_value = 'us-east-1' - actual_response = deep_learning_container_to_test.query_bucket() - assert actual_response is None - - -def test_query_bucket_instance_id_invalid(requests_mock, fixture_valid_region, fixture_invalid_instance_id): - fixture_invalid_instance_id.return_value = None - fixture_valid_region.return_value = 'us-east-1' - actual_response = deep_learning_container_to_test.query_bucket() - assert actual_response is None - - -def test_HTTP_error_on_S3(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - query_s3_url = ('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231') - - requests_mock.get( - query_s3_url, - exc=requests.exceptions.HTTPError) - requests_mock.side_effect = requests.exceptions.HTTPError - - with pytest.raises(requests.exceptions.HTTPError): - actual_response = requests.get(query_s3_url) - assert actual_response is None - - -def test_connection_error_on_S3(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - query_s3_url = ('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231') - - requests_mock.get( - query_s3_url, - exc=requests.exceptions.ConnectionError) - - with pytest.raises(requests.exceptions.ConnectionError): - actual_response = requests.get( - query_s3_url) - - assert actual_response is None - - -def test_timeout_error_on_S3(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - query_s3_url = ('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231') - - requests_mock.get( - query_s3_url, - exc=requests.Timeout) - - with pytest.raises(requests.exceptions.Timeout): - actual_response = requests.get( - query_s3_url) - - assert actual_response is None - - -if __name__ == '__main__': - unittest.main() diff --git a/test-toolkit/unit/test_training.py b/test-toolkit/unit/test_training.py index 2962f5d3..73afe699 100644 --- a/test-toolkit/unit/test_training.py +++ b/test-toolkit/unit/test_training.py @@ -99,10 +99,11 @@ def test_train_horovod(run_module, single_machine_training_env): runner=runner.MPIRunnerType) +@pytest.mark.skip_on_pipeline @pytest.mark.skipif(sys.version_info.major != 3, reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') -@patch('tensorflow.distribute.Server') +@patch('tensorflow.train.Server') @patch('sagemaker_containers.beta.framework.entry_point.run') @patch('multiprocessing.Process', lambda target: target()) @patch('time.sleep', MagicMock()) @@ -114,7 +115,7 @@ def test_train_distributed_master(run, tf_server, cluster_spec, distributed_trai 'ps': ['host1:2223', 'host2:2223']}) tf_server.assert_called_with( - cluster_spec(), job_name='ps', task_index=0, config=tf.compat.v1.ConfigProto(device_count={'GPU': 0}) + cluster_spec(), job_name='ps', task_index=0, config=tf.ConfigProto(device_count={'GPU': 0}) ) tf_server().join.assert_called_with() @@ -129,10 +130,11 @@ def test_train_distributed_master(run, tf_server, cluster_spec, distributed_trai {'TF_CONFIG': tf_config}) +@pytest.mark.skip_on_pipeline @pytest.mark.skipif(sys.version_info.major != 3, reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') -@patch('tensorflow.distribute.Server') +@patch('tensorflow.train.Server') @patch('sagemaker_containers.beta.framework.entry_point.run') @patch('multiprocessing.Process', lambda target: target()) @patch('time.sleep', MagicMock()) @@ -146,7 +148,7 @@ def test_train_distributed_worker(run, tf_server, cluster_spec, distributed_trai 'ps': ['host1:2223', 'host2:2223']}) tf_server.assert_called_with( - cluster_spec(), job_name='ps', task_index=1, config=tf.compat.v1.ConfigProto(device_count={'GPU': 0}) + cluster_spec(), job_name='ps', task_index=1, config=tf.ConfigProto(device_count={'GPU': 0}) ) tf_server().join.assert_called_with() diff --git a/tox.ini b/tox.ini index b907cadd..1cd12c15 100644 --- a/tox.ini +++ b/tox.ini @@ -28,6 +28,8 @@ exclude = benchmarks/ max-complexity = 10 ignore = + C901, + E203, # whitespace before ':': Black disagrees with and explicitly violates this. FI10, FI12, FI13, @@ -44,7 +46,7 @@ ignore = FI55, FI56, FI57, - E722 + W503 require-code = True From a8f581af3198d32617eb58fb2b8a897ffbe7a5d1 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 31 Mar 2020 20:47:55 +0000 Subject: [PATCH 037/113] prepare release v2.2.7.post0 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 24d2f556..d5954563 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.2.7.post0 (2020-03-31) + +### Testing and Release Infrastructure + + * refactor toolkit tests. + ## v2.2.7 (2020-03-26) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index abcf2e88..eb4cd893 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.8.dev0 +2.2.7.post0 From 399562079fe81024efe3e417f0b5500e221bb029 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 31 Mar 2020 20:52:02 +0000 Subject: [PATCH 038/113] update development version to v2.2.8.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index eb4cd893..abcf2e88 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.7.post0 +2.2.8.dev0 From 388855caaa9b4db60f925517a68dbced94e0c463 Mon Sep 17 00:00:00 2001 From: Tushar Dey Date: Tue, 31 Mar 2020 17:11:40 -0700 Subject: [PATCH 039/113] Allowing arguments for deep_learning_container.py for tf1.15 (#330) Co-authored-by: Tushar Dey --- docker/1.15.2/py2/Dockerfile.cpu | 2 +- docker/1.15.2/py2/Dockerfile.gpu | 2 +- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docker/1.15.2/py2/Dockerfile.cpu b/docker/1.15.2/py2/Dockerfile.cpu index c1f34f1d..409a64da 100644 --- a/docker/1.15.2/py2/Dockerfile.cpu +++ b/docker/1.15.2/py2/Dockerfile.cpu @@ -113,7 +113,7 @@ RUN pip install --no-cache-dir -U \ && pip install --no-cache-dir -U \ horovod==0.18.2 -COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py +ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py diff --git a/docker/1.15.2/py2/Dockerfile.gpu b/docker/1.15.2/py2/Dockerfile.gpu index 203c1630..c17ff1c6 100644 --- a/docker/1.15.2/py2/Dockerfile.gpu +++ b/docker/1.15.2/py2/Dockerfile.gpu @@ -155,7 +155,7 @@ RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_confi && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config -COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py +ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index 00775d09..eff453a1 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -116,7 +116,7 @@ RUN pip install --no-cache-dir -U \ awscli\ && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE -COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py +ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index 3a4926d2..d1e4051a 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -162,7 +162,7 @@ RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_confi && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config -COPY deep_learning_container.py /usr/local/bin/deep_learning_container.py +ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py From bdbaa614bdecc6f3762f52c3989310ae4689b369 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 1 Apr 2020 14:16:56 +0000 Subject: [PATCH 040/113] prepare release v2.2.8 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index d5954563..b224f2b4 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.2.8 (2020-04-01) + +### Bug Fixes and Other Changes + + * Allowing arguments for deep_learning_container.py for tf1.15 + ## v2.2.7.post0 (2020-03-31) ### Testing and Release Infrastructure diff --git a/VERSION b/VERSION index abcf2e88..23a63f52 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.8.dev0 +2.2.8 From e07703b6cef63e3ffe11eff6cda92fbe1e099a91 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 1 Apr 2020 14:20:44 +0000 Subject: [PATCH 041/113] update development version to v2.2.9.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 23a63f52..f40add1c 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.8 +2.2.9.dev0 From fd684cbcef65feb39286680ab625b405921485ea Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Wed, 1 Apr 2020 13:18:38 -0700 Subject: [PATCH 042/113] feature: install sagemaker-tensorflow-toolkit from PyPI. (#335) --- README.rst | 11 ------- buildspec.yml | 53 +++++++++++++++++--------------- docker/1.15.2/py2/Dockerfile.cpu | 8 ++--- docker/1.15.2/py2/Dockerfile.gpu | 8 ++--- docker/1.15.2/py3/Dockerfile.cpu | 8 ++--- docker/1.15.2/py3/Dockerfile.gpu | 8 ++--- 6 files changed, 36 insertions(+), 60 deletions(-) diff --git a/README.rst b/README.rst index 6d031bf9..d359b8e2 100644 --- a/README.rst +++ b/README.rst @@ -114,17 +114,6 @@ Before building "final" images: Build your "base" image. Make sure it is named and tagged in accordance with your "final" Dockerfile. Skip this step if you want to build image of Tensorflow Version 1.9.0 and above. -Then prepare the SageMaker TensorFlow Container python package in the image folder like below: - -:: - - # Create the SageMaker TensorFlow Container Python package. - cd sagemaker-tensorflow-containers - python setup.py sdist - - #. Copy your Python package to "final" Dockerfile directory that you are building. - cp dist/sagemaker_tensorflow_container-.tar.gz docker//final/py2 - If you want to build "final" Docker images, for versions 1.6 and above, you will first need to download the appropriate tensorflow pip wheel, then pass in its location as a build argument. These can be obtained from pypi. For example, the files for 1.6.0 are here: https://pypi.org/project/tensorflow/1.6.0/#files diff --git a/buildspec.yml b/buildspec.yml index 3dfc8d00..ef285ae7 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -23,20 +23,13 @@ phases: build: commands: # install - - pip3 install -U -e . - pip3 install -U -e .[test] # run flake8 - tox -e flake8,twine - # run unit tests - - tox -e py36,py27 test/unit - - # Create pip archive - root_dir=$(pwd) - build_id="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" - - python3 setup.py sdist - - tar_name=$(ls dist) # Find build artifacts - build_artifacts=$root_dir/docker/build_artifacts @@ -48,7 +41,6 @@ phases: # prepare build context - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py2" - - cp $root_dir/dist/$tar_name $build_dir - cp $build_artifacts/*.py $build_dir/ - cd $build_dir @@ -56,19 +48,20 @@ phases: - prod_tag="$FRAMEWORK_VERSION-cpu-py2" - CPU_TAG_PY2="$prod_tag-$build_id" - docker pull $PROD_IMAGE:$prod_tag - - docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY2 . + - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY2 . " + - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" # build gpu image - prod_tag="$FRAMEWORK_VERSION-gpu-py2" - GPU_TAG_PY2="$prod_tag-$build_id" - docker pull $PROD_IMAGE:$prod_tag - - docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY2 . + - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY2 . " + - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" # build py3 images # prepare build context - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py3" - - cp $root_dir/dist/$tar_name $build_dir - cp $build_artifacts/*.py $build_dir/ - cd $build_dir @@ -76,20 +69,26 @@ phases: - prod_tag="$FRAMEWORK_VERSION-cpu-py3" - CPU_TAG_PY3="$prod_tag-$build_id" - docker pull $PROD_IMAGE:$prod_tag - - docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY3 . + - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY3 . " + - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" # build gpu image - prod_tag="$FRAMEWORK_VERSION-gpu-py3" - GPU_TAG_PY3="$prod_tag-$build_id" - docker pull $PROD_IMAGE:$prod_tag - - docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY3 . + - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY3 . " + - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" # push images to ecr - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - docker push $PREPROD_IMAGE:$CPU_TAG_PY2 + - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - docker push $PREPROD_IMAGE:$GPU_TAG_PY2 + - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - docker push $PREPROD_IMAGE:$CPU_TAG_PY3 + - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - docker push $PREPROD_IMAGE:$GPU_TAG_PY3 + - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" # launch remote gpu instance - instance_type='p2.xlarge' @@ -98,29 +97,29 @@ phases: # run cpu integration tests - py3_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$py3_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" - py2_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$py2_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" # run gpu integration tests - printf "$SETUP_CMDS" > $SETUP_FILE - cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" - py3_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - - execute-command-if-has-matching-changes "$py3_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" - cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor gpu --durations 10" - py2_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - - execute-command-if-has-matching-changes "$py2_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" # run sagemaker tests - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY2 --py-version 2 --processor gpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "docker/*" "buildspec.yml" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" finally: # shut down remote gpu instance @@ -128,7 +127,11 @@ phases: - cleanup-key-pairs # remove ecr image - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY2 - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY2 - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY3 - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY3 + - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY2" + - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" + - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY2" + - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" + - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY3" + - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" + - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY3" + - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" diff --git a/docker/1.15.2/py2/Dockerfile.cpu b/docker/1.15.2/py2/Dockerfile.cpu index 409a64da..977f8f11 100644 --- a/docker/1.15.2/py2/Dockerfile.cpu +++ b/docker/1.15.2/py2/Dockerfile.cpu @@ -22,7 +22,6 @@ ENV LC_ALL=C.UTF-8 ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources -ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp27-cp27mu-manylinux2010_x86_64.whl RUN apt-get update \ @@ -80,8 +79,6 @@ RUN apt-get update \ python \ python-pip -COPY $FRAMEWORK_SUPPORT_INSTALLABLE . - RUN pip --no-cache-dir install --upgrade \ pip \ setuptools @@ -103,13 +100,12 @@ RUN pip install --no-cache-dir -U \ mpi4py==3.0.2 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=1.15,<1.16" \ + "sagemaker-tensorflow-training>=2,<3" \ # Let's install TensorFlow separately in the end to avoid the library version to be overwritten && pip install --force-reinstall --no-cache-dir -U \ ${TF_URL} \ && pip install --no-cache-dir -U \ - $FRAMEWORK_SUPPORT_INSTALLABLE \ - awscli\ - && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE \ + awscli \ && pip install --no-cache-dir -U \ horovod==0.18.2 diff --git a/docker/1.15.2/py2/Dockerfile.gpu b/docker/1.15.2/py2/Dockerfile.gpu index c17ff1c6..bb365170 100644 --- a/docker/1.15.2/py2/Dockerfile.gpu +++ b/docker/1.15.2/py2/Dockerfile.gpu @@ -19,7 +19,6 @@ ENV LC_ALL=C.UTF-8 ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources -ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp27-cp27mu-manylinux2010_x86_64.whl RUN apt-get update \ @@ -120,8 +119,6 @@ RUN pip --no-cache-dir install --upgrade \ # Some TF tools expect a "python" binary RUN ln -s $(which python) /usr/local/bin/python -COPY $FRAMEWORK_SUPPORT_INSTALLABLE . - RUN pip install --no-cache-dir -U \ numpy==1.16.5 \ scipy==1.2.2 \ @@ -136,13 +133,12 @@ RUN pip install --no-cache-dir -U \ mpi4py==3.0.2 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=1.15,<1.16" \ + "sagemaker-tensorflow-training>=2,<3" \ # Let's install TensorFlow separately in the end to avoid the library version to be overwritten && pip install --force-reinstall --no-cache-dir -U \ ${TF_URL} \ && pip install --no-cache-dir -U \ - $FRAMEWORK_SUPPORT_INSTALLABLE \ - awscli\ - && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE + awscli # Install Horovod, temporarily using CUDA stubs RUN ldconfig /usr/local/cuda/targets/x86_64-linux/lib/stubs \ diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index eff453a1..d68a60fe 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -22,7 +22,6 @@ ENV LC_ALL=C.UTF-8 ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources -ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl RUN apt-get update \ @@ -78,8 +77,6 @@ RUN mkdir -p /root/.ssh/ \ WORKDIR / -COPY $FRAMEWORK_SUPPORT_INSTALLABLE . - RUN pip3 --no-cache-dir install --upgrade \ pip \ setuptools @@ -105,6 +102,7 @@ RUN pip install --no-cache-dir -U \ mpi4py==3.0.2 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=1.15,<1.16" \ + "sagemaker-tensorflow-training>=2,<3" \ # Let's install TensorFlow separately in the end to avoid # the library version to be overwritten && pip install --force-reinstall --no-cache-dir -U \ @@ -112,9 +110,7 @@ RUN pip install --no-cache-dir -U \ && pip install --force-reinstall --no-cache-dir -U \ horovod==0.18.2 \ && pip install --no-cache-dir -U \ - $FRAMEWORK_SUPPORT_INSTALLABLE \ - awscli\ - && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE + awscli ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index d1e4051a..b1803897 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -19,7 +19,6 @@ ENV LC_ALL=C.UTF-8 ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main # Define framework-related package sources -ARG FRAMEWORK_SUPPORT_INSTALLABLE=sagemaker_tensorflow_training*.tar.gz ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl RUN apt-get update \ @@ -123,8 +122,6 @@ RUN pip3 --no-cache-dir install --upgrade \ RUN ln -s $(which python3) /usr/local/bin/python \ && ln -s $(which pip3) /usr/bin/pip -COPY $FRAMEWORK_SUPPORT_INSTALLABLE . - RUN pip install --no-cache-dir -U \ numpy==1.17.4 \ scipy==1.2.2 \ @@ -142,14 +139,13 @@ RUN pip install --no-cache-dir -U \ mpi4py==3.0.2 \ "cryptography>=2.3" \ "sagemaker-tensorflow>=1.15,<1.16" \ + "sagemaker-tensorflow-training>=2,<3" \ # Let's install TensorFlow separately in the end to avoid # the library version to be overwritten && pip install --force-reinstall --no-cache-dir -U \ ${TF_URL} \ && pip install --no-cache-dir -U \ - $FRAMEWORK_SUPPORT_INSTALLABLE \ - awscli\ - && rm -f $FRAMEWORK_SUPPORT_INSTALLABLE + awscli # Install Horovod, temporarily using CUDA stubs RUN ldconfig /usr/local/cuda-10.0/targets/x86_64-linux/lib/stubs \ From ead6754d1f7e162f4538df7af8f0951a5e169030 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 2 Apr 2020 14:17:51 +0000 Subject: [PATCH 043/113] prepare release v2.3.0 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index b224f2b4..1c6e6c81 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.3.0 (2020-04-02) + +### Features + + * install sagemaker-tensorflow-toolkit from PyPI. + ## v2.2.8 (2020-04-01) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index f40add1c..276cbf9e 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.2.9.dev0 +2.3.0 From bd7b7c75487f99009afe499e7e7a8aff1a38b1e7 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 2 Apr 2020 14:21:49 +0000 Subject: [PATCH 044/113] update development version to v2.3.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 276cbf9e..e6878aa6 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.3.0 +2.3.1.dev0 From 608e2e084a839ca7e50321625b0b4fcb4716fb89 Mon Sep 17 00:00:00 2001 From: Tushar Dey Date: Thu, 2 Apr 2020 14:34:28 -0700 Subject: [PATCH 045/113] updating pillow version of tf1.15 (#339) Co-authored-by: Tushar Dey Co-authored-by: Zhuo Weng --- docker/1.15.2/py2/Dockerfile.cpu | 2 +- docker/1.15.2/py2/Dockerfile.gpu | 2 +- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docker/1.15.2/py2/Dockerfile.cpu b/docker/1.15.2/py2/Dockerfile.cpu index 977f8f11..7bb9acaa 100644 --- a/docker/1.15.2/py2/Dockerfile.cpu +++ b/docker/1.15.2/py2/Dockerfile.cpu @@ -91,7 +91,7 @@ RUN pip install --no-cache-dir -U \ scipy==1.2.2 \ scikit-learn==0.20.3 \ pandas==0.24.2 \ - Pillow==6.2.1 \ + Pillow==6.2.2 \ h5py==2.9.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ diff --git a/docker/1.15.2/py2/Dockerfile.gpu b/docker/1.15.2/py2/Dockerfile.gpu index bb365170..35686af5 100644 --- a/docker/1.15.2/py2/Dockerfile.gpu +++ b/docker/1.15.2/py2/Dockerfile.gpu @@ -124,7 +124,7 @@ RUN pip install --no-cache-dir -U \ scipy==1.2.2 \ scikit-learn==0.20.3 \ pandas==0.24.2 \ - Pillow==6.2.1 \ + Pillow==6.2.2 \ h5py==2.9.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index d68a60fe..afc12823 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -90,7 +90,7 @@ RUN pip install --no-cache-dir -U \ scipy==1.2.2 \ scikit-learn==0.20.3 \ pandas==0.24.2 \ - Pillow==6.2.1 \ + Pillow==7.0.0 \ h5py==2.9.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index b1803897..fc890f6d 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -127,7 +127,7 @@ RUN pip install --no-cache-dir -U \ scipy==1.2.2 \ scikit-learn==0.20.3 \ pandas==0.24.2 \ - Pillow==6.2.1 \ + Pillow==7.0.0 \ h5py==2.9.0 \ keras_applications==1.0.8 \ keras_preprocessing==1.1.0 \ From 493c540fdae2901a6ad87db8dbb89608b288dfce Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 6 Apr 2020 14:16:55 +0000 Subject: [PATCH 046/113] prepare release v2.3.1 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 1c6e6c81..a55744f7 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.3.1 (2020-04-06) + +### Bug Fixes and Other Changes + + * updating pillow version of tf1.15 + ## v2.3.0 (2020-04-02) ### Features diff --git a/VERSION b/VERSION index e6878aa6..2bf1c1cc 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.3.1.dev0 +2.3.1 From c662bfbd6966f5d87e68d6ff9c9abd7c19508e6e Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 6 Apr 2020 14:21:17 +0000 Subject: [PATCH 047/113] update development version to v2.3.2.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 2bf1c1cc..4e597278 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.3.1 +2.3.2.dev0 From 306ddbcb697681a2ea38c9f444966c549e23e9b2 Mon Sep 17 00:00:00 2001 From: Nihal Harish Date: Mon, 6 Apr 2020 10:41:44 -0700 Subject: [PATCH 048/113] Bump smdebug version (#336) * bump smdebug version * retrigger CI Co-authored-by: Zhuo Weng Co-authored-by: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> --- docker/1.15.2/py3/Dockerfile.cpu | 2 +- docker/1.15.2/py3/Dockerfile.gpu | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docker/1.15.2/py3/Dockerfile.cpu b/docker/1.15.2/py3/Dockerfile.cpu index afc12823..667a3edf 100644 --- a/docker/1.15.2/py3/Dockerfile.cpu +++ b/docker/1.15.2/py3/Dockerfile.cpu @@ -96,7 +96,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ keras==2.3.1 \ requests==2.22.0 \ - smdebug==0.7.1 \ + smdebug==0.7.2 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ diff --git a/docker/1.15.2/py3/Dockerfile.gpu b/docker/1.15.2/py3/Dockerfile.gpu index fc890f6d..56b5df5b 100644 --- a/docker/1.15.2/py3/Dockerfile.gpu +++ b/docker/1.15.2/py3/Dockerfile.gpu @@ -133,7 +133,7 @@ RUN pip install --no-cache-dir -U \ keras_preprocessing==1.1.0 \ requests==2.22.0 \ keras==2.3.1 \ - smdebug==0.7.1 \ + smdebug==0.7.2 \ sagemaker==1.50.17 \ sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ From 5a0cc00d39b28d580ec5d0ec72f8742b7125f388 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 7 Apr 2020 14:16:57 +0000 Subject: [PATCH 049/113] prepare release v2.3.2 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index a55744f7..ceb45c09 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v2.3.2 (2020-04-07) + +### Bug Fixes and Other Changes + + * Bump smdebug version + ## v2.3.1 (2020-04-06) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 4e597278..f90b1afc 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.3.2.dev0 +2.3.2 From 870fc3306f26b4c04616ff28382254d48d75721f Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 7 Apr 2020 14:20:57 +0000 Subject: [PATCH 050/113] update development version to v2.3.3.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index f90b1afc..523b173e 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.3.2 +2.3.3.dev0 From 42218eb2dd105bbb308e7a5850c186678c8e428a Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Wed, 22 Apr 2020 09:33:48 -0700 Subject: [PATCH 051/113] infra: skip image push in PR build if no changes (#350) --- buildspec.yml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/buildspec.yml b/buildspec.yml index ef285ae7..376fde1a 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -81,13 +81,13 @@ phases: # push images to ecr - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - - docker push $PREPROD_IMAGE:$CPU_TAG_PY2 + - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY2" - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - docker push $PREPROD_IMAGE:$GPU_TAG_PY2 + - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY2" - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - docker push $PREPROD_IMAGE:$CPU_TAG_PY3 + - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY3" - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - docker push $PREPROD_IMAGE:$GPU_TAG_PY3 + - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY3" - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" # launch remote gpu instance From cdb67b2b08bcaf8978275a69e5a2e9e649b4d1cd Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Wed, 22 Apr 2020 10:07:58 -0700 Subject: [PATCH 052/113] infra: add training script to benchmark directory (#349) --- benchmarks/tf_benchmarks/README.md | 6 +- benchmarks/tf_benchmarks/benchmarks | 1 - .../execute_tensorflow_training.py | 3 +- benchmarks/tf_benchmarks/models | 1 - .../tf_cnn_benchmarks/tf_cnn_benchmarks.py | 68 +++++++++++++++++++ 5 files changed, 72 insertions(+), 7 deletions(-) delete mode 160000 benchmarks/tf_benchmarks/benchmarks delete mode 160000 benchmarks/tf_benchmarks/models create mode 100644 benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py diff --git a/benchmarks/tf_benchmarks/README.md b/benchmarks/tf_benchmarks/README.md index e1aecba4..badee3ba 100644 --- a/benchmarks/tf_benchmarks/README.md +++ b/benchmarks/tf_benchmarks/README.md @@ -1,9 +1,9 @@ # TensorFlow benchmarking scripts -This folder contains the TF training scripts https://github.com/tensorflow/benchmarks/tree/master/scripts/tf_cnn_benchmarks. +This folder contains a copy of [TensorFlow's `tf_cnn_benchmarks.py` script](https://github.com/tensorflow/benchmarks/blob/e3bd1370ba21b02c4d34340934ffb4941977d96f/scripts/tf_cnn_benchmarks/tf_cnn_benchmarks.py). ## Basic usage -**execute_tensorflow_training.py train** uses SageMaker python sdk to start a training job. +**execute_tensorflow_training.py train** uses SageMaker python sdk to start a training job. ```bash ./execute_tensorflow_training.py train --help @@ -26,7 +26,7 @@ Options: --help Show this message and exit. ``` -**execute_tensorflow_training.py generate_reports** generate benchmark reports. +**execute_tensorflow_training.py generate_reports** generate benchmark reports. ## Examples: diff --git a/benchmarks/tf_benchmarks/benchmarks b/benchmarks/tf_benchmarks/benchmarks deleted file mode 160000 index ec056be5..00000000 --- a/benchmarks/tf_benchmarks/benchmarks +++ /dev/null @@ -1 +0,0 @@ -Subproject commit ec056be57f189ec96611a58e8dc5562a6d620139 diff --git a/benchmarks/tf_benchmarks/execute_tensorflow_training.py b/benchmarks/tf_benchmarks/execute_tensorflow_training.py index b4f15304..6c86bfa5 100755 --- a/benchmarks/tf_benchmarks/execute_tensorflow_training.py +++ b/benchmarks/tf_benchmarks/execute_tensorflow_training.py @@ -11,7 +11,6 @@ # 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. - from __future__ import absolute_import import argparse @@ -107,4 +106,4 @@ def create_hyperparameters(model_dir, script_args): if __name__ == '__main__': args, script_args = get_args() - main(args, script_args) \ No newline at end of file + main(args, script_args) diff --git a/benchmarks/tf_benchmarks/models b/benchmarks/tf_benchmarks/models deleted file mode 160000 index bd835e57..00000000 --- a/benchmarks/tf_benchmarks/models +++ /dev/null @@ -1 +0,0 @@ -Subproject commit bd835e5794e0833705a645ce74d4fdf8fbac6214 diff --git a/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py b/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py new file mode 100644 index 00000000..96cd074c --- /dev/null +++ b/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py @@ -0,0 +1,68 @@ +# Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"). You +# may not use this file except in compliance with the License. A copy of +# the License is located at +# +# http://aws.amazon.com/apache2.0/ +# +# or in the "license" file accompanying this file. This file 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. +"""Benchmark script for TensorFlow. + +Originally copied from: +https://github.com/tensorflow/benchmarks/blob/e3bd1370ba21b02c4d34340934ffb4941977d96f/scripts/tf_cnn_benchmarks/tf_cnn_benchmarks.py +""" +from __future__ import absolute_import, division, print_function + +from absl import app +from absl import flags as absl_flags +import tensorflow.compat.v1 as tf + +import benchmark_cnn +import cnn_util +import flags +import mlperf +from cnn_util import log_fn + + +flags.define_flags() +for name in flags.param_specs.keys(): + absl_flags.declare_key_flag(name) + +absl_flags.DEFINE_boolean( + 'ml_perf_compliance_logging', False, + 'Print logs required to be compliant with MLPerf. If set, must clone the ' + 'MLPerf training repo https://github.com/mlperf/training and add ' + 'https://github.com/mlperf/training/tree/master/compliance to the ' + 'PYTHONPATH') + + +def main(positional_arguments): + # Command-line arguments like '--distortions False' are equivalent to + # '--distortions=True False', where False is a positional argument. To prevent + # this from silently running with distortions, we do not allow positional + # arguments. + assert len(positional_arguments) >= 1 + if len(positional_arguments) > 1: + raise ValueError('Received unknown positional arguments: %s' + % positional_arguments[1:]) + + params = benchmark_cnn.make_params_from_flags() + with mlperf.mlperf_logger(absl_flags.FLAGS.ml_perf_compliance_logging, + params.model): + params = benchmark_cnn.setup(params) + bench = benchmark_cnn.BenchmarkCNN(params) + + tfversion = cnn_util.tensorflow_version_tuple() + log_fn('TensorFlow: %i.%i' % (tfversion[0], tfversion[1])) + + bench.print_info() + bench.run() + + +if __name__ == '__main__': + tf.disable_v2_behavior() + app.run(main) # Raises error on invalid flags, unlike tf.app.run() From 250651c323cc486892201911721875b69979454d Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Fri, 24 Apr 2020 09:53:14 -0700 Subject: [PATCH 053/113] breaking: Replace sagemaker-containers with sagemaker-training (#348) --- setup.py | 2 +- .../training.py | 20 +++++----- test-toolkit/unit/test_training.py | 38 +++++++++---------- test/unit/test_training.py | 38 +++++++++---------- tox.ini | 1 - 5 files changed, 49 insertions(+), 50 deletions(-) diff --git a/setup.py b/setup.py index feecd325..d134a8e4 100644 --- a/setup.py +++ b/setup.py @@ -62,7 +62,7 @@ def read_version(): 'Programming Language :: Python :: 3.6', ], - install_requires=['sagemaker-containers>=2.6.2', 'numpy', 'scipy', 'sklearn', + install_requires=['sagemaker-training>=3.4.2', 'numpy', 'scipy', 'sklearn', 'pandas', 'Pillow', 'h5py'], extras_require={ 'test': test_dependencies, diff --git a/src/sagemaker_tensorflow_container/training.py b/src/sagemaker_tensorflow_container/training.py index bce6a69c..8f8ee2fd 100644 --- a/src/sagemaker_tensorflow_container/training.py +++ b/src/sagemaker_tensorflow_container/training.py @@ -19,7 +19,7 @@ import subprocess import time -import sagemaker_containers.beta.framework as framework +from sagemaker_training import entry_point, environment, mapping, runner import tensorflow as tf from sagemaker_tensorflow_container import s3_utils @@ -109,7 +109,7 @@ def _run_worker(env, cmd_args, tf_config): env_vars = env.to_env_vars() env_vars['TF_CONFIG'] = json.dumps(tf_config) - framework.entry_point.run(env.module_dir, env.user_entry_point, cmd_args, env_vars) + entry_point.run(env.module_dir, env.user_entry_point, cmd_args, env_vars) def _wait_until_master_is_down(master): @@ -128,7 +128,7 @@ def train(env, cmd_args): """Get training job environment from env and run the training job. Args: - env (sagemaker_containers.beta.framework.env.TrainingEnv): Instance of TrainingEnv class + env (sagemaker_training.env.TrainingEnv): Instance of TrainingEnv class """ parameter_server_enabled = env.additional_framework_parameters.get( SAGEMAKER_PARAMETER_SERVER_ENABLED, False) @@ -150,12 +150,12 @@ def train(env, cmd_args): mpi_enabled = env.additional_framework_parameters.get('sagemaker_mpi_enabled') if mpi_enabled: - runner_type = framework.runner.MPIRunnerType + runner_type = runner.MPIRunnerType else: - runner_type = framework.runner.ProcessRunnerType + runner_type = runner.ProcessRunnerType - framework.entry_point.run(env.module_dir, env.user_entry_point, cmd_args, env.to_env_vars(), - runner=runner_type) + entry_point.run(env.module_dir, env.user_entry_point, cmd_args, env.to_env_vars(), + runner_type=runner_type) def _log_model_missing_warning(model_dir): @@ -195,8 +195,8 @@ def _model_dir_with_training_job(model_dir, job_name): def main(): """Training entry point """ - hyperparameters = framework.env.read_hyperparameters() - env = framework.training_env(hyperparameters=hyperparameters) + hyperparameters = environment.read_hyperparameters() + env = environment.Environment(hyperparameters=hyperparameters) user_hyperparameters = env.hyperparameters @@ -208,5 +208,5 @@ def main(): user_hyperparameters['model_dir'] = model_dir s3_utils.configure(user_hyperparameters.get('model_dir'), os.environ.get('SAGEMAKER_REGION')) - train(env, framework.mapping.to_cmd_args(user_hyperparameters)) + train(env, mapping.to_cmd_args(user_hyperparameters)) _log_model_missing_warning(MODEL_DIR) diff --git a/test-toolkit/unit/test_training.py b/test-toolkit/unit/test_training.py index 73afe699..8483a846 100644 --- a/test-toolkit/unit/test_training.py +++ b/test-toolkit/unit/test_training.py @@ -17,7 +17,7 @@ from mock import MagicMock, patch import pytest -from sagemaker_containers.beta.framework import runner +from sagemaker_training import runner import tensorflow as tf from sagemaker_tensorflow_container import training @@ -81,22 +81,22 @@ def test_is_host_master(): assert training._is_host_master(HOST_LIST, 'somehost') is False -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') def test_single_machine(run_module, single_machine_training_env): training.train(single_machine_training_env, MODEL_DIR_CMD_LIST) run_module.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, single_machine_training_env.to_env_vars(), - runner=runner.ProcessRunnerType) + runner_type=runner.ProcessRunnerType) -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') def test_train_horovod(run_module, single_machine_training_env): single_machine_training_env.additional_framework_parameters['sagemaker_mpi_enabled'] = True training.train(single_machine_training_env, MODEL_DIR_CMD_LIST) run_module.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, single_machine_training_env.to_env_vars(), - runner=runner.MPIRunnerType) + runner_type=runner.MPIRunnerType) @pytest.mark.skip_on_pipeline @@ -104,7 +104,7 @@ def test_train_horovod(run_module, single_machine_training_env): reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') @patch('tensorflow.train.Server') -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') @patch('multiprocessing.Process', lambda target: target()) @patch('time.sleep', MagicMock()) def test_train_distributed_master(run, tf_server, cluster_spec, distributed_training_env): @@ -135,7 +135,7 @@ def test_train_distributed_master(run, tf_server, cluster_spec, distributed_trai reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') @patch('tensorflow.train.Server') -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') @patch('multiprocessing.Process', lambda target: target()) @patch('time.sleep', MagicMock()) def test_train_distributed_worker(run, tf_server, cluster_spec, distributed_training_env): @@ -163,7 +163,7 @@ def test_train_distributed_worker(run, tf_server, cluster_spec, distributed_trai {'TF_CONFIG': tf_config}) -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') def test_train_distributed_no_ps(run, distributed_training_env): distributed_training_env.additional_framework_parameters[ training.SAGEMAKER_PARAMETER_SERVER_ENABLED] = False @@ -171,7 +171,7 @@ def test_train_distributed_no_ps(run, distributed_training_env): training.train(distributed_training_env, MODEL_DIR_CMD_LIST) run.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, - distributed_training_env.to_env_vars(), runner=runner.ProcessRunnerType) + distributed_training_env.to_env_vars(), runner_type=runner.ProcessRunnerType) def test_build_tf_config(): @@ -241,8 +241,8 @@ def test_log_model_missing_warning_correct(logger): @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): @@ -258,8 +258,8 @@ def test_main(configure_s3_env, read_hyperparameters, training_env, @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={'model_dir': MODEL_DIR}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': MODEL_DIR}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main_simple_training_model_dir(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): @@ -272,9 +272,9 @@ def test_main_simple_training_model_dir(configure_s3_env, read_hyperparameters, @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={'model_dir': MODEL_DIR, - '_tuning_objective_metric': 'auc'}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': MODEL_DIR, + '_tuning_objective_metric': 'auc'}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main_tuning_model_dir(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): @@ -288,9 +288,9 @@ def test_main_tuning_model_dir(configure_s3_env, read_hyperparameters, training_ @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={'model_dir': '/opt/ml/model', - '_tuning_objective_metric': 'auc'}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': '/opt/ml/model', + '_tuning_objective_metric': 'auc'}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main_tuning_mpi_model_dir(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): diff --git a/test/unit/test_training.py b/test/unit/test_training.py index 73afe699..8483a846 100644 --- a/test/unit/test_training.py +++ b/test/unit/test_training.py @@ -17,7 +17,7 @@ from mock import MagicMock, patch import pytest -from sagemaker_containers.beta.framework import runner +from sagemaker_training import runner import tensorflow as tf from sagemaker_tensorflow_container import training @@ -81,22 +81,22 @@ def test_is_host_master(): assert training._is_host_master(HOST_LIST, 'somehost') is False -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') def test_single_machine(run_module, single_machine_training_env): training.train(single_machine_training_env, MODEL_DIR_CMD_LIST) run_module.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, single_machine_training_env.to_env_vars(), - runner=runner.ProcessRunnerType) + runner_type=runner.ProcessRunnerType) -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') def test_train_horovod(run_module, single_machine_training_env): single_machine_training_env.additional_framework_parameters['sagemaker_mpi_enabled'] = True training.train(single_machine_training_env, MODEL_DIR_CMD_LIST) run_module.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, single_machine_training_env.to_env_vars(), - runner=runner.MPIRunnerType) + runner_type=runner.MPIRunnerType) @pytest.mark.skip_on_pipeline @@ -104,7 +104,7 @@ def test_train_horovod(run_module, single_machine_training_env): reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') @patch('tensorflow.train.Server') -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') @patch('multiprocessing.Process', lambda target: target()) @patch('time.sleep', MagicMock()) def test_train_distributed_master(run, tf_server, cluster_spec, distributed_training_env): @@ -135,7 +135,7 @@ def test_train_distributed_master(run, tf_server, cluster_spec, distributed_trai reason="Skip this for python 2 because of dict key order mismatch") @patch('tensorflow.train.ClusterSpec') @patch('tensorflow.train.Server') -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') @patch('multiprocessing.Process', lambda target: target()) @patch('time.sleep', MagicMock()) def test_train_distributed_worker(run, tf_server, cluster_spec, distributed_training_env): @@ -163,7 +163,7 @@ def test_train_distributed_worker(run, tf_server, cluster_spec, distributed_trai {'TF_CONFIG': tf_config}) -@patch('sagemaker_containers.beta.framework.entry_point.run') +@patch('sagemaker_training.entry_point.run') def test_train_distributed_no_ps(run, distributed_training_env): distributed_training_env.additional_framework_parameters[ training.SAGEMAKER_PARAMETER_SERVER_ENABLED] = False @@ -171,7 +171,7 @@ def test_train_distributed_no_ps(run, distributed_training_env): training.train(distributed_training_env, MODEL_DIR_CMD_LIST) run.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, - distributed_training_env.to_env_vars(), runner=runner.ProcessRunnerType) + distributed_training_env.to_env_vars(), runner_type=runner.ProcessRunnerType) def test_build_tf_config(): @@ -241,8 +241,8 @@ def test_log_model_missing_warning_correct(logger): @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): @@ -258,8 +258,8 @@ def test_main(configure_s3_env, read_hyperparameters, training_env, @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={'model_dir': MODEL_DIR}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': MODEL_DIR}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main_simple_training_model_dir(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): @@ -272,9 +272,9 @@ def test_main_simple_training_model_dir(configure_s3_env, read_hyperparameters, @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={'model_dir': MODEL_DIR, - '_tuning_objective_metric': 'auc'}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': MODEL_DIR, + '_tuning_objective_metric': 'auc'}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main_tuning_model_dir(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): @@ -288,9 +288,9 @@ def test_main_tuning_model_dir(configure_s3_env, read_hyperparameters, training_ @patch('sagemaker_tensorflow_container.training.logger') @patch('sagemaker_tensorflow_container.training.train') @patch('logging.Logger.setLevel') -@patch('sagemaker_containers.beta.framework.training_env') -@patch('sagemaker_containers.beta.framework.env.read_hyperparameters', return_value={'model_dir': '/opt/ml/model', - '_tuning_objective_metric': 'auc'}) +@patch('sagemaker_training.environment.Environment') +@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': '/opt/ml/model', + '_tuning_objective_metric': 'auc'}) @patch('sagemaker_tensorflow_container.s3_utils.configure') def test_main_tuning_mpi_model_dir(configure_s3_env, read_hyperparameters, training_env, set_level, train, logger, single_machine_training_env): diff --git a/tox.ini b/tox.ini index 1cd12c15..cccb0632 100644 --- a/tox.ini +++ b/tox.ini @@ -64,7 +64,6 @@ passenv = commands = coverage run --rcfile .coveragerc_{envname} --source sagemaker_tensorflow_container -m py.test {posargs} {env:IGNORE_COVERAGE:} coverage report --include *sagemaker_tensorflow_container* --show-missing -deps = sagemaker-containers extras = test [testenv:flake8] From 5e2d490775b028a3e1163206e2ab2f38921a527f Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 14:16:57 +0000 Subject: [PATCH 054/113] prepare release v3.0.0 --- CHANGELOG.md | 11 +++++++++++ VERSION | 2 +- 2 files changed, 12 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index ceb45c09..676cba99 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,16 @@ # Changelog +## v3.0.0 (2020-04-27) + +### Breaking Changes + + * Replace sagemaker-containers with sagemaker-training + +### Testing and Release Infrastructure + + * add training script to benchmark directory + * skip image push in PR build if no changes + ## v2.3.2 (2020-04-07) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 523b173e..4a36342f 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -2.3.3.dev0 +3.0.0 From 8c24b4ae7976de692612aba32085f183ee4aac25 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 14:21:04 +0000 Subject: [PATCH 055/113] update development version to v3.0.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 4a36342f..76332730 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -3.0.0 +3.0.1.dev0 From 21cd7c240182106d4f2179bd2297b781c41a58cd Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 21:25:44 +0000 Subject: [PATCH 056/113] prepare release v3.0.0 --- CHANGELOG.md | 11 +++++++++++ VERSION | 2 +- 2 files changed, 12 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 676cba99..53f8939a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,6 +2,17 @@ ## v3.0.0 (2020-04-27) +### Breaking Changes + + * Replace sagemaker-containers with sagemaker-training + +### Testing and Release Infrastructure + + * add training script to benchmark directory + * skip image push in PR build if no changes + +## v3.0.0 (2020-04-27) + ### Breaking Changes * Replace sagemaker-containers with sagemaker-training diff --git a/VERSION b/VERSION index 76332730..4a36342f 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -3.0.1.dev0 +3.0.0 From 9befb6434e46171fbb8ae58e06a7c47c41b9915e Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 21:29:40 +0000 Subject: [PATCH 057/113] update development version to v3.0.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 4a36342f..76332730 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -3.0.0 +3.0.1.dev0 From c4ad0278957ff4ad26560d31e35e269d09de0888 Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Mon, 27 Apr 2020 15:14:31 -0700 Subject: [PATCH 058/113] infra: bump version to prepare for new version scheme (#352) --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 76332730..23d377bb 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -3.0.1.dev0 +9.0.0.dev0 From 5f2ee81101e48c80f526fd53bbb56d8cc5bd24e9 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 22:15:57 +0000 Subject: [PATCH 059/113] prepare release v3.0.0 --- CHANGELOG.md | 12 ++++++++++++ VERSION | 2 +- 2 files changed, 13 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 53f8939a..604e7583 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,6 +2,18 @@ ## v3.0.0 (2020-04-27) +### Breaking Changes + + * Replace sagemaker-containers with sagemaker-training + +### Testing and Release Infrastructure + + * bump version to prepare for new version scheme + * add training script to benchmark directory + * skip image push in PR build if no changes + +## v3.0.0 (2020-04-27) + ### Breaking Changes * Replace sagemaker-containers with sagemaker-training diff --git a/VERSION b/VERSION index 23d377bb..4a36342f 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -9.0.0.dev0 +3.0.0 From 2a7c57a02777a06274b3e13be4f0031368cfdc5e Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 22:19:36 +0000 Subject: [PATCH 060/113] update development version to v3.0.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 4a36342f..76332730 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -3.0.0 +3.0.1.dev0 From 3199b6d70be2ae07d0ff9f28025a657aed86b64a Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Mon, 27 Apr 2020 16:42:33 -0700 Subject: [PATCH 061/113] infra: remove CHANGELOG entries from failed builds (#354) This change also tries again with bumping the version. --- CHANGELOG.md | 34 ---------------------------------- VERSION | 2 +- 2 files changed, 1 insertion(+), 35 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 604e7583..ceb45c09 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,39 +1,5 @@ # Changelog -## v3.0.0 (2020-04-27) - -### Breaking Changes - - * Replace sagemaker-containers with sagemaker-training - -### Testing and Release Infrastructure - - * bump version to prepare for new version scheme - * add training script to benchmark directory - * skip image push in PR build if no changes - -## v3.0.0 (2020-04-27) - -### Breaking Changes - - * Replace sagemaker-containers with sagemaker-training - -### Testing and Release Infrastructure - - * add training script to benchmark directory - * skip image push in PR build if no changes - -## v3.0.0 (2020-04-27) - -### Breaking Changes - - * Replace sagemaker-containers with sagemaker-training - -### Testing and Release Infrastructure - - * add training script to benchmark directory - * skip image push in PR build if no changes - ## v2.3.2 (2020-04-07) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 76332730..23d377bb 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -3.0.1.dev0 +9.0.0.dev0 From 88f936735edc6f48790fa7fadde2b66341ce2dc1 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 23:44:42 +0000 Subject: [PATCH 062/113] prepare release v10.0.0 --- CHANGELOG.md | 13 +++++++++++++ VERSION | 2 +- 2 files changed, 14 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index ceb45c09..4df28527 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,18 @@ # Changelog +## v10.0.0 (2020-04-27) + +### Breaking Changes + + * Replace sagemaker-containers with sagemaker-training + +### Testing and Release Infrastructure + + * remove CHANGELOG entries from failed builds + * bump version to prepare for new version scheme + * add training script to benchmark directory + * skip image push in PR build if no changes + ## v2.3.2 (2020-04-07) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 23d377bb..a13e7b9c 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -9.0.0.dev0 +10.0.0 From ae26b42a17b04ff06fc3e8e320c27345c9d4f326 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 27 Apr 2020 23:48:28 +0000 Subject: [PATCH 063/113] update development version to v10.0.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index a13e7b9c..50520595 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.0.0 +10.0.1.dev0 From a95fb73cdf04026e751f4627f05a8cc151b14062 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Wed, 29 Apr 2020 11:44:36 -0700 Subject: [PATCH 064/113] feature: Python 3.7 support (#353) * Upgrade sagemaker-training and add py37 testenv * Update buildspecs, setup.py, and tox envlist --- .coveragerc_py37 | 20 ++++++++++++++++++++ buildspec-release.yml | 6 +++--- buildspec-toolkit.yml | 2 +- buildspec-unit.yml | 2 +- buildspec.yml | 8 ++++---- setup.py | 3 ++- tox.ini | 2 +- 7 files changed, 32 insertions(+), 11 deletions(-) create mode 100644 .coveragerc_py37 diff --git a/.coveragerc_py37 b/.coveragerc_py37 new file mode 100644 index 00000000..96bb72bf --- /dev/null +++ b/.coveragerc_py37 @@ -0,0 +1,20 @@ +[run] +branch = True +timid = True + +[report] +exclude_lines = + pragma: no cover + pragma: py3 no cover + if six.PY2 + elif six.PY2 + +partial_branches = + pragma: no cover + pragma: py3 no cover + if six.PY3 + elif six.PY3 + +show_missing = True + +fail_under = 90 diff --git a/buildspec-release.yml b/buildspec-release.yml index e2ff7068..f2bd20c6 100644 --- a/buildspec-release.yml +++ b/buildspec-release.yml @@ -12,14 +12,14 @@ phases: # run unit tests - AWS_ACCESS_KEY_ID= AWS_SECRET_ACCESS_KEY= AWS_SESSION_TOKEN= AWS_CONTAINER_CREDENTIALS_RELATIVE_URI= AWS_DEFAULT_REGION= - tox -e py27,py36 -- test/unit + tox -e py27,py36,py37 --parallel all -- test/unit # run local integ tests #- $(aws ecr get-login --no-include-email --region us-west-2) - #- IGNORE_COVERAGE=- tox -e py27,py36 -- test/integ/local + #- IGNORE_COVERAGE=- tox -e py27,py37 -- test/integ/local # run sagemaker integ tests - #- IGNORE_COVERAGE=- tox -e py27,py36 -- test/integ/sagemaker + #- IGNORE_COVERAGE=- tox -e py27,py37 -- test/integ/sagemaker # generate the distribution package - python3 setup.py sdist diff --git a/buildspec-toolkit.yml b/buildspec-toolkit.yml index c598e20f..892728c9 100644 --- a/buildspec-toolkit.yml +++ b/buildspec-toolkit.yml @@ -33,7 +33,7 @@ phases: - tox -e flake8,twine # run unit tests - - tox -e py36,py27 test-toolkit/unit + - tox -e py27,py36,py37 --parallel all test-toolkit/unit # define tags - GENERIC_TAG="$FRAMEWORK_VERSION-tensorflow-$BUILD_ID" diff --git a/buildspec-unit.yml b/buildspec-unit.yml index c3412df7..a6c3ef73 100644 --- a/buildspec-unit.yml +++ b/buildspec-unit.yml @@ -5,4 +5,4 @@ phases: commands: - pip install --upgrade pip --quiet - pip install tox --quiet - - tox -e ${TOX_ENVLIST} -- test/unit \ No newline at end of file + - tox -e ${TOX_ENVLIST} --parallel all -- test/unit \ No newline at end of file diff --git a/buildspec.yml b/buildspec.yml index 376fde1a..b992d04c 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -96,14 +96,14 @@ phases: - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu # run cpu integration tests - - py3_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" + - py3_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" - py2_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" # run gpu integration tests - printf "$SETUP_CMDS" > $SETUP_FILE - - cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" + - cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" - py3_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" @@ -112,9 +112,9 @@ phases: - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" # run sagemaker tests - - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" + - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" + - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" diff --git a/setup.py b/setup.py index d134a8e4..0d26ffd7 100644 --- a/setup.py +++ b/setup.py @@ -60,9 +60,10 @@ def read_version(): "Programming Language :: Python", 'Programming Language :: Python :: 2.7', 'Programming Language :: Python :: 3.6', + 'Programming Language :: Python :: 3.7', ], - install_requires=['sagemaker-training>=3.4.2', 'numpy', 'scipy', 'sklearn', + install_requires=['sagemaker-training>=3.5.0', 'numpy', 'scipy', 'sklearn', 'pandas', 'Pillow', 'h5py'], extras_require={ 'test': test_dependencies, diff --git a/tox.ini b/tox.ini index cccb0632..715e948d 100644 --- a/tox.ini +++ b/tox.ini @@ -4,7 +4,7 @@ # and then run "tox" from this directory. [tox] -envlist = py27,py36,flake8 +envlist = py27,py36,py37,flake8 skip_missing_interpreters = False [travis] From 03106dcf1f242e8e4f3e4b2353535d5ff1a5695b Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Wed, 29 Apr 2020 15:02:46 -0700 Subject: [PATCH 065/113] infra: Fix buildspecs (#358) * test against py36 for py36 Dockerfile * newline at end of file --- buildspec-unit.yml | 2 +- buildspec.yml | 8 ++++---- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/buildspec-unit.yml b/buildspec-unit.yml index a6c3ef73..456fcd74 100644 --- a/buildspec-unit.yml +++ b/buildspec-unit.yml @@ -5,4 +5,4 @@ phases: commands: - pip install --upgrade pip --quiet - pip install tox --quiet - - tox -e ${TOX_ENVLIST} --parallel all -- test/unit \ No newline at end of file + - tox -e ${TOX_ENVLIST} --parallel all -- test/unit diff --git a/buildspec.yml b/buildspec.yml index b992d04c..376fde1a 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -96,14 +96,14 @@ phases: - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu # run cpu integration tests - - py3_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" + - py3_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" - py2_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" # run gpu integration tests - printf "$SETUP_CMDS" > $SETUP_FILE - - cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" + - cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" - py3_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" @@ -112,9 +112,9 @@ phases: - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" # run sagemaker tests - - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" + - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" + - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" From 78eaa7834f229b6f52d4d2a4356579a2c68705b2 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 29 Apr 2020 22:05:41 +0000 Subject: [PATCH 066/113] prepare release v10.1.0 --- CHANGELOG.md | 10 ++++++++++ VERSION | 2 +- 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 4df28527..13592bbd 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,15 @@ # Changelog +## v10.1.0 (2020-04-29) + +### Features + + * Python 3.7 support + +### Testing and Release Infrastructure + + * Fix buildspecs + ## v10.0.0 (2020-04-27) ### Breaking Changes diff --git a/VERSION b/VERSION index 50520595..4149c39e 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.0.1.dev0 +10.1.0 From 2e2fbeba5c0d45c3b53e879205966edf72507a7e Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 29 Apr 2020 22:09:04 +0000 Subject: [PATCH 067/113] update development version to v10.1.1.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 4149c39e..abd59461 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.0 +10.1.1.dev0 From 8800bcf51e4b7adc9dacd9e7056fac6dbc355f41 Mon Sep 17 00:00:00 2001 From: satish Kumar Gollaprolu Date: Thu, 30 Apr 2020 09:53:26 -0700 Subject: [PATCH 068/113] add dockerfiles for tf 1.15.2 py37 containers (#356) * add dockerfiles for tf 1.15.2 py37 containers * udpate tensorflow 1.15.2 custom binaries for py37 * build docker images using --no-cache * add sagemaker binaries for py37 support Co-authored-by: Satish Gollaprolu Co-authored-by: Ajay Karpur --- buildspec.yml | 37 +++++ docker/1.15.2/py37/Dockerfile.cpu | 141 ++++++++++++++++++ docker/1.15.2/py37/Dockerfile.gpu | 187 ++++++++++++++++++++++++ test/integration/local/test_training.py | 2 +- 4 files changed, 366 insertions(+), 1 deletion(-) create mode 100644 docker/1.15.2/py37/Dockerfile.cpu create mode 100644 docker/1.15.2/py37/Dockerfile.gpu diff --git a/buildspec.yml b/buildspec.yml index 376fde1a..dc60f894 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -79,6 +79,25 @@ phases: - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY3 . " - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" + # build py37 images + + # prepare build context + - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py37" + - cp $build_artifacts/*.py $build_dir/ + - cd $build_dir + + # build cpu image + - prod_tag="$FRAMEWORK_VERSION-cpu-py37" + - CPU_TAG_PY37="$prod_tag-$build_id" + - build_cmd="docker build --no-cache -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY37 . " + - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" + + # build gpu image + - prod_tag="$FRAMEWORK_VERSION-gpu-py37" + - GPU_TAG_PY37="$prod_tag-$build_id" + - build_cmd="docker build --no-cache -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY37 . " + - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" + # push images to ecr - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY2" @@ -89,6 +108,10 @@ phases: - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY3" - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" + - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY37" + - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" + - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY37" + - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" # launch remote gpu instance - instance_type='p2.xlarge' @@ -98,6 +121,8 @@ phases: # run cpu integration tests - py3_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" + - py37_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY37 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" + - execute-command-if-has-matching-changes "$py37_cmd" "test/" "docker/*" "buildspec.yml" - py2_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" @@ -111,11 +136,19 @@ phases: - py2_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" + - cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY37 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" + - py37_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" + - execute-command-if-has-matching-changes "$py37_cmd" "test/" "docker/*" "buildspec.yml" + # run sagemaker tests - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" + - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY37 --py-version 3 --processor cpu --durations 10" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" + - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY37 --py-version 3 --processor gpu --durations 10" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu --durations 10" - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY2 --py-version 2 --processor gpu --durations 10" @@ -135,3 +168,7 @@ phases: - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY3" - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" + - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY37" + - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" + - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY37" + - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" \ No newline at end of file diff --git a/docker/1.15.2/py37/Dockerfile.cpu b/docker/1.15.2/py37/Dockerfile.cpu new file mode 100644 index 00000000..9f6f601a --- /dev/null +++ b/docker/1.15.2/py37/Dockerfile.cpu @@ -0,0 +1,141 @@ +FROM ubuntu:18.04 + +LABEL maintainer="Amazon AI" + +# Prevent docker build get stopped by requesting user interaction +ENV DEBIAN_FRONTEND=noninteractive +ENV DEBCONF_NONINTERACTIVE_SEEN=true +# Set environment variables for MKL +# https://www.tensorflow.org/performance/performance_guide#tensorflow_with_intel%C2%AE_mkl_dnn +ENV KMP_AFFINITY=granularity=fine,compact,1,0 +ENV KMP_BLOCKTIME=1 +ENV KMP_SETTINGS=0 +# Python won’t try to write .pyc or .pyo files on the import of source modules +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 +# See http://bugs.python.org/issue19846 +ENV PYTHONIOENCODING=UTF-8 +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +# Specify the location of module that contains the training logic for SageMaker +# https://docs.aws.amazon.com/sagemaker/latest/dg/docker-container-environmental-variables-entrypoint.html +ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main + +# Define framework-related package sources +ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/cpu/final/tensorflow_cpu-1.15.2-cp37-cp37m-manylinux2010_x86_64.whl +ARG PYTHON=python3 +ARG PYTHON_PIP=python3-pip +ARG PIP=pip3 +ARG PYTHON_VERSION=3.7.7 + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + build-essential \ + ca-certificates \ + curl \ + git \ + openssh-client \ + openssh-server \ + vim \ + wget \ + zlib1g-dev \ + && rm -rf /var/lib/apt/lists/* \ + && apt-get clean + +# Install Open MPI +RUN mkdir /tmp/openmpi \ + && cd /tmp/openmpi \ + && curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ + && tar zxf openmpi-4.0.1.tar.gz \ + && cd openmpi-4.0.1 \ + && ./configure --enable-orterun-prefix-by-default \ + && make -j $(nproc) all \ + && make install \ + && ldconfig \ + && rm -rf /tmp/openmpi + +# Create a wrapper for OpenMPI to allow running as root by default +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ + && echo '#!/bin/bash' > /usr/local/bin/mpirun \ + && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ + && chmod a+x /usr/local/bin/mpirun + +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ + && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf + +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH +ENV PATH=/usr/local/openmpi/bin/:$PATH + +# SSH login fix. Otherwise user is kicked off after login +RUN sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd + +# Create SSH key. +RUN mkdir -p /root/.ssh/ \ + && mkdir -p /var/run/sshd \ + && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ + && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ + && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config + +WORKDIR / + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + libbz2-dev \ + libc6-dev \ + libffi-dev \ + libgdbm-dev \ + libncursesw5-dev \ + libreadline-gplv2-dev \ + libsqlite3-dev \ + libssl-dev \ + tk-dev \ + && rm -rf /var/lib/apt/lists/* \ + && apt-get clean + +RUN wget https://www.python.org/ftp/python/$PYTHON_VERSION/Python-$PYTHON_VERSION.tgz \ + && tar -xvf Python-$PYTHON_VERSION.tgz \ + && cd Python-$PYTHON_VERSION \ + && ./configure && make && make install \ + && make && make install && rm -rf ../Python-$PYTHON_VERSION* + +RUN ${PIP} --no-cache-dir install --upgrade \ + pip \ + setuptools + +# Some TF tools expect a "python" binary +RUN ln -s $(which python3) /usr/local/bin/python \ + && ln -s $(which pip3) /usr/bin/pip + +RUN ${PIP} install --no-cache-dir -U \ + numpy==1.17.4 \ + scipy==1.2.2 \ + scikit-learn==0.20.3 \ + pandas==0.24.2 \ + Pillow==7.0.0 \ + h5py==2.10.0 \ + keras_applications==1.0.8 \ + keras_preprocessing==1.1.0 \ + requests==2.22.0 \ + smdebug==0.7.2 \ + sagemaker==1.56.1 \ + sagemaker-experiments==0.1.7 \ + mpi4py==3.0.2 \ + "cryptography>=2.3" \ + "sagemaker-tensorflow>=1.15,<1.16" \ + sagemaker-tensorflow-training==10.1.0 \ + # Let's install TensorFlow separately in the end to avoid + # the library version to be overwritten + && ${PIP} install --force-reinstall --no-cache-dir -U \ + ${TF_URL} \ + && ${PIP} install --force-reinstall --no-cache-dir -U \ + horovod==0.18.2 \ + && ${PIP} install --no-cache-dir -U \ + awscli + +ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py + +RUN chmod +x /usr/local/bin/deep_learning_container.py + +RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt + +CMD ["bin/bash"] diff --git a/docker/1.15.2/py37/Dockerfile.gpu b/docker/1.15.2/py37/Dockerfile.gpu new file mode 100644 index 00000000..32dfc56b --- /dev/null +++ b/docker/1.15.2/py37/Dockerfile.gpu @@ -0,0 +1,187 @@ +# Nvidia does not publish a TensorRT Runtime library for Ubuntu 18.04 with Cuda 10.1 support, so we stick with cuda 10.0. +# https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/ +FROM nvidia/cuda:10.0-base-ubuntu18.04 + +LABEL maintainer="Amazon AI" + +# Prevent docker build get stopped by requesting user interaction +ENV DEBIAN_FRONTEND=noninteractive +ENV DEBCONF_NONINTERACTIVE_SEEN=true +# Python won’t try to write .pyc or .pyo files on the import of source modules +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 +# See http://bugs.python.org/issue19846 +ENV PYTHONIOENCODING=UTF-8 +ENV LANG=C.UTF-8 +ENV LC_ALL=C.UTF-8 +# Specify the location of module that contains the training logic for SageMaker +# https://docs.aws.amazon.com/sagemaker/latest/dg/docker-container-environmental-variables-entrypoint.html +ENV SAGEMAKER_TRAINING_MODULE=sagemaker_tensorflow_container.training:main + +# Define framework-related package sources +ARG TF_URL=https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.15.2/AmazonLinux/gpu/final/tensorflow_gpu-1.15.2-cp37-cp37m-manylinux2010_x86_64.whl +ARG PYTHON=python3 +ARG PYTHON_PIP=python3-pip +ARG PIP=pip3 +ARG PYTHON_VERSION=3.7.7 + +RUN apt-get update \ + && apt-get install -y --no-install-recommends --allow-unauthenticated \ + build-essential \ + ca-certificates \ + cuda-command-line-tools-10-0 \ + cuda-cublas-dev-10-0 \ + cuda-cudart-dev-10-0 \ + cuda-cufft-dev-10-0 \ + cuda-curand-dev-10-0 \ + cuda-cusolver-dev-10-0 \ + cuda-cusparse-dev-10-0 \ + curl \ + libcudnn7=7.5.1.10-1+cuda10.0 \ + # TensorFlow doesn't require libnccl anymore but Open MPI still depends on it + libnccl2=2.4.7-1+cuda10.0 \ + libgomp1 \ + libnccl-dev=2.4.7-1+cuda10.0 \ + libfreetype6-dev \ + libhdf5-serial-dev \ + libpng-dev \ + libzmq3-dev \ + git \ + wget \ + vim \ + openssh-client \ + openssh-server \ + zlib1g-dev \ + # The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1804-5.0.2-ga-cuda10.0 + # adds a new list which contains libnvinfer library, so it needs another + # 'apt-get update' to retrieve that list before it can actually install the + # library. + # We don't install libnvinfer-dev since we don't need to build against TensorRT, + # and libnvinfer4 doesn't contain libnvinfer.a static library. + && apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ + nvinfer-runtime-trt-repo-ubuntu1804-5.0.2-ga-cuda10.0 \ + && apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ + libnvinfer5=5.0.2-1+cuda10.0 \ + && rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* \ + && rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* \ + && rm /usr/lib/x86_64-linux-gnu/libnvparsers* \ + && rm -rf /var/lib/apt/lists/* \ + && mkdir -p /var/run/sshd + +########################################################################### +# Horovod & its dependencies +########################################################################### + +# Install Open MPI +RUN mkdir /tmp/openmpi \ + && cd /tmp/openmpi \ + && curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.1.tar.gz \ + && tar zxf openmpi-4.0.1.tar.gz \ + && cd openmpi-4.0.1 \ + && ./configure --enable-orterun-prefix-by-default \ + && make -j $(nproc) all \ + && make install \ + && ldconfig \ + && rm -rf /tmp/openmpi + +# Create a wrapper for OpenMPI to allow running as root by default +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ + && echo '#!/bin/bash' > /usr/local/bin/mpirun \ + && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ + && chmod a+x /usr/local/bin/mpirun + +# Configure OpenMPI to run good defaults: +# --bind-to none --map-by slot --mca btl_tcp_if_exclude lo,docker0 +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ + && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf + +# Set default NCCL parameters +RUN echo NCCL_DEBUG=INFO >> /etc/nccl.conf + +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH +ENV PATH=/usr/local/openmpi/bin/:$PATH +ENV PATH=/usr/local/nvidia/bin:$PATH + + +# SSH login fix. Otherwise user is kicked off after login +RUN mkdir -p /var/run/sshd \ + && sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd + +# Create SSH key. +RUN mkdir -p /root/.ssh/ \ + && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ + && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ + && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config + +WORKDIR / + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + libbz2-dev \ + libc6-dev \ + libffi-dev \ + libgdbm-dev \ + libncursesw5-dev \ + libreadline-gplv2-dev \ + libsqlite3-dev \ + libssl-dev \ + tk-dev \ + && rm -rf /var/lib/apt/lists/* \ + && apt-get clean + +RUN wget https://www.python.org/ftp/python/$PYTHON_VERSION/Python-$PYTHON_VERSION.tgz \ + && tar -xvf Python-$PYTHON_VERSION.tgz \ + && cd Python-$PYTHON_VERSION \ + && ./configure && make && make install \ + && make && make install && rm -rf ../Python-$PYTHON_VERSION* + +RUN ${PIP} --no-cache-dir install --upgrade \ + pip \ + setuptools + +# Some TF tools expect a "python" binary +RUN ln -s $(which python3) /usr/local/bin/python \ + && ln -s $(which pip3) /usr/bin/pip + +RUN ${PIP} install --no-cache-dir -U \ + numpy==1.17.4 \ + scipy==1.2.2 \ + scikit-learn==0.20.3 \ + pandas==0.24.2 \ + Pillow==7.0.0 \ + h5py==2.10.0 \ + keras_applications==1.0.8 \ + keras_preprocessing==1.1.0 \ + requests==2.22.0 \ + smdebug==0.7.2 \ + sagemaker==1.56.1 \ + sagemaker-experiments==0.1.7 \ + mpi4py==3.0.2 \ + "cryptography>=2.3" \ + "sagemaker-tensorflow>=1.15,<1.16" \ + sagemaker-tensorflow-training==10.1.0 \ + # Let's install TensorFlow separately in the end to avoid + # the library version to be overwritten + && ${PIP} install --force-reinstall --no-cache-dir -U \ + ${TF_URL} \ + && ${PIP} install --no-cache-dir -U \ + awscli + +# Install Horovod, temporarily using CUDA stubs +RUN ldconfig /usr/local/cuda-10.0/targets/x86_64-linux/lib/stubs \ + && HOROVOD_GPU_ALLREDUCE=NCCL HOROVOD_WITH_TENSORFLOW=1 pip install --no-cache-dir \ + horovod==0.18.2 \ + && ldconfig + +# Allow OpenSSH to talk to containers without asking for confirmation +RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_config.new \ + && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ + && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config + +ADD https://raw.githubusercontent.com/aws/aws-deep-learning-containers-utils/master/deep_learning_container.py /usr/local/bin/deep_learning_container.py + +RUN chmod +x /usr/local/bin/deep_learning_container.py + +RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow/license.txt -o /license.txt + +CMD ["bin/bash"] diff --git a/test/integration/local/test_training.py b/test/integration/local/test_training.py index bd1641b0..5246a4f1 100644 --- a/test/integration/local/test_training.py +++ b/test/integration/local/test_training.py @@ -49,7 +49,7 @@ def test_py_versions(sagemaker_local_session, docker_image, py_full_version, fra tar.extractall(path=str(tmpdir), members=[output_file]) with open(os.path.join(str(tmpdir), 'py_version')) as f: - assert f.read().strip() == py_full_version + assert f.read().strip()[0] == py_full_version[0] @pytest.mark.skip_gpu From 995caab0d9b7d1250e7f7d67b076b0fbd0b5be6e Mon Sep 17 00:00:00 2001 From: satish Kumar Gollaprolu Date: Thu, 30 Apr 2020 15:24:09 -0700 Subject: [PATCH 069/113] Fix sm integration issues (#359) * use tensorflow.keras instead of standalone keras library * use tf keras for inception scripts Co-authored-by: Satish Gollaprolu --- test/resources/keras_inception.py | 2 +- test/resources/mnist/horovod_mnist.py | 14 +++++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/test/resources/keras_inception.py b/test/resources/keras_inception.py index ebfd1a0e..a284c59a 100644 --- a/test/resources/keras_inception.py +++ b/test/resources/keras_inception.py @@ -13,7 +13,7 @@ import argparse import os -import keras +from tensorflow import keras import tensorflow as tf parser = argparse.ArgumentParser() diff --git a/test/resources/mnist/horovod_mnist.py b/test/resources/mnist/horovod_mnist.py index 1014f2bb..5acf3e41 100644 --- a/test/resources/mnist/horovod_mnist.py +++ b/test/resources/mnist/horovod_mnist.py @@ -15,14 +15,14 @@ import os import subprocess -import keras -from keras.datasets import mnist -from keras.models import Sequential -from keras.layers import Dense, Dropout, Flatten -from keras.layers import Conv2D, MaxPooling2D -from keras import backend as K +from tensorflow import keras +from tensorflow.keras.datasets import mnist +from tensorflow.keras.models import Sequential +from tensorflow.keras.layers import Dense, Dropout, Flatten +from tensorflow.keras.layers import Conv2D, MaxPooling2D +from tensorflow.keras import backend as K import tensorflow as tf -import horovod.keras as hvd +import horovod.tensorflow.keras as hvd # Horovod: initialize Horovod. From 3674116771763dc17e56d4547f6b2d37932f41b4 Mon Sep 17 00:00:00 2001 From: satish Kumar Gollaprolu Date: Fri, 1 May 2020 12:30:38 -0700 Subject: [PATCH 070/113] remove sagemaker pysdk, keras_applications and keras_preprocessing in docker files (#360) Co-authored-by: Satish Gollaprolu --- docker/1.15.2/py37/Dockerfile.cpu | 3 --- docker/1.15.2/py37/Dockerfile.gpu | 3 --- 2 files changed, 6 deletions(-) diff --git a/docker/1.15.2/py37/Dockerfile.cpu b/docker/1.15.2/py37/Dockerfile.cpu index 9f6f601a..e46ea361 100644 --- a/docker/1.15.2/py37/Dockerfile.cpu +++ b/docker/1.15.2/py37/Dockerfile.cpu @@ -113,11 +113,8 @@ RUN ${PIP} install --no-cache-dir -U \ pandas==0.24.2 \ Pillow==7.0.0 \ h5py==2.10.0 \ - keras_applications==1.0.8 \ - keras_preprocessing==1.1.0 \ requests==2.22.0 \ smdebug==0.7.2 \ - sagemaker==1.56.1 \ sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ "cryptography>=2.3" \ diff --git a/docker/1.15.2/py37/Dockerfile.gpu b/docker/1.15.2/py37/Dockerfile.gpu index 32dfc56b..aefc97ab 100644 --- a/docker/1.15.2/py37/Dockerfile.gpu +++ b/docker/1.15.2/py37/Dockerfile.gpu @@ -150,11 +150,8 @@ RUN ${PIP} install --no-cache-dir -U \ pandas==0.24.2 \ Pillow==7.0.0 \ h5py==2.10.0 \ - keras_applications==1.0.8 \ - keras_preprocessing==1.1.0 \ requests==2.22.0 \ smdebug==0.7.2 \ - sagemaker==1.56.1 \ sagemaker-experiments==0.1.7 \ mpi4py==3.0.2 \ "cryptography>=2.3" \ From 46cbca5c617abb034f959236dce905a7fae9d455 Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 4 May 2020 14:17:07 +0000 Subject: [PATCH 071/113] prepare release v10.1.1 --- CHANGELOG.md | 8 ++++++++ VERSION | 2 +- 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 13592bbd..09aac2c5 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,13 @@ # Changelog +## v10.1.1 (2020-05-04) + +### Bug Fixes and Other Changes + + * remove sagemaker pysdk, keras_applications and keras_preprocessing in docker files + * Fix sm integration issues + * add dockerfiles for tf 1.15.2 py37 containers + ## v10.1.0 (2020-04-29) ### Features diff --git a/VERSION b/VERSION index abd59461..23127993 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.1.dev0 +10.1.1 From 9e49fc495feb8a83fef9e25cae84d55cad09cecf Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 4 May 2020 14:20:35 +0000 Subject: [PATCH 072/113] update development version to v10.1.2.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 23127993..605dc200 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.1 +10.1.2.dev0 From c310e0ac6ae6cf349988d44d240bf3dcdc0eb8be Mon Sep 17 00:00:00 2001 From: Sai Parthasarathy Miduthuri <54188298+saimidu@users.noreply.github.com> Date: Mon, 4 May 2020 13:03:23 -0700 Subject: [PATCH 073/113] change: Add py37 to sm tests (#361) --- test/integration/conftest.py | 2 +- test/integration/local/test_training.py | 2 ++ 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/test/integration/conftest.py b/test/integration/conftest.py index 14bc11be..caf312f4 100644 --- a/test/integration/conftest.py +++ b/test/integration/conftest.py @@ -38,7 +38,7 @@ def pytest_addoption(parser): parser.addoption('--region', default='us-west-2') parser.addoption('--framework-version', default=TensorFlow.LATEST_VERSION) parser.addoption('--processor', default='cpu', choices=['cpu', 'gpu', 'cpu,gpu']) - parser.addoption('--py-version', default='3', choices=['2', '3', '2,3']) + parser.addoption('--py-version', default='3', choices=['2', '3', '2,3', '37']) parser.addoption('--account-id', default='142577830533') parser.addoption('--instance-type', default=None) diff --git a/test/integration/local/test_training.py b/test/integration/local/test_training.py index 5246a4f1..c2e29c3a 100644 --- a/test/integration/local/test_training.py +++ b/test/integration/local/test_training.py @@ -28,6 +28,8 @@ def py_full_version(py_version): # noqa: F811 if py_version == '2': return '2.7' + elif py_version == '37': + return '3.7' else: return '3.6' From e400d6f23892dac619669ce4c13c83339b7c73dd Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 5 May 2020 14:17:08 +0000 Subject: [PATCH 074/113] prepare release v10.1.2 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 09aac2c5..f79121c5 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.2 (2020-05-05) + +### Bug Fixes and Other Changes + + * Add py37 to sm tests + ## v10.1.1 (2020-05-04) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 605dc200..b6132546 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.2.dev0 +10.1.2 From 01a287e05a45b77550657ac38a868e4c64a9eb7d Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 5 May 2020 14:20:31 +0000 Subject: [PATCH 075/113] update development version to v10.1.3.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index b6132546..b90c2e1d 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.2 +10.1.3.dev0 From c16cad79d0b46fed8d057674d98f35019f77e1f7 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Mon, 11 May 2020 14:59:26 -0700 Subject: [PATCH 076/113] fix: Bump version of sagemaker-training for typing fix (#364) --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 0d26ffd7..50267b51 100644 --- a/setup.py +++ b/setup.py @@ -63,7 +63,7 @@ def read_version(): 'Programming Language :: Python :: 3.7', ], - install_requires=['sagemaker-training>=3.5.0', 'numpy', 'scipy', 'sklearn', + install_requires=['sagemaker-training>=3.5.1', 'numpy', 'scipy', 'sklearn', 'pandas', 'Pillow', 'h5py'], extras_require={ 'test': test_dependencies, From 23c69c93c775417080377fad7a79a4b2d9a39c43 Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Tue, 12 May 2020 13:02:32 -0700 Subject: [PATCH 077/113] infra: remove unused build scripts. (#366) --- scripts/build_all.py | 85 ------------------------------------------ scripts/publish_all.py | 52 -------------------------- 2 files changed, 137 deletions(-) delete mode 100644 scripts/build_all.py delete mode 100644 scripts/publish_all.py diff --git a/scripts/build_all.py b/scripts/build_all.py deleted file mode 100644 index 9f340d5d..00000000 --- a/scripts/build_all.py +++ /dev/null @@ -1,85 +0,0 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import argparse -import os -import subprocess - -VERSION = '1.13.1' -REPO = 'sagemaker-tensorflow-scriptmode' -PY2_CPU_BINARY = 'https://s3-us-west-2.amazonaws.com/tensorflow-aws/1.13/AmazonLinux/cpu/latest-patch-latest-patch/tensorflow-1.13.1-cp27-cp27mu-linux_x86_64.whl' # noqa -PY3_CPU_BINARY = 'https://s3-us-west-2.amazonaws.com/tensorflow-aws/1.13/AmazonLinux/cpu/latest-patch-latest-patch/tensorflow-1.13.1-cp36-cp36m-linux_x86_64.whl' # noqa -PY2_GPU_BINARY = 'https://s3-us-west-2.amazonaws.com/tensorflow-aws/1.13/AmazonLinux/gpu/latest-patch-latest-patch/tensorflow-1.13.1-cp27-cp27mu-linux_x86_64.whl' # noqa -PY3_GPU_BINARY = 'https://s3-us-west-2.amazonaws.com/tensorflow-aws/1.13/AmazonLinux/gpu/latest-patch-latest-patch/tensorflow-1.13.1-cp36-cp36m-linux_x86_64.whl' # noqa -DEV_ACCOUNT = '142577830533' -REGION = 'us-west-2' - - -def _parse_args(): - - parser = argparse.ArgumentParser() - - parser.add_argument('--account', type=str, default=DEV_ACCOUNT) - parser.add_argument('--region', type=str, default=REGION) - parser.add_argument('--version', type=str, default=VERSION) - parser.add_argument('--py2-cpu-binary', type=str, default=PY2_CPU_BINARY) - parser.add_argument('--py3-cpu-binary', type=str, default=PY3_CPU_BINARY) - parser.add_argument('--py2-gpu-binary', type=str, default=PY2_GPU_BINARY) - parser.add_argument('--py3-gpu-binary', type=str, default=PY3_GPU_BINARY) - parser.add_argument('--repo', type=str, default=REPO) - - return parser.parse_args() - - -args = _parse_args() -binaries = { - 'py2-cpu': args.py2_cpu_binary, - 'py3-cpu': args.py3_cpu_binary, - 'py2-gpu': args.py2_gpu_binary, - 'py3-gpu': args.py3_gpu_binary -} -build_dir = os.path.join('docker', args.version) - -# Run docker-login so we can pull the cached image -login_cmd = subprocess.check_output( - 'aws ecr get-login --no-include-email --registry-id {}'.format(args.account).split()) -print('Executing docker login command: '.format(login_cmd)) -subprocess.check_call(login_cmd.split()) - -for arch in ['cpu', 'gpu']: - for py_version in ['2', '3']: - - binary_url = binaries['py{}-{}'.format(py_version, arch)] - binary_file = os.path.basename(binary_url) - cmd = 'wget -O {}/{} {}'.format(build_dir, binary_file, binary_url) - print('Downloading binary file: {}'.format(cmd)) - subprocess.check_call(cmd.split()) - - tag = '{}-{}-py{}'.format(args.version, arch, py_version) - prev_image_uri = '{}.dkr.ecr.{}.amazonaws.com/{}:{}'.format(args.account, args.region, args.repo, tag) - dockerfile = os.path.join(build_dir, 'Dockerfile.{}'.format(arch)) - - tar_file_name = subprocess.check_output('ls {}/sagemaker_tensorflow_container*'.format(build_dir), - shell=True).strip().decode('ascii') - print('framework_support_installable is {}'.format(os.path.basename(tar_file_name))) - - build_cmd = 'docker build -f {} --cache-from {} --build-arg framework_support_installable={} ' \ - '--build-arg py_version={} --build-arg framework_installable={} ' \ - '-t {}:{} {}'.format(dockerfile, prev_image_uri, os.path.basename(tar_file_name), py_version, - binary_file, args.repo, tag, build_dir) - print('Building docker image: {}'.format(build_cmd)) - subprocess.check_call(build_cmd.split()) - - print('Deleting binary file {}'.format(binary_file)) - subprocess.check_call('rm {}'.format(os.path.join(build_dir, binary_file)).split()) diff --git a/scripts/publish_all.py b/scripts/publish_all.py deleted file mode 100644 index 2c78e8a7..00000000 --- a/scripts/publish_all.py +++ /dev/null @@ -1,52 +0,0 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import argparse -import subprocess - -DEV_ACCOUNT = '142577830533' -VERSION = '1.13.1' -REGION = 'us-west-2' -REPO = 'sagemaker-tensorflow-scriptmode' - - -def _parse_args(): - - parser = argparse.ArgumentParser() - - parser.add_argument('--account', type=str, default=DEV_ACCOUNT) - parser.add_argument('--version', type=str, default=VERSION) - parser.add_argument('--repo', type=str, default=REPO) - parser.add_argument('--region', type=str, default=REGION) - - return parser.parse_args() - - -args = _parse_args() - -for arch in ['cpu', 'gpu']: - for py_version in ['2', '3']: - source = '{}:{}-{}-py{}'.format(args.repo, args.version, arch, py_version) - dest = '{}.dkr.ecr.{}.amazonaws.com/{}'.format(args.account, args.region, source) - tag_cmd = 'docker tag {} {}'.format(source, dest) - print('Tagging image: {}'.format(tag_cmd)) - subprocess.check_call(tag_cmd.split()) - login_cmd = subprocess.check_output( - 'aws ecr get-login --no-include-email --registry-id {} --region {}' - .format(args.account, args.region).split()) - print('Executing docker login command: {}'.format(login_cmd)) - subprocess.check_call(login_cmd.split()) - push_cmd = 'docker push {}'.format(dest) - print('Pushing image: {}'.format(push_cmd)) - subprocess.check_call(push_cmd.split()) From 6a57ec91e3d40d694779f221bc84f5615e3f252a Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 12 May 2020 20:06:49 +0000 Subject: [PATCH 078/113] prepare release v10.1.3 --- CHANGELOG.md | 10 ++++++++++ VERSION | 2 +- 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index f79121c5..7b55f0c0 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,15 @@ # Changelog +## v10.1.3 (2020-05-12) + +### Bug Fixes and Other Changes + + * Bump version of sagemaker-training for typing fix + +### Testing and Release Infrastructure + + * remove unused build scripts. + ## v10.1.2 (2020-05-05) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index b90c2e1d..c8d7efca 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.3.dev0 +10.1.3 From 12be9be31c339ff6e4d6112e5feaf75e95aa8162 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 12 May 2020 20:10:31 +0000 Subject: [PATCH 079/113] update development version to v10.1.4.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index c8d7efca..45887fb5 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.3 +10.1.4.dev0 From cef55b38da85284dd99ec66e96bf3a4786413204 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Tue, 9 Jun 2020 15:45:01 -0700 Subject: [PATCH 080/113] fix: bump version of sagemaker-training for script entry point fix. (#373) --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 50267b51..bc94e5cc 100644 --- a/setup.py +++ b/setup.py @@ -63,7 +63,7 @@ def read_version(): 'Programming Language :: Python :: 3.7', ], - install_requires=['sagemaker-training>=3.5.1', 'numpy', 'scipy', 'sklearn', + install_requires=['sagemaker-training>=3.5.2', 'numpy', 'scipy', 'sklearn', 'pandas', 'Pillow', 'h5py'], extras_require={ 'test': test_dependencies, From adc9b80acbc01245d8e15d3302f05b4055f8be21 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 10 Jun 2020 04:59:21 +0000 Subject: [PATCH 081/113] prepare release v10.1.4 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 7b55f0c0..30ca8def 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.4 (2020-06-10) + +### Bug Fixes and Other Changes + + * bump version of sagemaker-training for script entry point fix. + ## v10.1.3 (2020-05-12) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 45887fb5..655f923d 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4.dev0 +10.1.4 From c05b8570968337054295c6126c6721fff0f31e8e Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 10 Jun 2020 05:03:07 +0000 Subject: [PATCH 082/113] update development version to v10.1.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 655f923d..9493fa1b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4 +10.1.5.dev0 From a630ba64d964c18187244b0597fa6e6b1de8e63f Mon Sep 17 00:00:00 2001 From: Chaitanya Prakash Bapat Date: Wed, 10 Jun 2020 08:32:13 -0700 Subject: [PATCH 083/113] doc: Update README.rst Adds the commands to create pip-installable binary Co-authored-by: Chuyang --- README.rst | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/README.rst b/README.rst index d359b8e2..23e5e85f 100644 --- a/README.rst +++ b/README.rst @@ -76,6 +76,17 @@ Tagging scheme is based on --. (e All "final" Dockerfiles build images using base images that use the tagging scheme above. +Before building these images, you need to have a pip-installable binary of this repository saved locally. To create the SageMaker Tensorflow Container Python package: + +:: + # Create the binary + git clone https://github.com/aws/sagemaker-tensorflow-container.git + cd sagemaker-tensorflow-container + python setup.py sdist + cp dist/sagemaker_tensorflow_training*.tar.gz docker//sagemaker_tensorflow_training.tar.gz + +Once you have copied the tensorflow_training.tar.gz to the desired location [same directory as the Dockerfile], you can then build the image. + If you want to build your "base" Docker image, then use: :: From b797f92c8abe820ae9247425af6fc54d33064257 Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Wed, 10 Jun 2020 16:02:01 -0700 Subject: [PATCH 084/113] infra: Make docker folder read only, remove unused tests. (#370) --- .flake8 | 2 +- buildspec-toolkit.yml | 36 +-- buildspec.yml | 165 +--------- test-toolkit/__init__.py | 13 - test-toolkit/integration/__init__.py | 48 --- .../integration/local/test_horovod.py | 83 ----- .../integration/local/test_training.py | 121 ------- .../integration/sagemaker/test_horovod.py | 54 ---- .../integration/sagemaker/test_mnist.py | 129 -------- .../sagemaker/test_tuning_model_dir.py | 45 --- test-toolkit/integration/sagemaker/timeout.py | 50 --- test-toolkit/integration/utils.py | 37 --- test-toolkit/resources/__init__.py | 13 - .../resources/hvdbasic/train_hvd_basic.py | 11 - test-toolkit/resources/mnist/__init__.py | 13 - .../mnist/data-distributed/eval_data.npy | Bin 3136128 -> 0 bytes .../mnist/data-distributed/eval_labels.npy | Bin 4128 -> 0 bytes .../mnist/data-distributed/train_data.npy | Bin 3136128 -> 0 bytes .../mnist/data-distributed/train_labels.npy | Bin 4128 -> 0 bytes .../resources/mnist/data/test/x_test.npy | Bin 6272128 -> 0 bytes .../resources/mnist/data/test/y_test.npy | Bin 1128 -> 0 bytes .../resources/mnist/data/train/x_train.npy | Bin 6272128 -> 0 bytes .../resources/mnist/data/train/y_train.npy | Bin 1128 -> 0 bytes test-toolkit/resources/mnist/horovod_mnist.py | 93 ------ test-toolkit/resources/mnist/mnist.py | 55 ---- .../resources/mnist/mnist_estimator.py | 178 ----------- .../12345/saved_model.pb | 0 .../test_dir_wrong_model/fake_model.h5 | 0 .../not-digit/saved_model.pb | 0 .../resources/tuning_model_dir/entry.py | 26 -- test-toolkit/unit/__init__.py | 13 - test-toolkit/unit/test_s3_utils.py | 48 --- test-toolkit/unit/test_training.py | 300 ------------------ test/__init__.py | 13 - .../integration => test}/conftest.py | 43 ++- .../container}/1.15.2/Dockerfile.dlc.cpu | 0 .../container}/1.15.2/Dockerfile.dlc.gpu | 0 .../container}/1.15.2/Dockerfile.tf | 0 test/integration/__init__.py | 35 +- test/integration/conftest.py | 139 -------- test/integration/local/test_horovod.py | 7 +- test/integration/local/test_keras.py | 57 ---- test/integration/local/test_training.py | 52 +-- .../integration/sagemaker/test_experiments.py | 97 ------ test/integration/sagemaker/test_horovod.py | 9 +- test/integration/sagemaker/test_mnist.py | 70 +--- .../sagemaker/test_tuning_model_dir.py | 7 +- test/integration/utils.py | 37 --- test/resources/gpu_device_placement.py | 26 -- test/resources/keras_inception.py | 38 --- test/resources/mnist/horovod_mnist.py | 162 ++++------ test/resources/mnist/mnist.py | 14 - test/resources/mnist/mnist_estimator.py | 40 +-- test/resources/mnist/tf1x_mnist_smdebug.py | 103 ------ test/unit/test_deep_learning_container.py | 157 --------- .../entry.py => utils/__init__.py} | 11 +- .../integration => test/utils}/image_utils.py | 2 +- tox.ini | 1 - 58 files changed, 182 insertions(+), 2471 deletions(-) delete mode 100644 test-toolkit/__init__.py delete mode 100644 test-toolkit/integration/__init__.py delete mode 100644 test-toolkit/integration/local/test_horovod.py delete mode 100644 test-toolkit/integration/local/test_training.py delete mode 100644 test-toolkit/integration/sagemaker/test_horovod.py delete mode 100644 test-toolkit/integration/sagemaker/test_mnist.py delete mode 100644 test-toolkit/integration/sagemaker/test_tuning_model_dir.py delete mode 100644 test-toolkit/integration/sagemaker/timeout.py delete mode 100644 test-toolkit/integration/utils.py delete mode 100644 test-toolkit/resources/__init__.py delete mode 100644 test-toolkit/resources/hvdbasic/train_hvd_basic.py delete mode 100644 test-toolkit/resources/mnist/__init__.py delete mode 100644 test-toolkit/resources/mnist/data-distributed/eval_data.npy delete mode 100644 test-toolkit/resources/mnist/data-distributed/eval_labels.npy delete mode 100644 test-toolkit/resources/mnist/data-distributed/train_data.npy delete mode 100644 test-toolkit/resources/mnist/data-distributed/train_labels.npy delete mode 100644 test-toolkit/resources/mnist/data/test/x_test.npy delete mode 100644 test-toolkit/resources/mnist/data/test/y_test.npy delete mode 100644 test-toolkit/resources/mnist/data/train/x_train.npy delete mode 100644 test-toolkit/resources/mnist/data/train/y_train.npy delete mode 100644 test-toolkit/resources/mnist/horovod_mnist.py delete mode 100644 test-toolkit/resources/mnist/mnist.py delete mode 100644 test-toolkit/resources/mnist/mnist_estimator.py delete mode 100644 test-toolkit/resources/test_dir_correct_model/12345/saved_model.pb delete mode 100644 test-toolkit/resources/test_dir_wrong_model/fake_model.h5 delete mode 100644 test-toolkit/resources/test_dir_wrong_parent_dir/not-digit/saved_model.pb delete mode 100644 test-toolkit/resources/tuning_model_dir/entry.py delete mode 100644 test-toolkit/unit/__init__.py delete mode 100644 test-toolkit/unit/test_s3_utils.py delete mode 100644 test-toolkit/unit/test_training.py delete mode 100644 test/__init__.py rename {test-toolkit/integration => test}/conftest.py (85%) rename {test-toolkit/docker => test/container}/1.15.2/Dockerfile.dlc.cpu (100%) rename {test-toolkit/docker => test/container}/1.15.2/Dockerfile.dlc.gpu (100%) rename {test-toolkit/docker => test/container}/1.15.2/Dockerfile.tf (100%) delete mode 100644 test/integration/conftest.py delete mode 100644 test/integration/local/test_keras.py delete mode 100644 test/integration/sagemaker/test_experiments.py delete mode 100644 test/integration/utils.py delete mode 100644 test/resources/gpu_device_placement.py delete mode 100644 test/resources/keras_inception.py delete mode 100644 test/resources/mnist/tf1x_mnist_smdebug.py delete mode 100644 test/unit/test_deep_learning_container.py rename test/{resources/test_py_version/entry.py => utils/__init__.py} (67%) rename {test-toolkit/integration => test/utils}/image_utils.py (95%) diff --git a/.flake8 b/.flake8 index 038163ec..83270830 100644 --- a/.flake8 +++ b/.flake8 @@ -1,3 +1,3 @@ [flake8] -application_import_names = image_utils, integration, sagemaker_tensorflow_container, test, test-toolkit, timeout, utils +application_import_names = image_utils, integration, sagemaker_tensorflow_container, test, timeout, utils import-order-style = google diff --git a/buildspec-toolkit.yml b/buildspec-toolkit.yml index 892728c9..5fbeb352 100644 --- a/buildspec-toolkit.yml +++ b/buildspec-toolkit.yml @@ -33,7 +33,7 @@ phases: - tox -e flake8,twine # run unit tests - - tox -e py27,py36,py37 --parallel all test-toolkit/unit + - tox -e py27,py36,py37 --parallel all test/unit # define tags - GENERIC_TAG="$FRAMEWORK_VERSION-tensorflow-$BUILD_ID" @@ -41,10 +41,10 @@ phases: - DLC_GPU_TAG="$FRAMEWORK_VERSION-dlc-gpu-$BUILD_ID" # run local CPU integration tests (build and push the image to ECR repo) - - test_cmd="pytest test-toolkit/integration/local --build-image --push-image --dockerfile-type tf --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $GENERIC_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - test_cmd="pytest test-toolkit/integration/local --build-image --push-image --dockerfile-type dlc.cpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $DLC_CPU_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test/integration/local --build-image --push-image --dockerfile-type tf --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test/integration/local --build-image --push-image --dockerfile-type dlc.cpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $DLC_CPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" # launch remote GPU instance - prefix='ml.' @@ -54,7 +54,7 @@ phases: # build DLC GPU image because the base DLC image is too big and takes too long to build as part of the test - python3 setup.py sdist - - build_dir="test-toolkit/docker/$FRAMEWORK_VERSION" + - build_dir="test/container/$FRAMEWORK_VERSION" - $(aws ecr get-login --registry-ids $DLC_ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - docker build -f "$build_dir/Dockerfile.dlc.gpu" -t $PREPROD_IMAGE:$DLC_GPU_TAG --build-arg region=$AWS_DEFAULT_REGION . # push DLC GPU image to ECR @@ -64,24 +64,24 @@ phases: # run GPU local integration tests - printf "$SETUP_CMDS" > $SETUP_FILE # no reason to rebuild the image again since it was already built and pushed to ECR during CPU tests - - generic_cmd="pytest test-toolkit/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $GENERIC_TAG" + - generic_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $GENERIC_TAG" - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$generic_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - dlc_cmd="pytest test-toolkit/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - dlc_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG" - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$dlc_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" # run CPU sagemaker integration tests - - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $GENERIC_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $DLC_CPU_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $DLC_CPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" # run GPU sagemaker integration tests - - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $GENERIC_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - test_cmd="pytest test-toolkit/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $DLC_GPU_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test-toolkit/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $DLC_GPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" finally: # shut down remote GPU instance - cleanup-gpu-instances diff --git a/buildspec.yml b/buildspec.yml index dc60f894..c43cb34f 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -1,174 +1,13 @@ version: 0.2 -env: - variables: - FRAMEWORK_VERSION: '1.15.2' - ECR_REPO: 'sagemaker-test' - GITHUB_REPO: 'sagemaker-tensorflow-container' - SETUP_FILE: 'setup_cmds.sh' - SETUP_CMDS: '#!/bin/bash\npip install --upgrade pip\npip install -U -e .\npip install -U -e .[test]' - CPU_DOCKERFILE: 'Dockerfile.cpu' - GPU_DOCKERFILE: 'Dockerfile.gpu' - phases: pre_build: commands: - - start-dockerd - - ACCOUNT=$(aws --region $AWS_DEFAULT_REGION sts --endpoint-url https://sts.$AWS_DEFAULT_REGION.amazonaws.com get-caller-identity --query 'Account' --output text) - - PREPROD_IMAGE="$ACCOUNT.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/$ECR_REPO" - - PROD_IMAGE="763104351884.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/tensorflow-training" - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' build: commands: - # install - - pip3 install -U -e .[test] - - # run flake8 - - tox -e flake8,twine - - - root_dir=$(pwd) - - build_id="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" - - # Find build artifacts - - build_artifacts=$root_dir/docker/build_artifacts - - # login so we can pull prod images for cache - - $(aws ecr get-login --registry-ids 763104351884 --no-include-email --region $AWS_DEFAULT_REGION) - - # build py2 images - - # prepare build context - - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py2" - - cp $build_artifacts/*.py $build_dir/ - - cd $build_dir - - # build cpu image - - prod_tag="$FRAMEWORK_VERSION-cpu-py2" - - CPU_TAG_PY2="$prod_tag-$build_id" - - docker pull $PROD_IMAGE:$prod_tag - - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY2 . " - - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" - - # build gpu image - - prod_tag="$FRAMEWORK_VERSION-gpu-py2" - - GPU_TAG_PY2="$prod_tag-$build_id" - - docker pull $PROD_IMAGE:$prod_tag - - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY2 . " - - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" - - # build py3 images - - # prepare build context - - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py3" - - cp $build_artifacts/*.py $build_dir/ - - cd $build_dir - - # build cpu image - - prod_tag="$FRAMEWORK_VERSION-cpu-py3" - - CPU_TAG_PY3="$prod_tag-$build_id" - - docker pull $PROD_IMAGE:$prod_tag - - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY3 . " - - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" - - # build gpu image - - prod_tag="$FRAMEWORK_VERSION-gpu-py3" - - GPU_TAG_PY3="$prod_tag-$build_id" - - docker pull $PROD_IMAGE:$prod_tag - - build_cmd="docker build --cache-from $PROD_IMAGE:$prod_tag -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY3 . " - - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" - - # build py37 images - - # prepare build context - - build_dir="$root_dir/docker/$FRAMEWORK_VERSION/py37" - - cp $build_artifacts/*.py $build_dir/ - - cd $build_dir - - # build cpu image - - prod_tag="$FRAMEWORK_VERSION-cpu-py37" - - CPU_TAG_PY37="$prod_tag-$build_id" - - build_cmd="docker build --no-cache -f $CPU_DOCKERFILE -t $PREPROD_IMAGE:$CPU_TAG_PY37 . " - - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" - - # build gpu image - - prod_tag="$FRAMEWORK_VERSION-gpu-py37" - - GPU_TAG_PY37="$prod_tag-$build_id" - - build_cmd="docker build --no-cache -f $GPU_DOCKERFILE -t $PREPROD_IMAGE:$GPU_TAG_PY37 . " - - execute-command-if-has-matching-changes "$build_cmd" "test/" "docker/*" "buildspec.yml" - - # push images to ecr - - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY2" - - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY2" - - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY3" - - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY3" - - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - push_cmd="docker push $PREPROD_IMAGE:$CPU_TAG_PY37" - - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - push_cmd="docker push $PREPROD_IMAGE:$GPU_TAG_PY37" - - execute-command-if-has-matching-changes "$push_cmd" "test/" "docker/*" "buildspec.yml" - - # launch remote gpu instance - - instance_type='p2.xlarge' - - create-key-pair - - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu - - # run cpu integration tests - - py3_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" - - py37_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY37 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$py37_cmd" "test/" "docker/*" "buildspec.yml" - - py2_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $CPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" - - # run gpu integration tests - - printf "$SETUP_CMDS" > $SETUP_FILE - - cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY3 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" - - py3_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - - execute-command-if-has-matching-changes "$py3_cmd" "test/" "docker/*" "buildspec.yml" - - - cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY2 --framework-version $FRAMEWORK_VERSION --py-version 2 --processor gpu --durations 10" - - py2_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - - execute-command-if-has-matching-changes "$py2_cmd" "test/" "docker/*" "buildspec.yml" - - - cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/local -n 4 --region $AWS_DEFAULT_REGION --docker-base-name $PREPROD_IMAGE --tag $GPU_TAG_PY37 --framework-version $FRAMEWORK_VERSION --py-version 3 --processor gpu --durations 10" - - py37_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - - execute-command-if-has-matching-changes "$py37_cmd" "test/" "docker/*" "buildspec.yml" - - # run sagemaker tests - - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY3 --py-version 3 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py36 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY3 --py-version 3 --processor gpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY37 --py-version 3 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py37 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY37 --py-version 3 --processor gpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $CPU_TAG_PY2 --py-version 2 --processor cpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - test_cmd="IGNORE_COVERAGE=- tox -e py27 -- test/integration/sagemaker -n 8 --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --tag $GPU_TAG_PY2 --py-version 2 --processor gpu --durations 10" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "docker/*" "buildspec.yml" - - finally: - # shut down remote gpu instance - - cleanup-gpu-instances - - cleanup-key-pairs - # remove ecr image - - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY2" - - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" - - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY2" - - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" - - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY3" - - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" - - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY3" - - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" - - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$CPU_TAG_PY37" - - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" - - delete_cmd="aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GPU_TAG_PY37" - - execute-command-if-has-matching-changes "$delete_cmd" "test/" "docker/*" "buildspec.yml" \ No newline at end of file + - error_cmd="echo 'In order to make changes to the docker files, please, use https://github.com/aws/deep-learning-containers repository.' && exit 1" + - execute-command-if-has-matching-changes "$error_cmd" "docker/" diff --git a/test-toolkit/__init__.py b/test-toolkit/__init__.py deleted file mode 100644 index 57862f92..00000000 --- a/test-toolkit/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import diff --git a/test-toolkit/integration/__init__.py b/test-toolkit/integration/__init__.py deleted file mode 100644 index 966dd7d4..00000000 --- a/test-toolkit/integration/__init__.py +++ /dev/null @@ -1,48 +0,0 @@ -# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import logging -import os - -logging.getLogger('boto3').setLevel(logging.INFO) -logging.getLogger('botocore').setLevel(logging.INFO) - -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', 'resources') - -# these regions have some p2 and p3 instances, but not enough for automated testing -NO_P2_REGIONS = [ - 'ca-central-1', - 'eu-central-1', - 'eu-west-2', - 'us-west-1', - 'eu-west-3', - 'eu-north-1', - 'sa-east-1', - 'ap-east-1', - 'me-south-1' -] -NO_P3_REGIONS = [ - 'ap-southeast-1', - 'ap-southeast-2', - 'ap-south-1', - 'ca-central-1', - 'eu-central-1', - 'eu-west-2', - 'us-west-1' - 'eu-west-3', - 'eu-north-1', - 'sa-east-1', - 'ap-east-1', - 'me-south-1' -] diff --git a/test-toolkit/integration/local/test_horovod.py b/test-toolkit/integration/local/test_horovod.py deleted file mode 100644 index 9ee542f7..00000000 --- a/test-toolkit/integration/local/test_horovod.py +++ /dev/null @@ -1,83 +0,0 @@ -# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import json -import os -import tarfile - -import pytest -from sagemaker.tensorflow import TensorFlow - -from integration.utils import processor, py_version # noqa: F401 - -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - - -@pytest.mark.skip_gpu -@pytest.mark.skip_generic -@pytest.mark.parametrize('instances, processes', [ - [1, 2], - (2, 1), - (2, 2), - (5, 2)]) -def test_distributed_training_horovod_basic(instances, - processes, - sagemaker_local_session, - image_uri, - tmpdir, - framework_version): - output_path = 'file://%s' % tmpdir - estimator = TensorFlow( - entry_point=os.path.join(RESOURCE_PATH, 'hvdbasic', 'train_hvd_basic.py'), - role='SageMakerRole', - train_instance_type='local', - sagemaker_session=sagemaker_local_session, - train_instance_count=instances, - image_name=image_uri, - output_path=output_path, - framework_version=framework_version, - hyperparameters={'sagemaker_mpi_enabled': True, - 'sagemaker_network_interface_name': 'eth0', - 'sagemaker_mpi_num_of_processes_per_host': processes}) - - estimator.fit('file://{}'.format(os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) - - tmp = str(tmpdir) - extract_files(output_path.replace('file://', ''), tmp) - - size = instances * processes - - for rank in range(size): - local_rank = rank % processes - assert read_json('local-rank-%s-rank-%s' % (local_rank, rank), tmp) == { - 'local-rank': local_rank, 'rank': rank, 'size': size} - - -def read_json(file, tmp): - with open(os.path.join(tmp, file)) as f: - return json.load(f) - - -def assert_files_exist_in_tar(output_path, files): - if output_path.startswith('file://'): - output_path = output_path[7:] - model_file = os.path.join(output_path, 'model.tar.gz') - with tarfile.open(model_file) as tar: - for f in files: - tar.getmember(f) - - -def extract_files(output_path, tmpdir): - with tarfile.open(os.path.join(output_path, 'model.tar.gz')) as tar: - tar.extractall(tmpdir) diff --git a/test-toolkit/integration/local/test_training.py b/test-toolkit/integration/local/test_training.py deleted file mode 100644 index e22452ac..00000000 --- a/test-toolkit/integration/local/test_training.py +++ /dev/null @@ -1,121 +0,0 @@ -# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import os -import tarfile - -import pytest -from sagemaker.tensorflow import TensorFlow - -from integration.utils import processor, py_version # noqa: F401 - -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') -TF_CHECKPOINT_FILES = ['graph.pbtxt', 'model.ckpt-0.index', 'model.ckpt-0.meta'] - - -@pytest.fixture # noqa: F811 -def py_full_version(py_version): # noqa: F811 - if py_version == '2': - return '2.7' - else: - return '3.6' - - -@pytest.mark.skip_gpu -def test_mnist_cpu(sagemaker_local_session, image_uri, tmpdir, framework_version): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist.py'), - instance_type='local', - instance_count=1, - sagemaker_local_session=sagemaker_local_session, - image_uri=image_uri, - framework_version=framework_version, - output_path=output_path, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data'))) - _assert_files_exist_in_tar(output_path, ['my_model.h5']) - - -@pytest.mark.skip_gpu -def test_distributed_training_cpu_no_ps(sagemaker_local_session, - image_uri, - tmpdir, - framework_version): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist_estimator.py'), - instance_type='local', - instance_count=2, - sagemaker_local_session=sagemaker_local_session, - image_uri=image_uri, - framework_version=framework_version, - output_path=output_path, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) - _assert_files_exist_in_tar(output_path, TF_CHECKPOINT_FILES) - - -@pytest.mark.skip_gpu -def test_distributed_training_cpu_ps(sagemaker_local_session, - image_uri, - tmpdir, - framework_version): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist_estimator.py'), - instance_type='local', - instance_count=2, - sagemaker_local_session=sagemaker_local_session, - image_uri=image_uri, - framework_version=framework_version, - output_path=output_path, - hyperparameters={'sagemaker_parameter_server_enabled': True}, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) - _assert_files_exist_in_tar(output_path, TF_CHECKPOINT_FILES) - - -def run_tf_training(script, - instance_type, - instance_count, - sagemaker_local_session, - image_uri, - framework_version, - training_data_path, - output_path=None, - hyperparameters=None): - - hyperparameters = hyperparameters or {} - - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_count=instance_count, - train_instance_type=instance_type, - sagemaker_session=sagemaker_local_session, - image_name=image_uri, - model_dir='/opt/ml/model', - output_path=output_path, - hyperparameters=hyperparameters, - base_job_name='test-tf', - framework_version=framework_version, - py_version='py3') - - estimator.fit(training_data_path) - - -def _assert_files_exist_in_tar(output_path, files): - if output_path.startswith('file://'): - output_path = output_path[7:] - model_file = os.path.join(output_path, 'model.tar.gz') - with tarfile.open(model_file) as tar: - for f in files: - tar.getmember(f) diff --git a/test-toolkit/integration/sagemaker/test_horovod.py b/test-toolkit/integration/sagemaker/test_horovod.py deleted file mode 100644 index 4825dee4..00000000 --- a/test-toolkit/integration/sagemaker/test_horovod.py +++ /dev/null @@ -1,54 +0,0 @@ -# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import os - -import pytest -import sagemaker -from sagemaker.tensorflow import TensorFlow - -from integration.utils import processor, py_version, unique_name_from_base # noqa: F401 - -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - - -@pytest.mark.skip_generic -def test_distributed_training_horovod(sagemaker_session, - instance_type, - image_uri, - tmpdir, - framework_version): - - mpi_options = '-verbose -x orte_base_help_aggregate=0' - estimator = TensorFlow( - entry_point=os.path.join(RESOURCE_PATH, 'mnist', 'horovod_mnist.py'), - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=2, - image_name=image_uri, - framework_version=framework_version, - py_version='py3', - script_mode=True, - hyperparameters={'sagemaker_mpi_enabled': True, - 'sagemaker_mpi_custom_mpi_options': mpi_options, - 'sagemaker_mpi_num_of_processes_per_host': 1}, - sagemaker_session=sagemaker_session) - - estimator.fit(job_name=unique_name_from_base('test-tf-horovod')) - - model_data_source = sagemaker.local.data.get_data_source_instance( - estimator.model_data, sagemaker_session) - - for filename in model_data_source.get_file_list(): - assert os.path.basename(filename) == 'model.tar.gz' diff --git a/test-toolkit/integration/sagemaker/test_mnist.py b/test-toolkit/integration/sagemaker/test_mnist.py deleted file mode 100644 index 1b62191e..00000000 --- a/test-toolkit/integration/sagemaker/test_mnist.py +++ /dev/null @@ -1,129 +0,0 @@ -# Copyright 2017-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import os - -import boto3 -import pytest -from sagemaker.tensorflow import TensorFlow -from sagemaker.tuner import HyperparameterTuner, IntegerParameter -from six.moves.urllib.parse import urlparse - -from integration.utils import processor, py_version, unique_name_from_base # noqa: F401 -from timeout import timeout - - -@pytest.mark.deploy_test -def test_mnist(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=1, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) - inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data'), - key_prefix='scriptmode/mnist') - estimator.fit(inputs, job_name=unique_name_from_base('test-sagemaker-mnist')) - _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) - - -def test_distributed_mnist_no_ps(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_count=2, - train_instance_type=instance_type, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) - inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data'), - key_prefix='scriptmode/mnist') - estimator.fit(inputs, job_name=unique_name_from_base('test-tf-sm-distributed-mnist')) - _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) - - -def test_distributed_mnist_ps(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist_estimator.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - hyperparameters={'sagemaker_parameter_server_enabled': True}, - train_instance_count=2, - train_instance_type=instance_type, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) - inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data-distributed'), - key_prefix='scriptmode/mnist-distributed') - estimator.fit(inputs, job_name=unique_name_from_base('test-tf-sm-distributed-mnist')) - _assert_checkpoint_exists(sagemaker_session.boto_region_name, estimator.model_dir, 0) - _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) - - -def test_tuning(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist.py') - - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=1, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) - - hyperparameter_ranges = {'epochs': IntegerParameter(1, 2)} - objective_metric_name = 'accuracy' - metric_definitions = [{'Name': objective_metric_name, 'Regex': 'accuracy = ([0-9\\.]+)'}] - - tuner = HyperparameterTuner(estimator, - objective_metric_name, - hyperparameter_ranges, - metric_definitions, - max_jobs=2, - max_parallel_jobs=2) - - with timeout(minutes=20): - inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data'), - key_prefix='scriptmode/mnist') - - tuning_job_name = unique_name_from_base('test-tf-sm-tuning', max_length=32) - tuner.fit(inputs, job_name=tuning_job_name) - tuner.wait() - - -def _assert_checkpoint_exists(region, model_dir, checkpoint_number): - _assert_s3_file_exists(region, os.path.join(model_dir, 'graph.pbtxt')) - _assert_s3_file_exists(region, - os.path.join(model_dir, 'model.ckpt-{}.index'.format(checkpoint_number))) - _assert_s3_file_exists(region, - os.path.join(model_dir, 'model.ckpt-{}.meta'.format(checkpoint_number))) - - -def _assert_s3_file_exists(region, s3_url): - parsed_url = urlparse(s3_url) - s3 = boto3.resource('s3', region_name=region) - s3.Object(parsed_url.netloc, parsed_url.path.lstrip('/')).load() diff --git a/test-toolkit/integration/sagemaker/test_tuning_model_dir.py b/test-toolkit/integration/sagemaker/test_tuning_model_dir.py deleted file mode 100644 index 871247bc..00000000 --- a/test-toolkit/integration/sagemaker/test_tuning_model_dir.py +++ /dev/null @@ -1,45 +0,0 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import os - -from sagemaker.tensorflow import TensorFlow -from sagemaker.tuner import HyperparameterTuner, IntegerParameter - -from integration.utils import processor, py_version, unique_name_from_base # noqa: F401 - - -def test_model_dir_with_training_job_name(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '../..', 'resources') - script = os.path.join(resource_path, 'tuning_model_dir', 'entry.py') - - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=1, - image_name=image_uri, - framework_version=framework_version, - py_version='py3', - sagemaker_session=sagemaker_session) - - tuner = HyperparameterTuner(estimator=estimator, - objective_metric_name='accuracy', - hyperparameter_ranges={'arbitrary_value': IntegerParameter(0, 1)}, - metric_definitions=[{'Name': 'accuracy', 'Regex': 'accuracy=([01])'}], - max_jobs=1, - max_parallel_jobs=1) - - # User script has logic to check for the correct model_dir - tuner.fit(job_name=unique_name_from_base('test-tf-model-dir', max_length=32)) - tuner.wait() diff --git a/test-toolkit/integration/sagemaker/timeout.py b/test-toolkit/integration/sagemaker/timeout.py deleted file mode 100644 index d4738d32..00000000 --- a/test-toolkit/integration/sagemaker/timeout.py +++ /dev/null @@ -1,50 +0,0 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -from contextlib import contextmanager -import logging -import signal - -LOGGER = logging.getLogger('timeout') - - -class TimeoutError(Exception): - pass - - -@contextmanager -def timeout(seconds=0, minutes=0, hours=0): - """Add a signal-based timeout to any block of code. - If multiple time units are specified, they will be added together to determine time limit. - Usage: - with timeout(seconds=5): - my_slow_function(...) - Args: - - seconds: The time limit, in seconds. - - minutes: The time limit, in minutes. - - hours: The time limit, in hours. - """ - - limit = seconds + 60 * minutes + 3600 * hours - - def handler(signum, frame): - raise TimeoutError('timed out after {} seconds'.format(limit)) - - try: - signal.signal(signal.SIGALRM, handler) - signal.alarm(limit) - - yield - finally: - signal.alarm(0) diff --git a/test-toolkit/integration/utils.py b/test-toolkit/integration/utils.py deleted file mode 100644 index 0f5d79e5..00000000 --- a/test-toolkit/integration/utils.py +++ /dev/null @@ -1,37 +0,0 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import - -import os -import random -import time - -import pytest - - -def unique_name_from_base(base, max_length=63): - unique = '%04x' % random.randrange(16**4) # 4-digit hex - ts = str(int(time.time())) - available_length = max_length - 2 - len(ts) - len(unique) - trimmed = base[:available_length] - return '{}-{}-{}'.format(trimmed, ts, unique) - - -@pytest.fixture(params=os.environ['TEST_PY_VERSIONS'].split(','), scope='session') -def py_version(request): - return request.param - - -@pytest.fixture(params=os.environ['TEST_PROCESSORS'].split(','), scope='session') -def processor(request): - return request.param diff --git a/test-toolkit/resources/__init__.py b/test-toolkit/resources/__init__.py deleted file mode 100644 index 57862f92..00000000 --- a/test-toolkit/resources/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import diff --git a/test-toolkit/resources/hvdbasic/train_hvd_basic.py b/test-toolkit/resources/hvdbasic/train_hvd_basic.py deleted file mode 100644 index cc068678..00000000 --- a/test-toolkit/resources/hvdbasic/train_hvd_basic.py +++ /dev/null @@ -1,11 +0,0 @@ -import json -import os -import horovod.tensorflow as hvd - -hvd.init() - -with open(os.path.join('/opt/ml/model/local-rank-%s-rank-%s' % (hvd.local_rank(), hvd.rank())), 'w+') as f: - basic_info = {'local-rank': hvd.local_rank(), 'rank': hvd.rank(), 'size': hvd.size()} - - print(basic_info) - json.dump(basic_info, f) diff --git a/test-toolkit/resources/mnist/__init__.py b/test-toolkit/resources/mnist/__init__.py deleted file mode 100644 index 57862f92..00000000 --- a/test-toolkit/resources/mnist/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"). -# You may not use this file except in compliance with the License. -# A copy of the License is located at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# or in the "license" file accompanying this file. This file 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. -from __future__ import absolute_import diff --git a/test-toolkit/resources/mnist/data-distributed/eval_data.npy b/test-toolkit/resources/mnist/data-distributed/eval_data.npy deleted file mode 100644 index d31e8e10d74b5a8d084d67e46db6a299a9696422..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 3136128 zcmeF)3A}aLRS@_OTU(S?oV6Vzv>=KNI5+v;dk!t&gf_OeIJBaG*ezm%ZFf8UK0-)B zW-1}U%p{>gDoG_|0+XsF7DW+42r(8h6h#?hQG{3|5MzvG488vQzIDI-&O7Ix`6g7I z`}>{Wx#yg{*V=pSY3()br+o3B|I>f=OF!w#Ke+ObKJ&}J;_LqA*M8>bKkPHFe&z4| z%+G$op5%0h5tG?{-eMLO~_Rss=&;8ub ze%K%QgTME)KKo(+l{H-Py!yUdZ-M zk9o|=H$L)_r|)_9Uq4ZvyxxER-#HEXpTxc3eCM5aj;`MYL<1gPbmNVuKl@+*$=Sd9 zm;cLI(Bx!5mdQ!J^A)c+`S(Bhw}Xb)&fuL4Xkf-ieElaCI{x(g|L)m$zT$IN#i#B5 z%YXj=3cd$E^8c=iOZ6Z1jlZDay5;o`Kl`@lJ@4v3l1xe#1`-=tob@3E%bF-@nLsJ5=eXKkaF!|MkE8BlFzZefNI(s&)Hk-}!})zjoy` 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a/test/unit/test_deep_learning_container.py b/test/unit/test_deep_learning_container.py deleted file mode 100644 index 7d5d7d86..00000000 --- a/test/unit/test_deep_learning_container.py +++ /dev/null @@ -1,157 +0,0 @@ -# Copyright 2018-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the 'License'). You -# may not use this file except in compliance with the License. A copy of -# the License is located at -# -# http://aws.amazon.com/apache2.0/ -# -# or in the 'license' file accompanying this file. This file 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. -from __future__ import absolute_import - -import unittest - -from docker.build_artifacts import deep_learning_container as deep_learning_container_to_test -import pytest -import requests - - -@pytest.fixture(name='fixture_valid_instance_id') -def fixture_valid_instance_id(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/meta-data/instance-id', - text='i-123t32e11s32t1231') - - -@pytest.fixture(name='fixture_invalid_instance_id') -def fixture_invalid_instance_id(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/meta-data/instance-id', text='i-123') - - -@pytest.fixture(name='fixture_none_instance_id') -def fixture_none_instance_id(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/meta-data/instance-id', text=None) - - -@pytest.fixture(name='fixture_invalid_region') -def fixture_invalid_region(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/dynamic/instance-identity/document', - json={'region': 'test'}) - - -@pytest.fixture(name='fixture_valid_region') -def fixture_valid_region(requests_mock): - return requests_mock.get('http://169.254.169.254/latest/dynamic/instance-identity/document', - json={'region': 'us-east-1'}) - - -def test_retrieve_instance_id(fixture_valid_instance_id): - result = deep_learning_container_to_test._retrieve_instance_id() - assert 'i-123t32e11s32t1231' == result - - -def test_retrieve_none_instance_id(fixture_none_instance_id): - result = deep_learning_container_to_test._retrieve_instance_id() - assert result is None - - -def test_retrieve_invalid_instance_id(fixture_invalid_instance_id): - result = deep_learning_container_to_test._retrieve_instance_id() - assert result is None - - -def test_retrieve_invalid_region(fixture_invalid_region): - result = deep_learning_container_to_test._retrieve_instance_region() - assert result is None - - -def test_retrieve_valid_region(fixture_valid_region): - result = deep_learning_container_to_test._retrieve_instance_region() - assert 'us-east-1' == result - - -def test_query_bucket(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - requests_mock.get(('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231'), - text='Access Denied') - actual_response = deep_learning_container_to_test.query_bucket() - assert 'Access Denied' == actual_response.text - - -def test_query_bucket_region_none(fixture_invalid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_invalid_region.return_value = None - actual_response = deep_learning_container_to_test.query_bucket() - assert actual_response is None - - -def test_query_bucket_instance_id_none(requests_mock, fixture_valid_region, fixture_none_instance_id): - fixture_none_instance_id.return_value = None - fixture_valid_region.return_value = 'us-east-1' - actual_response = deep_learning_container_to_test.query_bucket() - assert actual_response is None - - -def test_query_bucket_instance_id_invalid(requests_mock, fixture_valid_region, fixture_invalid_instance_id): - fixture_invalid_instance_id.return_value = None - fixture_valid_region.return_value = 'us-east-1' - actual_response = deep_learning_container_to_test.query_bucket() - assert actual_response is None - - -def test_HTTP_error_on_S3(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - query_s3_url = ('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231') - - requests_mock.get( - query_s3_url, - exc=requests.exceptions.HTTPError) - requests_mock.side_effect = requests.exceptions.HTTPError - - with pytest.raises(requests.exceptions.HTTPError): - actual_response = requests.get(query_s3_url) - assert actual_response is None - - -def test_connection_error_on_S3(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - query_s3_url = ('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231') - - requests_mock.get( - query_s3_url, - exc=requests.exceptions.ConnectionError) - - with pytest.raises(requests.exceptions.ConnectionError): - actual_response = requests.get( - query_s3_url) - - assert actual_response is None - - -def test_timeout_error_on_S3(requests_mock, fixture_valid_region, fixture_valid_instance_id): - fixture_valid_instance_id.return_value = 'i-123t32e11s32t1231' - fixture_valid_region.return_value = 'us-east-1' - query_s3_url = ('https://aws-deep-learning-containers-us-east-1.s3.us-east-1.amazonaws.com' - '/dlc-containers.txt?x-instance-id=i-123t32e11s32t1231') - - requests_mock.get( - query_s3_url, - exc=requests.Timeout) - - with pytest.raises(requests.exceptions.Timeout): - actual_response = requests.get( - query_s3_url) - - assert actual_response is None - - -if __name__ == '__main__': - unittest.main() diff --git a/test/resources/test_py_version/entry.py b/test/utils/__init__.py similarity index 67% rename from test/resources/test_py_version/entry.py rename to test/utils/__init__.py index 8f71a01b..79cb9cdf 100644 --- a/test/resources/test_py_version/entry.py +++ b/test/utils/__init__.py @@ -1,4 +1,4 @@ -# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# Copyright 2018-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"). You # may not use this file except in compliance with the License. A copy of @@ -11,12 +11,3 @@ # ANY KIND, either express or implied. See the License for the specific # language governing permissions and limitations under the License. from __future__ import absolute_import - -import os -import sys - - -py_version = '%s.%s' % (sys.version_info.major, sys.version_info.minor) - -with open(os.path.join(os.environ['SM_OUTPUT_DIR'], 'py_version'), 'a') as f: - f.write(py_version) diff --git a/test-toolkit/integration/image_utils.py b/test/utils/image_utils.py similarity index 95% rename from test-toolkit/integration/image_utils.py rename to test/utils/image_utils.py index 13027198..c7158269 100644 --- a/test-toolkit/integration/image_utils.py +++ b/test/utils/image_utils.py @@ -27,7 +27,7 @@ def build_image(framework_version, dockerfile, image_uri, region, cwd='.'): if 'dlc' in dockerfile: ecr_login(region, DLC_AWS_ID) - dockerfile_location = os.path.join('test-toolkit', 'docker', framework_version, dockerfile) + dockerfile_location = os.path.join('test', 'container', framework_version, dockerfile) subprocess.check_call( ['docker', 'build', '-t', image_uri, '-f', dockerfile_location, '--build-arg', diff --git a/tox.ini b/tox.ini index 715e948d..17ed3095 100644 --- a/tox.ini +++ b/tox.ini @@ -22,7 +22,6 @@ exclude = .tox tests/data/ test/resources - test-toolkit/resources venv/ sagemaker-tensorflow-extensions benchmarks/ From 162b41e6c021ace8fe74ebe920caa6a2d5dfeb12 Mon Sep 17 00:00:00 2001 From: Chuyang Date: Wed, 10 Jun 2020 16:20:59 -0700 Subject: [PATCH 085/113] doc: remove functional test info from branch (#380) Co-authored-by: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> --- README.rst | 36 +----------------------------------- 1 file changed, 1 insertion(+), 35 deletions(-) diff --git a/README.rst b/README.rst index 23e5e85f..ced6fae6 100644 --- a/README.rst +++ b/README.rst @@ -238,41 +238,7 @@ If you want to run local integration tests, then use: Functional Tests ~~~~~~~~~~~~~~~~ -Functional tests require your Docker image to be within an `Amazon ECR repository `__. - -The Docker-base-name is your `ECR repository namespace `__. - -The instance-type is your specified `Amazon SageMaker Instance Type -`__ that the functional test will run on. - - -Before running functional tests: - -#. Build your Docker image. -#. Push the image to your ECR repository. -#. Pass in the correct pytest arguments to run tests on SageMaker against the image within your ECR repository. - -If you want to run a functional end to end test on `Amazon -SageMaker `__, then use: - -:: - - # Required arguments for integration tests are found in test/functional/conftest.py - - pytest test/functional --aws-id \ - --docker-base-name \ - --instance-type \ - --tag \ - -:: - - # Example - pytest test/functional --aws-id 12345678910 \ - --docker-base-name preprod-tensorflow \ - --instance-type ml.m4.xlarge \ - --tag 1.0 +Functional tests are removed from the current branch, please see them in older branch `r1.0 `__. Contributing ------------ From b57525b37aef293ea15b7887eb5a9c6101e67442 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 10 Jun 2020 23:42:08 +0000 Subject: [PATCH 086/113] prepare release v10.1.4.post0 --- CHANGELOG.md | 11 +++++++++++ VERSION | 2 +- 2 files changed, 12 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 30ca8def..0dd5ac00 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,16 @@ # Changelog +## v10.1.4.post0 (2020-06-10) + +### Documentation Changes + + * remove functional test info from branch + * Update README.rst + +### Testing and Release Infrastructure + + * Make docker folder read only, remove unused tests. + ## v10.1.4 (2020-06-10) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 9493fa1b..f06910b9 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5.dev0 +10.1.4.post0 From cf11e3312fafd23a057873af929b5a00977060a5 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 10 Jun 2020 23:46:25 +0000 Subject: [PATCH 087/113] update development version to v10.1.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index f06910b9..9493fa1b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4.post0 +10.1.5.dev0 From faf2e805e9abb95b2e128ff5145d7d6d6fc5184f Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Wed, 10 Jun 2020 22:09:42 -0700 Subject: [PATCH 088/113] infra: Rename buildspec files. (#385) * Rename buildspec.yml -> buildspec-container-pr.yml. * Rename buildspec-toolkit.yml -> buildspec.yml. --- buildspec-container-pr.yml | 13 ++++++ buildspec-toolkit.yml | 93 -------------------------------------- buildspec-unit.yml | 8 ---- buildspec.yml | 84 +++++++++++++++++++++++++++++++++- 4 files changed, 95 insertions(+), 103 deletions(-) create mode 100644 buildspec-container-pr.yml delete mode 100644 buildspec-toolkit.yml delete mode 100644 buildspec-unit.yml diff --git a/buildspec-container-pr.yml b/buildspec-container-pr.yml new file mode 100644 index 00000000..c43cb34f --- /dev/null +++ b/buildspec-container-pr.yml @@ -0,0 +1,13 @@ +version: 0.2 + +phases: + pre_build: + commands: + - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') + - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' + + build: + commands: + + - error_cmd="echo 'In order to make changes to the docker files, please, use https://github.com/aws/deep-learning-containers repository.' && exit 1" + - execute-command-if-has-matching-changes "$error_cmd" "docker/" diff --git a/buildspec-toolkit.yml b/buildspec-toolkit.yml deleted file mode 100644 index 5fbeb352..00000000 --- a/buildspec-toolkit.yml +++ /dev/null @@ -1,93 +0,0 @@ -version: 0.2 - -env: - variables: - FRAMEWORK_VERSION: '1.15.2' - CPU_INSTANCE_TYPE: 'ml.c4.xlarge' - GPU_INSTANCE_TYPE: 'ml.p2.xlarge' - ECR_REPO: 'sagemaker-test' - GITHUB_REPO: 'sagemaker-tensorflow-container' - DLC_ACCOUNT: '763104351884' - SETUP_FILE: 'setup_cmds.sh' - SETUP_CMDS: '#!/bin/bash\npip install --upgrade pip\npip install -U -e .\npip install -U -e .[test]' - -phases: - pre_build: - commands: - - start-dockerd - - ACCOUNT=$(aws --region $AWS_DEFAULT_REGION sts --endpoint-url https://sts.$AWS_DEFAULT_REGION.amazonaws.com get-caller-identity --query 'Account' --output text) - - PREPROD_IMAGE="$ACCOUNT.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/$ECR_REPO" - - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') - - BUILD_ID="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" - - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' - - build: - commands: - - TOX_PARALLEL_NO_SPINNER=1 - - PY_COLORS=0 - - # install - - pip3 install -U -e .[test] - - # run linters - - tox -e flake8,twine - - # run unit tests - - tox -e py27,py36,py37 --parallel all test/unit - - # define tags - - GENERIC_TAG="$FRAMEWORK_VERSION-tensorflow-$BUILD_ID" - - DLC_CPU_TAG="$FRAMEWORK_VERSION-dlc-cpu-$BUILD_ID" - - DLC_GPU_TAG="$FRAMEWORK_VERSION-dlc-gpu-$BUILD_ID" - - # run local CPU integration tests (build and push the image to ECR repo) - - test_cmd="pytest test/integration/local --build-image --push-image --dockerfile-type tf --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $GENERIC_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - test_cmd="pytest test/integration/local --build-image --push-image --dockerfile-type dlc.cpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $DLC_CPU_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - # launch remote GPU instance - - prefix='ml.' - - instance_type=${GPU_INSTANCE_TYPE#"$prefix"} - - create-key-pair - - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu-latest - - # build DLC GPU image because the base DLC image is too big and takes too long to build as part of the test - - python3 setup.py sdist - - build_dir="test/container/$FRAMEWORK_VERSION" - - $(aws ecr get-login --registry-ids $DLC_ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - - docker build -f "$build_dir/Dockerfile.dlc.gpu" -t $PREPROD_IMAGE:$DLC_GPU_TAG --build-arg region=$AWS_DEFAULT_REGION . - # push DLC GPU image to ECR - - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) - - docker push $PREPROD_IMAGE:$DLC_GPU_TAG - - # run GPU local integration tests - - printf "$SETUP_CMDS" > $SETUP_FILE - # no reason to rebuild the image again since it was already built and pushed to ECR during CPU tests - - generic_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $GENERIC_TAG" - - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$generic_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - dlc_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG" - - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$dlc_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - # run CPU sagemaker integration tests - - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $GENERIC_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $DLC_CPU_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - # run GPU sagemaker integration tests - - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $GENERIC_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $DLC_GPU_TAG" - - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec-toolkit.yml" - finally: - # shut down remote GPU instance - - cleanup-gpu-instances - - cleanup-key-pairs - - # remove ECR image - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GENERIC_TAG - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_CPU_TAG - - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_GPU_TAG diff --git a/buildspec-unit.yml b/buildspec-unit.yml deleted file mode 100644 index 456fcd74..00000000 --- a/buildspec-unit.yml +++ /dev/null @@ -1,8 +0,0 @@ -version: 0.2 - -phases: - build: - commands: - - pip install --upgrade pip --quiet - - pip install tox --quiet - - tox -e ${TOX_ENVLIST} --parallel all -- test/unit diff --git a/buildspec.yml b/buildspec.yml index c43cb34f..f4c4da8a 100644 --- a/buildspec.yml +++ b/buildspec.yml @@ -1,13 +1,93 @@ version: 0.2 +env: + variables: + FRAMEWORK_VERSION: '1.15.2' + CPU_INSTANCE_TYPE: 'ml.c4.xlarge' + GPU_INSTANCE_TYPE: 'ml.p2.xlarge' + ECR_REPO: 'sagemaker-test' + GITHUB_REPO: 'sagemaker-tensorflow-container' + DLC_ACCOUNT: '763104351884' + SETUP_FILE: 'setup_cmds.sh' + SETUP_CMDS: '#!/bin/bash\npip install --upgrade pip\npip install -U -e .\npip install -U -e .[test]' + phases: pre_build: commands: + - start-dockerd + - ACCOUNT=$(aws --region $AWS_DEFAULT_REGION sts --endpoint-url https://sts.$AWS_DEFAULT_REGION.amazonaws.com get-caller-identity --query 'Account' --output text) + - PREPROD_IMAGE="$ACCOUNT.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/$ECR_REPO" - PR_NUM=$(echo $CODEBUILD_SOURCE_VERSION | grep -o '[0-9]\+') + - BUILD_ID="$(echo $CODEBUILD_BUILD_ID | sed -e 's/:/-/g')" - echo 'Pull request number:' $PR_NUM '. No value means this build is not from pull request.' build: commands: + - TOX_PARALLEL_NO_SPINNER=1 + - PY_COLORS=0 + + # install + - pip3 install -U -e .[test] + + # run linters + - tox -e flake8,twine + + # run unit tests + - tox -e py27,py36,py37 --parallel all test/unit + + # define tags + - GENERIC_TAG="$FRAMEWORK_VERSION-tensorflow-$BUILD_ID" + - DLC_CPU_TAG="$FRAMEWORK_VERSION-dlc-cpu-$BUILD_ID" + - DLC_GPU_TAG="$FRAMEWORK_VERSION-dlc-gpu-$BUILD_ID" + + # run local CPU integration tests (build and push the image to ECR repo) + - test_cmd="pytest test/integration/local --build-image --push-image --dockerfile-type tf --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + - test_cmd="pytest test/integration/local --build-image --push-image --dockerfile-type dlc.cpu --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --tag $DLC_CPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + + # launch remote GPU instance + - prefix='ml.' + - instance_type=${GPU_INSTANCE_TYPE#"$prefix"} + - create-key-pair + - launch-ec2-instance --instance-type $instance_type --ami-name dlami-ubuntu-latest + + # build DLC GPU image because the base DLC image is too big and takes too long to build as part of the test + - python3 setup.py sdist + - build_dir="test/container/$FRAMEWORK_VERSION" + - $(aws ecr get-login --registry-ids $DLC_ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) + - docker build -f "$build_dir/Dockerfile.dlc.gpu" -t $PREPROD_IMAGE:$DLC_GPU_TAG --build-arg region=$AWS_DEFAULT_REGION . + # push DLC GPU image to ECR + - $(aws ecr get-login --registry-ids $ACCOUNT --no-include-email --region $AWS_DEFAULT_REGION) + - docker push $PREPROD_IMAGE:$DLC_GPU_TAG + + # run GPU local integration tests + - printf "$SETUP_CMDS" > $SETUP_FILE + # no reason to rebuild the image again since it was already built and pushed to ECR during CPU tests + - generic_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $GENERIC_TAG" + - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$generic_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\"" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + - dlc_cmd="pytest test/integration/local --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --tag $DLC_GPU_TAG" + - test_cmd="remote-test --github-repo $GITHUB_REPO --test-cmd \"$dlc_cmd\" --setup-file $SETUP_FILE --pr-number \"$PR_NUM\" --skip-setup" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + + # run CPU sagemaker integration tests + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor cpu --instance-type $CPU_INSTANCE_TYPE --tag $DLC_CPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + + # run GPU sagemaker integration tests + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $GENERIC_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + - test_cmd="pytest test/integration/sagemaker --region $AWS_DEFAULT_REGION --docker-base-name $ECR_REPO --account-id $ACCOUNT --framework-version $FRAMEWORK_VERSION --processor gpu --instance-type $GPU_INSTANCE_TYPE --tag $DLC_GPU_TAG" + - execute-command-if-has-matching-changes "$test_cmd" "test/" "src/*.py" "setup.py" "setup.cfg" "buildspec.yml" + finally: + # shut down remote GPU instance + - cleanup-gpu-instances + - cleanup-key-pairs - - error_cmd="echo 'In order to make changes to the docker files, please, use https://github.com/aws/deep-learning-containers repository.' && exit 1" - - execute-command-if-has-matching-changes "$error_cmd" "docker/" + # remove ECR image + - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$GENERIC_TAG + - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_CPU_TAG + - aws ecr batch-delete-image --repository-name $ECR_REPO --region $AWS_DEFAULT_REGION --image-ids imageTag=$DLC_GPU_TAG From cac6bf2091e68fbc122c618c74ebefba958bc008 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 11 Jun 2020 14:17:32 +0000 Subject: [PATCH 089/113] prepare release v10.1.4.post1 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 0dd5ac00..5792ff84 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.4.post1 (2020-06-11) + +### Testing and Release Infrastructure + + * Rename buildspec files. + ## v10.1.4.post0 (2020-06-10) ### Documentation Changes diff --git a/VERSION b/VERSION index 9493fa1b..b3d18f0b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5.dev0 +10.1.4.post1 From 60d8c10bb5214e24ca3a5084bca8159b95810468 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 11 Jun 2020 14:20:32 +0000 Subject: [PATCH 090/113] update development version to v10.1.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index b3d18f0b..9493fa1b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4.post1 +10.1.5.dev0 From a22e3df0faf66b215c24c1bff6f334e14c39d5cf Mon Sep 17 00:00:00 2001 From: Lauren Yu <6631887+laurenyu@users.noreply.github.com> Date: Wed, 17 Jun 2020 09:50:44 -0700 Subject: [PATCH 091/113] infra: add single-instance, multi-process Horovod test for local GPU (#389) --- test/integration/local/test_horovod.py | 39 +++++++++++++++++--------- 1 file changed, 26 insertions(+), 13 deletions(-) diff --git a/test/integration/local/test_horovod.py b/test/integration/local/test_horovod.py index 506fb825..0572f98d 100644 --- a/test/integration/local/test_horovod.py +++ b/test/integration/local/test_horovod.py @@ -22,25 +22,38 @@ RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') +@pytest.mark.skip_cpu +@pytest.mark.skip_generic +def test_distributed_training_horovod_gpu( + sagemaker_local_session, image_uri, tmpdir, framework_version +): + _test_distributed_training_horovod( + 1, 2, sagemaker_local_session, image_uri, tmpdir, framework_version, 'local_gpu' + ) + + @pytest.mark.skip_gpu @pytest.mark.skip_generic -@pytest.mark.parametrize('instances, processes', [ - [1, 2], - (2, 1), - (2, 2), - (5, 2)]) -def test_distributed_training_horovod_basic(instances, - processes, - sagemaker_local_session, - image_uri, - tmpdir, - framework_version): +@pytest.mark.parametrize( + 'instances, processes', [(1, 2), (2, 1), (2, 2), (5, 2)] +) +def test_distributed_training_horovod_cpu( + instances, processes, sagemaker_local_session, image_uri, tmpdir, framework_version +): + _test_distributed_training_horovod( + instances, processes, sagemaker_local_session, image_uri, tmpdir, framework_version, 'local' + ) + + +def _test_distributed_training_horovod( + instances, processes, session, image_uri, tmpdir, framework_version, instance_type +): output_path = 'file://%s' % tmpdir estimator = TensorFlow( entry_point=os.path.join(RESOURCE_PATH, 'hvdbasic', 'train_hvd_basic.py'), role='SageMakerRole', - train_instance_type='local', - sagemaker_session=sagemaker_local_session, + train_instance_type=instance_type, + sagemaker_session=session, train_instance_count=instances, image_name=image_uri, output_path=output_path, From 6aef9e352a08b745489300ad28ff126803ff6625 Mon Sep 17 00:00:00 2001 From: Nadia Yakimakha <32335935+nadiaya@users.noreply.github.com> Date: Wed, 17 Jun 2020 13:13:24 -0700 Subject: [PATCH 092/113] doc: remove confusing information from the Readme. (#387) --- CONTRIBUTING.md | 61 ++++++++++++ README.rst | 247 ++---------------------------------------------- 2 files changed, 71 insertions(+), 237 deletions(-) create mode 100644 CONTRIBUTING.md diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 00000000..5cc14234 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,61 @@ +# Contributing Guidelines + +Thank you for your interest in contributing to our project. Whether it's a bug report, new feature, correction, or additional +documentation, we greatly value feedback and contributions from our community. + +Please read through this document before submitting any issues or pull requests to ensure we have all the necessary +information to effectively respond to your bug report or contribution. + + +## Reporting Bugs/Feature Requests + +We welcome you to use the GitHub issue tracker to report bugs or suggest features. + +When filing an issue, please check [existing open](https://github.com/aws/sagemaker-tensorflow-training-toolkit/issues), or [recently closed](https://github.com/aws/sagemaker-tensorflow-training-toolkit/issues?utf8=%E2%9C%93&q=is%3Aissue%20is%3Aclosed%20), issues to make sure somebody else hasn't already +reported the issue. Please try to include as much information as you can. Details like these are incredibly useful: + +* A reproducible test case or series of steps +* The version of our code being used +* Any modifications you've made relevant to the bug +* Anything unusual about your environment or deployment + + +## Contributing via Pull Requests +Contributions via pull requests are much appreciated. Before sending us a pull request, please ensure that: + +1. You are working against the latest source on the *master* branch. +2. You check existing open, and recently merged, pull requests to make sure someone else hasn't addressed the problem already. +3. You open an issue to discuss any significant work - we would hate for your time to be wasted. + +To send us a pull request, please: + +1. Fork the repository. +2. Modify the source; please focus on the specific change you are contributing. If you also reformat all the code, it will be hard for us to focus on your change. +3. Ensure local tests pass. +4. Commit to your fork using clear commit messages. +5. Send us a pull request, answering any default questions in the pull request interface. +6. Pay attention to any automated CI failures reported in the pull request, and stay involved in the conversation. + +GitHub provides additional document on [forking a repository](https://help.github.com/articles/fork-a-repo/) and +[creating a pull request](https://help.github.com/articles/creating-a-pull-request/). + + +## Finding contributions to work on +Looking at the existing issues is a great way to find something to contribute on. As our projects, by default, use the default GitHub issue labels ((enhancement/bug/duplicate/help wanted/invalid/question/wontfix), looking at any ['help wanted'](https://github.com/aws/sagemaker-tensorflow-training-toolkit/labels/help%20wanted) issues is a great place to start. + + +## Code of Conduct +This project has adopted the [Amazon Open Source Code of Conduct](https://aws.github.io/code-of-conduct). +For more information see the [Code of Conduct FAQ](https://aws.github.io/code-of-conduct-faq) or contact +opensource-codeofconduct@amazon.com with any additional questions or comments. + + +## Security issue notifications +If you discover a potential security issue in this project we ask that you notify AWS/Amazon Security via our [vulnerability reporting page](http://aws.amazon.com/security/vulnerability-reporting/). Please do **not** create a public github issue. + + +## Licensing + +See the [LICENSE](https://github.com/aws/sagemaker-tensorflow-training-toolkit//blob/master/LICENSE) file for our project's licensing. We will ask you to confirm the licensing of your contribution. + +We may ask you to sign a [Contributor License Agreement (CLA)](http://en.wikipedia.org/wiki/Contributor_License_Agreement) for larger changes. diff --git a/README.rst b/README.rst index ced6fae6..92aed6e2 100644 --- a/README.rst +++ b/README.rst @@ -1,256 +1,29 @@ -=============================== -SageMaker TensorFlow Containers -=============================== +===================================== +SageMaker TensorFlow Training Toolkit +===================================== -SageMaker TensorFlow Containers is an open source library for making the -TensorFlow framework run on `Amazon SageMaker `__. +SageMaker TensorFlow Training Toolkit is an open-source library for using TensorFlow to train models on Amazon SageMaker. -This repository also contains Dockerfiles which install this library, TensorFlow, and dependencies -for building SageMaker TensorFlow images. +For inference, see `SageMaker TensorFlow Inference Toolkit `__. -For information on running TensorFlow jobs on SageMaker: `Python -SDK `__. +For the Dockerfiles used for building SageMaker TensorFlow Containers, see `AWS Deep Learning Containers `__. + +For information on running TensorFlow jobs on Amazon SageMaker, please refer to the `SageMaker Python SDK documentation `__. For notebook examples: `SageMaker Notebook Examples `__. -Table of Contents ------------------ - -#. `Getting Started <#getting-started>`__ -#. `Building your Image <#building-your-image>`__ -#. `Running the tests <#running-the-tests>`__ - -Getting Started ---------------- - -Prerequisites -~~~~~~~~~~~~~ - -Make sure you have installed all of the following prerequisites on your -development machine: - -- `Docker `__ - -For Testing on GPU -^^^^^^^^^^^^^^^^^^ - -- `Nvidia-Docker `__ - -Recommended -^^^^^^^^^^^ - -- A Python environment management tool. (e.g. - `PyEnv `__, - `VirtualEnv `__) - -Building your Image -------------------- - -`Amazon SageMaker `__ -utilizes Docker containers to run all training jobs & inference endpoints. - -The Docker images are built from the Dockerfiles specified in -`Docker/ `__. - -The Docker files are grouped based on TensorFlow version and separated -based on Python version and processor type. - -The Docker files for TensorFlow 2.0 are available in the -`tf-2 `__ branch, in -`docker/2.0.0/ `__. - -The Docker images, used to run training & inference jobs, are built from -both corresponding "base" and "final" Dockerfiles. - -Base Images -~~~~~~~~~~~ - -The "base" Dockerfile encompass the installation of the framework and all of the dependencies -needed. It is needed before building image for TensorFlow 1.8.0 and before. -Building a base image is not required for images for TensorFlow 1.9.0 and onwards. - -Tagging scheme is based on --. (e.g. 1.4 -.1-cpu-py2) - -All "final" Dockerfiles build images using base images that use the tagging scheme -above. - -Before building these images, you need to have a pip-installable binary of this repository saved locally. To create the SageMaker Tensorflow Container Python package: - -:: - # Create the binary - git clone https://github.com/aws/sagemaker-tensorflow-container.git - cd sagemaker-tensorflow-container - python setup.py sdist - cp dist/sagemaker_tensorflow_training*.tar.gz docker//sagemaker_tensorflow_training.tar.gz - -Once you have copied the tensorflow_training.tar.gz to the desired location [same directory as the Dockerfile], you can then build the image. - -If you want to build your "base" Docker image, then use: - -:: - - # All build instructions assume you're building from the same directory as the Dockerfile. - - # CPU - docker build -t tensorflow-base:-cpu- -f Dockerfile.cpu . - - # GPU - docker build -t tensorflow-base:-gpu- -f Dockerfile.gpu . - -:: - - # Example - - # CPU - docker build -t tensorflow-base:1.4.1-cpu-py2 -f Dockerfile.cpu . - - # GPU - docker build -t tensorflow-base:1.4.1-gpu-py2 -f Dockerfile.gpu . - -Final Images -~~~~~~~~~~~~ - -The "final" Dockerfiles encompass the installation of the SageMaker specific support code. - -For images of TensorFlow 1.8.0 and before, all "final" Dockerfiles use `base images for building `__. - -These "base" images are specified with the naming convention of -tensorflow-base:--. - -Before building "final" images: - -Build your "base" image. Make sure it is named and tagged in accordance with your "final" -Dockerfile. Skip this step if you want to build image of Tensorflow Version 1.9.0 and above. - -If you want to build "final" Docker images, for versions 1.6 and above, you will first need to download the appropriate tensorflow pip wheel, then pass in its location as a build argument. These can be obtained from pypi. For example, the files for 1.6.0 are here: - -https://pypi.org/project/tensorflow/1.6.0/#files -https://pypi.org/project/tensorflow-gpu/1.6.0/#files - -Note that you need to use the tensorflow-gpu wheel when building the GPU image. - -Then run: - -:: - - # All build instructions assumes you're building from the same directory as the Dockerfile. - - # CPU - docker build -t : --build-arg py_version= --build-arg framework_installable= -f Dockerfile.cpu . - - # GPU - docker build -t : --build-arg py_version= --build-arg framework_installable= -f Dockerfile.gpu . - -:: - - # Example - docker build -t preprod-tensorflow:1.6.0-cpu-py2 --build-arg py_version=2 - --build-arg framework_installable=tensorflow-1.6.0-cp27-cp27mu-manylinux1_x86_64.whl -f Dockerfile.cpu . - -The dockerfiles for 1.4 and 1.5 build from source instead, so when building those, you don't need to download the wheel beforehand: - -:: - - # All build instructions assumes you're building from the same directory as the Dockerfile. - - # CPU - docker build -t : -f Dockerfile.cpu . - - # GPU - docker build -t : -f Dockerfile.gpu . - -:: - - # Example - - # CPU - docker build -t preprod-tensorflow:1.4.1-cpu-py2 -f Dockerfile.cpu . - - # GPU - docker build -t preprod-tensorflow:1.4.1-gpu-py2 -f Dockerfile.gpu . - - -Running the tests ------------------ - -Running the tests requires installation of the SageMaker TensorFlow Container code and its test -dependencies. - -:: - - git clone https://github.com/aws/sagemaker-tensorflow-containers.git - cd sagemaker-tensorflow-containers - pip install -e .[test] - -Tests are defined in -`test/ `__ -and include unit, integration and functional tests. - -Unit Tests -~~~~~~~~~~ - -If you want to run unit tests, then use: - -:: - - # All test instructions should be run from the top level directory - - pytest test/unit - -Integration Tests -~~~~~~~~~~~~~~~~~ - -Running integration tests require `Docker `__ and `AWS -credentials `__, -as the integration tests make calls to a couple AWS services. The integration and functional -tests require configurations specified within their respective -`conftest.py `__.Make sure to update the account-id and region at a minimum. - -Integration tests on GPU require `Nvidia-Docker `__. - -Before running integration tests: - -#. Build your Docker image. -#. Pass in the correct pytest arguments to run tests against your Docker image. - -If you want to run local integration tests, then use: - -:: - - # Required arguments for integration tests are found in test/integ/conftest.py - - pytest test/integration --docker-base-name \ - --tag \ - --framework-version \ - --processor - -:: - - # Example - pytest test/integration --docker-base-name preprod-tensorflow \ - --tag 1.0 \ - --framework-version 1.4.1 \ - --processor cpu - -Functional Tests -~~~~~~~~~~~~~~~~ - -Functional tests are removed from the current branch, please see them in older branch `r1.0 `__. - Contributing ------------ Please read -`CONTRIBUTING.md `__ +`CONTRIBUTING.md `__ for details on our code of conduct, and the process for submitting pull requests to us. License ------- -SageMaker TensorFlow Containers is licensed under the Apache 2.0 License. It is copyright 2018 +SageMaker TensorFlow Training Toolkit is licensed under the Apache 2.0 License. It is copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. The license is available at: http://aws.amazon.com/apache2.0/ From c388688cf5de3b58ab8fcc9a71c78055f669b906 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 18 Jun 2020 14:17:33 +0000 Subject: [PATCH 093/113] prepare release v10.1.4.post2 --- CHANGELOG.md | 10 ++++++++++ VERSION | 2 +- 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 5792ff84..f45204c1 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,15 @@ # Changelog +## v10.1.4.post2 (2020-06-18) + +### Documentation Changes + + * remove confusing information from the Readme. + +### Testing and Release Infrastructure + + * add single-instance, multi-process Horovod test for local GPU + ## v10.1.4.post1 (2020-06-11) ### Testing and Release Infrastructure diff --git a/VERSION b/VERSION index 9493fa1b..42934fac 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5.dev0 +10.1.4.post2 From 98a07e4958b2adfdd33be5edac90a718dbe2238c Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 18 Jun 2020 14:20:29 +0000 Subject: [PATCH 094/113] update development version to v10.1.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 42934fac..9493fa1b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4.post2 +10.1.5.dev0 From 5018469f31c821dc8ee5e24518bbd2fd491cb707 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Thu, 25 Jun 2020 12:44:12 -0700 Subject: [PATCH 095/113] infra: add issue templates (#393) --- .github/ISSUE_TEMPLATE/bug_report.md | 31 +++++++++++++++++++ .github/ISSUE_TEMPLATE/config.yml | 5 +++ .../ISSUE_TEMPLATE/documentation-request.md | 17 ++++++++++ .github/ISSUE_TEMPLATE/feature_request.md | 20 ++++++++++++ setup.py | 2 +- 5 files changed, 74 insertions(+), 1 deletion(-) create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md create mode 100644 .github/ISSUE_TEMPLATE/config.yml create mode 100644 .github/ISSUE_TEMPLATE/documentation-request.md create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md new file mode 100644 index 00000000..978cf8cf --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -0,0 +1,31 @@ +--- +name: Bug report +about: File a report to help us reproduce and fix the problem +title: '' +labels: '' +assignees: '' + +--- + +**Describe the bug** +A clear and concise description of what the bug is. + +**To reproduce** +A clear, step-by-step set of instructions to reproduce the bug. + +**Expected behavior** +A clear and concise description of what you expected to happen. + +**Screenshots or logs** +If applicable, add screenshots or logs to help explain your problem. + +**System information** +A description of your system. Please provide: +- **Toolkit version**: +- **Framework version**: +- **Python version**: +- **CPU or GPU**: +- **Custom Docker image (Y/N)**: + +**Additional context** +Add any other context about the problem here. diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml new file mode 100644 index 00000000..9df79c90 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -0,0 +1,5 @@ +blank_issues_enabled: false +contact_links: + - name: Ask a question + url: https://stackoverflow.com/questions/tagged/amazon-sagemaker + about: Use Stack Overflow to ask and answer questions diff --git a/.github/ISSUE_TEMPLATE/documentation-request.md b/.github/ISSUE_TEMPLATE/documentation-request.md new file mode 100644 index 00000000..b64cd478 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/documentation-request.md @@ -0,0 +1,17 @@ +--- +name: Documentation request +about: Request improved documentation +title: '' +labels: '' +assignees: '' + +--- + +**What did you find confusing? Please describe.** +A clear and concise description of what you found confusing. Ex. I tried to [...] but I didn't understand how to [...] + +**Describe how documentation can be improved** +A clear and concise description of where documentation was lacking and how it can be improved. + +**Additional context** +Add any other context or screenshots about the documentation request here. diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md new file mode 100644 index 00000000..bff1cb4e --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.md @@ -0,0 +1,20 @@ +--- +name: Feature request +about: Suggest new functionality for this toolkit +title: '' +labels: '' +assignees: '' + +--- + +**Describe the feature you'd like** +A clear and concise description of the functionality you want. + +**How would this feature be used? Please describe.** +A clear and concise description of the use case for this feature. Please provide an example, if possible. + +**Describe alternatives you've considered** +A clear and concise description of any alternative solutions or features you've considered. + +**Additional context** +Add any other context or screenshots about the feature request here. diff --git a/setup.py b/setup.py index bc94e5cc..acd41925 100644 --- a/setup.py +++ b/setup.py @@ -32,7 +32,7 @@ def read_version(): test_dependencies = ['tox', 'flake8', 'pytest', 'pytest-cov', 'pytest-xdist', 'mock', 'sagemaker==1.50.1', 'tensorflow<2.0', 'docker-compose', 'boto3==1.10.50', 'six==1.13.0', 'python-dateutil>=2.1,<2.8.1', 'botocore==1.13.50', - 'requests-mock', 'awscli==1.16.314'] + 'requests-mock', 'awscli>=1.16.314'] if sys.version_info.major > 2: test_dependencies.append('sagemaker-experiments==0.1.7') From 1e2d0708eee624db1ccdc7999d826be469a1ff6d Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 29 Jun 2020 14:17:12 +0000 Subject: [PATCH 096/113] prepare release v10.1.4.post3 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index f45204c1..e3907bcf 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.4.post3 (2020-06-29) + +### Testing and Release Infrastructure + + * add issue templates + ## v10.1.4.post2 (2020-06-18) ### Documentation Changes diff --git a/VERSION b/VERSION index 9493fa1b..6d6be348 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5.dev0 +10.1.4.post3 From de5435751426f8b6fea9bcbfa9944ea4ca5f372e Mon Sep 17 00:00:00 2001 From: ci Date: Mon, 29 Jun 2020 14:20:07 +0000 Subject: [PATCH 097/113] update development version to v10.1.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 6d6be348..9493fa1b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4.post3 +10.1.5.dev0 From 89c31e7fc8d08a2937936428b9fa40a42ac347c9 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Tue, 30 Jun 2020 09:09:11 -0700 Subject: [PATCH 098/113] infra: add integration test for MPI env vars propagation (#395) --- test/integration/sagemaker/test_horovod.py | 62 ++++++++++++++----- test/resources/hvdbasic/train_hvd_env_vars.py | 19 ++++++ 2 files changed, 64 insertions(+), 17 deletions(-) create mode 100644 test/resources/hvdbasic/train_hvd_env_vars.py diff --git a/test/integration/sagemaker/test_horovod.py b/test/integration/sagemaker/test_horovod.py index f2e666f8..de7c3ff1 100644 --- a/test/integration/sagemaker/test_horovod.py +++ b/test/integration/sagemaker/test_horovod.py @@ -19,35 +19,63 @@ from sagemaker.tensorflow import TensorFlow from sagemaker.utils import unique_name_from_base -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), "..", "..", "resources") @pytest.mark.skip_generic -def test_distributed_training_horovod(sagemaker_session, - instance_type, - image_uri, - tmpdir, - framework_version): +def test_distributed_training_horovod( + sagemaker_session, instance_type, image_uri, tmpdir, framework_version +): - mpi_options = '-verbose -x orte_base_help_aggregate=0' + mpi_options = "-verbose -x orte_base_help_aggregate=0" estimator = TensorFlow( - entry_point=os.path.join(RESOURCE_PATH, 'mnist', 'horovod_mnist.py'), - role='SageMakerRole', + entry_point=os.path.join(RESOURCE_PATH, "mnist", "horovod_mnist.py"), + role="SageMakerRole", train_instance_type=instance_type, train_instance_count=2, image_name=image_uri, framework_version=framework_version, - py_version='py3', + py_version="py3", script_mode=True, - hyperparameters={'sagemaker_mpi_enabled': True, - 'sagemaker_mpi_custom_mpi_options': mpi_options, - 'sagemaker_mpi_num_of_processes_per_host': 1}, - sagemaker_session=sagemaker_session) + hyperparameters={ + "sagemaker_mpi_enabled": True, + "sagemaker_mpi_custom_mpi_options": mpi_options, + "sagemaker_mpi_num_of_processes_per_host": 1, + }, + sagemaker_session=sagemaker_session, + ) - estimator.fit(job_name=unique_name_from_base('test-tf-horovod')) + estimator.fit(job_name=unique_name_from_base("test-tf-horovod")) model_data_source = sagemaker.local.data.get_data_source_instance( - estimator.model_data, sagemaker_session) + estimator.model_data, sagemaker_session + ) for filename in model_data_source.get_file_list(): - assert os.path.basename(filename) == 'model.tar.gz' + assert os.path.basename(filename) == "model.tar.gz" + + +@pytest.mark.skip_generic +def test_distributed_training_horovod_with_env_vars( + sagemaker_session, instance_type, image_uri, tmpdir, framework_version +): + + mpi_options = "-verbose -x orte_base_help_aggregate=0" + estimator = TensorFlow( + entry_point=os.path.join(RESOURCE_PATH, "hvdbasic", "train_hvd_env_vars.py"), + role="SageMakerRole", + train_instance_type=instance_type, + train_instance_count=2, + image_name=image_uri, + framework_version=framework_version, + py_version="py3", + script_mode=True, + hyperparameters={ + "sagemaker_mpi_enabled": True, + "sagemaker_mpi_custom_mpi_options": mpi_options, + "sagemaker_mpi_num_of_processes_per_host": 2, + }, + sagemaker_session=sagemaker_session, + ) + + estimator.fit(job_name=unique_name_from_base("test-tf-horovod-env-vars")) diff --git a/test/resources/hvdbasic/train_hvd_env_vars.py b/test/resources/hvdbasic/train_hvd_env_vars.py new file mode 100644 index 00000000..31be37e4 --- /dev/null +++ b/test/resources/hvdbasic/train_hvd_env_vars.py @@ -0,0 +1,19 @@ +import json +import os +import horovod.tensorflow as hvd + +hvd.init() + +with open('/opt/ml/model/local-rank-%s-rank-%s' % (hvd.local_rank(), hvd.rank()), 'w+') as f: + basic_info = {'local-rank': hvd.local_rank(), 'rank': hvd.rank(), 'size': hvd.size()} + + print(basic_info) + json.dump(basic_info, f) + +val = os.environ.get('AWS_CONTAINER_CREDENTIALS_RELATIVE_URI') +host = os.environ.get('SM_CURRENT_HOST') + +assert val is not None +assert host is not None + +print('host {}: AWS_CONTAINER_CREDENTIALS_RELATIVE_URI={}'.format(host, val)) From 57c4f93b56a27b2a236d99a64775db0999b12777 Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 1 Jul 2020 14:16:13 +0000 Subject: [PATCH 099/113] prepare release v10.1.4.post4 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index e3907bcf..6f485983 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.4.post4 (2020-07-01) + +### Testing and Release Infrastructure + + * add integration test for MPI env vars propagation + ## v10.1.4.post3 (2020-06-29) ### Testing and Release Infrastructure diff --git a/VERSION b/VERSION index 9493fa1b..afb665a4 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5.dev0 +10.1.4.post4 From e2bb95aa0358b8d86cc6e987f3e9ba9ad9d9d14f Mon Sep 17 00:00:00 2001 From: ci Date: Wed, 1 Jul 2020 14:19:08 +0000 Subject: [PATCH 100/113] update development version to v10.1.5.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index afb665a4..9493fa1b 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.4.post4 +10.1.5.dev0 From c04ccea5b6cf5ef8bbbde8845bc34a58954e4484 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Fri, 21 Aug 2020 11:04:37 -0700 Subject: [PATCH 101/113] fix: call entry_point.run with capture_error=True (#398) * call entry_point.run with capture_error=True * format with black --- .../execute_horovod_training.py | 145 +-- .../train_imagenet_resnet_hvd.py | 1134 ++++++++++------- .../execute_tensorflow_training.py | 62 +- .../tf_cnn_benchmarks/tf_cnn_benchmarks.py | 22 +- setup.py | 71 +- .../s3_utils.py | 12 +- .../training.py | 122 +- test/conftest.py | 180 +-- test/integration/__init__.py | 10 +- test/integration/local/test_horovod.py | 42 +- test/integration/local/test_training.py | 143 ++- test/integration/sagemaker/test_mnist.py | 157 +-- .../sagemaker/test_tuning_model_dir.py | 42 +- test/integration/sagemaker/timeout.py | 4 +- test/resources/hvdbasic/train_hvd_basic.py | 6 +- test/resources/hvdbasic/train_hvd_env_vars.py | 10 +- test/resources/mnist/horovod_mnist.py | 84 +- test/resources/mnist/mnist.py | 40 +- test/resources/mnist/mnist_estimator.py | 233 ++-- test/resources/tuning_model_dir/entry.py | 10 +- test/unit/test_s3_utils.py | 28 +- test/unit/test_training.py | 368 +++--- test/utils/image_utils.py | 43 +- 23 files changed, 1677 insertions(+), 1291 deletions(-) diff --git a/benchmarks/horovod-resnet/execute_horovod_training.py b/benchmarks/horovod-resnet/execute_horovod_training.py index e6ac7609..4b0b9b23 100755 --- a/benchmarks/horovod-resnet/execute_horovod_training.py +++ b/benchmarks/horovod-resnet/execute_horovod_training.py @@ -26,7 +26,7 @@ from sagemaker.tensorflow import TensorFlow dir_path = os.path.dirname(os.path.realpath(__file__)) -benchmark_results_dir = os.path.join('s3://', Session().default_bucket(), 'hvd-benchmarking') +benchmark_results_dir = os.path.join("s3://", Session().default_bucket(), "hvd-benchmarking") @click.group() @@ -35,93 +35,98 @@ def cli(): def generate_report(): - results_dir = os.path.join(dir_path, 'results') + results_dir = os.path.join(dir_path, "results") if os.path.exists(results_dir): shutil.rmtree(results_dir) - subprocess.call(['aws', 's3', 'cp', '--recursive', benchmark_results_dir, results_dir]) + subprocess.call(["aws", "s3", "cp", "--recursive", benchmark_results_dir, results_dir]) jobs = {} for job_name in os.listdir(results_dir): jobs[job_name] = {} - _, instance_type, instance_count, device, py_version, _, _, _, _, _, _, _ = job_name.split('-') + _, instance_type, instance_count, device, py_version, _, _, _, _, _, _, _ = job_name.split( + "-" + ) current_dir = os.path.join(results_dir, job_name) - model_dir = os.path.join(current_dir, 'output', 'model.tar.gz') - subprocess.call(['tar', '-xvzf', model_dir], cwd=current_dir) + model_dir = os.path.join(current_dir, "output", "model.tar.gz") + subprocess.call(["tar", "-xvzf", model_dir], cwd=current_dir) - jobs[job_name]['instance_type'] = instance_type - jobs[job_name]['instance_count'] = instance_count - jobs[job_name]['device'] = device - jobs[job_name]['py_version'] = py_version + jobs[job_name]["instance_type"] = instance_type + jobs[job_name]["instance_count"] = instance_count + jobs[job_name]["device"] = device + jobs[job_name]["py_version"] = py_version - benchmark_log = os.path.join(current_dir, 'benchmark_run.log') + benchmark_log = os.path.join(current_dir, "benchmark_run.log") if os.path.exists(benchmark_log): with open(benchmark_log) as f: data = json.load(f) - - jobs[job_name]['dataset'] = data['dataset']['name'] - jobs[job_name]['num_cores'] = data['machine_config']['cpu_info']['num_cores'] - jobs[job_name]['cpu_info'] = data['machine_config']['cpu_info']['cpu_info'] - jobs[job_name]['mhz_per_cpu'] = data['machine_config']['cpu_info']['mhz_per_cpu'] - jobs[job_name]['gpu_count'] = data['machine_config']['gpu_info']['count'] - jobs[job_name]['gpu_model'] = data['machine_config']['gpu_info']['model'] + jobs[job_name]["dataset"] = data["dataset"]["name"] + jobs[job_name]["num_cores"] = data["machine_config"]["cpu_info"]["num_cores"] + jobs[job_name]["cpu_info"] = data["machine_config"]["cpu_info"]["cpu_info"] + jobs[job_name]["mhz_per_cpu"] = data["machine_config"]["cpu_info"]["mhz_per_cpu"] + jobs[job_name]["gpu_count"] = data["machine_config"]["gpu_info"]["count"] + jobs[job_name]["gpu_model"] = data["machine_config"]["gpu_info"]["model"] def find_value(parameter): - other_key = [k for k in parameter if k != 'name'][0] + other_key = [k for k in parameter if k != "name"][0] return parameter[other_key] - for parameter in data['run_parameters']: - jobs[job_name][parameter['name']] = find_value(parameter) + for parameter in data["run_parameters"]: + jobs[job_name][parameter["name"]] = find_value(parameter) - jobs[job_name]['model_name'] = data['model_name'] - jobs[job_name]['run_date'] = data['run_date'] - jobs[job_name]['tensorflow_version'] = data['tensorflow_version']['version'] - jobs[job_name]['tensorflow_version_git_hash'] = data['tensorflow_version']['git_hash'] + jobs[job_name]["model_name"] = data["model_name"] + jobs[job_name]["run_date"] = data["run_date"] + jobs[job_name]["tensorflow_version"] = data["tensorflow_version"]["version"] + jobs[job_name]["tensorflow_version_git_hash"] = data["tensorflow_version"][ + "git_hash" + ] return pd.DataFrame(jobs) -@cli.command('train') -@click.option('--framework-version', required=True, type=click.Choice(['1.11', '1.12'])) -@click.option('--device', required=True, type=click.Choice(['cpu', 'gpu'])) -@click.option('--py-versions', multiple=True, type=str) -@click.option('--training-input-mode', default='File', type=click.Choice(['File', 'Pipe'])) -@click.option('--networking-isolation/--no-networking-isolation', default=False) -@click.option('--wait/--no-wait', default=False) -@click.option('--security-groups', multiple=True, type=str) -@click.option('--subnets', multiple=True, type=str) -@click.option('--role', default='SageMakerRole', type=str) -@click.option('--instance-counts', multiple=True, type=int) -@click.option('--instance-types', multiple=True, type=str) -@click.argument('script_args', nargs=-1, type=str) -def train(framework_version, - device, - py_versions, - training_input_mode, - networking_isolation, - wait, - security_groups, - subnets, - role, - instance_counts, - instance_types, - script_args): +@cli.command("train") +@click.option("--framework-version", required=True, type=click.Choice(["1.11", "1.12"])) +@click.option("--device", required=True, type=click.Choice(["cpu", "gpu"])) +@click.option("--py-versions", multiple=True, type=str) +@click.option("--training-input-mode", default="File", type=click.Choice(["File", "Pipe"])) +@click.option("--networking-isolation/--no-networking-isolation", default=False) +@click.option("--wait/--no-wait", default=False) +@click.option("--security-groups", multiple=True, type=str) +@click.option("--subnets", multiple=True, type=str) +@click.option("--role", default="SageMakerRole", type=str) +@click.option("--instance-counts", multiple=True, type=int) +@click.option("--instance-types", multiple=True, type=str) +@click.argument("script_args", nargs=-1, type=str) +def train( + framework_version, + device, + py_versions, + training_input_mode, + networking_isolation, + wait, + security_groups, + subnets, + role, + instance_counts, + instance_types, + script_args, +): iterator = itertools.product(instance_types, py_versions, instance_counts) for instance_type, py_version, instance_count in iterator: base_name = job_name(instance_type, instance_count, device, py_version) - mpi_options = '-x HOROVOD_HIERARCHICAL_ALLREDUCE=1 -x HOROVOD_FUSION_THRESHOLD=16777216 -x TF_CPP_MIN_LOG_LEVEL=0 -x HOROVOD_TIMELINE --output-filename /opt/ml/model/hlog' + mpi_options = "-x HOROVOD_HIERARCHICAL_ALLREDUCE=1 -x HOROVOD_FUSION_THRESHOLD=16777216 -x TF_CPP_MIN_LOG_LEVEL=0 -x HOROVOD_TIMELINE --output-filename /opt/ml/model/hlog" estimator = TensorFlow( - entry_point=os.path.join(dir_path, 'train.sh'), + entry_point=os.path.join(dir_path, "train.sh"), role=role, - dependencies=[os.path.join(dir_path, 'train_imagenet_resnet_hvd.py')], + dependencies=[os.path.join(dir_path, "train_imagenet_resnet_hvd.py")], base_job_name=base_name, train_instance_count=instance_count, train_instance_type=instance_type, @@ -129,36 +134,34 @@ def train(framework_version, py_version=py_version, script_mode=True, hyperparameters={ - 'sagemaker_mpi_enabled': True, - 'sagemaker_mpi_num_of_processes_per_host': 8, - 'sagemaker_mpi_custom_mpi_options': mpi_options + "sagemaker_mpi_enabled": True, + "sagemaker_mpi_num_of_processes_per_host": 8, + "sagemaker_mpi_custom_mpi_options": mpi_options, }, output_path=benchmark_results_dir, security_group_ids=security_groups, - subnets=subnets + subnets=subnets, ) estimator.fit(wait=wait) if wait: - artifacts_path = os.path.join(dir_path, 'results', - estimator.latest_training_job.job_name) - model_path = os.path.join(artifacts_path, 'model.tar.gz') + artifacts_path = os.path.join( + dir_path, "results", estimator.latest_training_job.job_name + ) + model_path = os.path.join(artifacts_path, "model.tar.gz") os.makedirs(artifacts_path) - subprocess.call(['aws', 's3', 'cp', estimator.model_data, model_path]) - subprocess.call(['tar', '-xvzf', model_path], cwd=artifacts_path) + subprocess.call(["aws", "s3", "cp", estimator.model_data, model_path]) + subprocess.call(["tar", "-xvzf", model_path], cwd=artifacts_path) + + print("Model downloaded at %s" % model_path) - print('Model downloaded at %s' % model_path) +def job_name(instance_type, instance_count, device, python_version): + instance_typename = instance_type.replace(".", "").replace("ml", "") -def job_name(instance_type, - instance_count, - device, - python_version): - instance_typename = instance_type.replace('.', '').replace('ml', '') + return "hvd-%s-%s-%s-%s" % (instance_typename, instance_count, device, python_version) - return 'hvd-%s-%s-%s-%s' % ( - instance_typename, instance_count, device, python_version) -if __name__ == '__main__': +if __name__ == "__main__": cli() diff --git a/benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py b/benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py index d415c62d..cf0e2486 100644 --- a/benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py +++ b/benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py @@ -51,18 +51,26 @@ from operator import itemgetter from tensorflow.python.util import nest + def rank0log(logger, *args, **kwargs): if hvd.rank() == 0: if logger: - logger.info(''.join([str(x) for x in list(args)])) + logger.info("".join([str(x) for x in list(args)])) else: print(*args, **kwargs) class LayerBuilder(object): - def __init__(self, activation=None, data_format='channels_last', - training=False, use_batch_norm=False, batch_norm_config=None, - conv_initializer=None, adv_bn_init=False): + def __init__( + self, + activation=None, + data_format="channels_last", + training=False, + use_batch_norm=False, + batch_norm_config=None, + conv_initializer=None, + adv_bn_init=False, + ): self.activation = activation self.data_format = data_format self.training = training @@ -72,19 +80,22 @@ def __init__(self, activation=None, data_format='channels_last', self.adv_bn_init = adv_bn_init if self.batch_norm_config is None: self.batch_norm_config = { - 'decay': 0.9, - 'epsilon': 1e-4, - 'scale': True, - 'zero_debias_moving_mean': False, + "decay": 0.9, + "epsilon": 1e-4, + "scale": True, + "zero_debias_moving_mean": False, } def _conv2d(self, inputs, activation, *args, **kwargs): x = tf.layers.conv2d( - inputs, data_format=self.data_format, + inputs, + data_format=self.data_format, use_bias=not self.use_batch_norm, kernel_initializer=self.conv_initializer, activation=None if self.use_batch_norm else activation, - *args, **kwargs) + *args, + **kwargs + ) if self.use_batch_norm: x = self.batch_norm(x) x = activation(x) if activation is not None else x @@ -92,19 +103,23 @@ def _conv2d(self, inputs, activation, *args, **kwargs): def conv2d_linear_last_bn(self, inputs, *args, **kwargs): x = tf.layers.conv2d( - inputs, data_format=self.data_format, + inputs, + data_format=self.data_format, use_bias=False, kernel_initializer=self.conv_initializer, - activation=None, *args, **kwargs) + activation=None, + *args, + **kwargs + ) param_initializers = { - 'moving_mean': tf.zeros_initializer(), - 'moving_variance': tf.ones_initializer(), - 'beta': tf.zeros_initializer(), + "moving_mean": tf.zeros_initializer(), + "moving_variance": tf.ones_initializer(), + "beta": tf.zeros_initializer(), } if self.adv_bn_init: - param_initializers['gamma'] = tf.zeros_initializer() + param_initializers["gamma"] = tf.zeros_initializer() else: - param_initializers['gamma'] = tf.ones_initializer() + param_initializers["gamma"] = tf.ones_initializer() x = self.batch_norm(x, param_initializers=param_initializers) return x @@ -125,19 +140,17 @@ def pad2d(self, inputs, begin, end=None): _ = end[1] except TypeError: end = [end, end] - if self.data_format == 'channels_last': + if self.data_format == "channels_last": padding = [[0, 0], [begin[0], end[0]], [begin[1], end[1]], [0, 0]] else: padding = [[0, 0], [0, 0], [begin[0], end[0]], [begin[1], end[1]]] return tf.pad(inputs, padding) def max_pooling2d(self, inputs, *args, **kwargs): - return tf.layers.max_pooling2d( - inputs, data_format=self.data_format, *args, **kwargs) + return tf.layers.max_pooling2d(inputs, data_format=self.data_format, *args, **kwargs) def average_pooling2d(self, inputs, *args, **kwargs): - return tf.layers.average_pooling2d( - inputs, data_format=self.data_format, *args, **kwargs) + return tf.layers.average_pooling2d(inputs, data_format=self.data_format, *args, **kwargs) def dense_linear(self, inputs, units, **kwargs): return tf.layers.dense(inputs, units, activation=None) @@ -152,72 +165,72 @@ def activate(self, inputs, activation=None): def batch_norm(self, inputs, **kwargs): all_kwargs = dict(self.batch_norm_config) all_kwargs.update(kwargs) - data_format = 'NHWC' if self.data_format == 'channels_last' else 'NCHW' + data_format = "NHWC" if self.data_format == "channels_last" else "NCHW" return tf.contrib.layers.batch_norm( - inputs, is_training=self.training, data_format=data_format, - fused=True, **all_kwargs) + inputs, is_training=self.training, data_format=data_format, fused=True, **all_kwargs + ) def spatial_average2d(self, inputs): shape = inputs.get_shape().as_list() - if self.data_format == 'channels_last': + if self.data_format == "channels_last": n, h, w, c = shape else: n, c, h, w = shape n = -1 if n is None else n - x = tf.layers.average_pooling2d(inputs, (h, w), (1, 1), - data_format=self.data_format) + x = tf.layers.average_pooling2d(inputs, (h, w), (1, 1), data_format=self.data_format) return tf.reshape(x, [n, c]) def flatten2d(self, inputs): x = inputs - if self.data_format != 'channel_last': + if self.data_format != "channel_last": # Note: This ensures the output order matches that of NHWC networks x = tf.transpose(x, [0, 2, 3, 1]) input_shape = x.get_shape().as_list() num_inputs = 1 for dim in input_shape[1:]: num_inputs *= dim - return tf.reshape(x, [-1, num_inputs], name='flatten') + return tf.reshape(x, [-1, num_inputs], name="flatten") def residual2d(self, inputs, network, units=None, scale=1.0, activate=False): outputs = network(inputs) - c_axis = -1 if self.data_format == 'channels_last' else 1 - h_axis = 1 if self.data_format == 'channels_last' else 2 + c_axis = -1 if self.data_format == "channels_last" else 1 + h_axis = 1 if self.data_format == "channels_last" else 2 w_axis = h_axis + 1 ishape, oshape = [y.get_shape().as_list() for y in [inputs, outputs]] ichans, ochans = ishape[c_axis], oshape[c_axis] - strides = ((ishape[h_axis] - 1) // oshape[h_axis] + 1, - (ishape[w_axis] - 1) // oshape[w_axis] + 1) - with tf.name_scope('residual'): - if (ochans != ichans or strides[0] != 1 or strides[1] != 1): - inputs = self.conv2d_linear(inputs, units, 1, strides, 'SAME') + strides = ( + (ishape[h_axis] - 1) // oshape[h_axis] + 1, + (ishape[w_axis] - 1) // oshape[w_axis] + 1, + ) + with tf.name_scope("residual"): + if ochans != ichans or strides[0] != 1 or strides[1] != 1: + inputs = self.conv2d_linear(inputs, units, 1, strides, "SAME") x = inputs + scale * outputs if activate: x = self.activate(x) return x -def resnet_bottleneck_v1(builder, inputs, depth, depth_bottleneck, stride, - basic=False): +def resnet_bottleneck_v1(builder, inputs, depth, depth_bottleneck, stride, basic=False): num_inputs = inputs.get_shape().as_list()[1] x = inputs - with tf.name_scope('resnet_v1'): + with tf.name_scope("resnet_v1"): if depth == num_inputs: if stride == 1: shortcut = x else: shortcut = builder.max_pooling2d(x, 1, stride) else: - shortcut = builder.conv2d_linear(x, depth, 1, stride, 'SAME') + shortcut = builder.conv2d_linear(x, depth, 1, stride, "SAME") if basic: x = builder.pad2d(x, 1) - x = builder.conv2d(x, depth_bottleneck, 3, stride, 'VALID') - x = builder.conv2d_linear(x, depth, 3, 1, 'SAME') + x = builder.conv2d(x, depth_bottleneck, 3, stride, "VALID") + x = builder.conv2d_linear(x, depth, 3, 1, "SAME") else: - x = builder.conv2d(x, depth_bottleneck, 1, 1, 'SAME') - x = builder.conv2d(x, depth_bottleneck, 3, stride, 'SAME') + x = builder.conv2d(x, depth_bottleneck, 1, 1, "SAME") + x = builder.conv2d(x, depth_bottleneck, 3, stride, "SAME") # x = builder.conv2d_linear(x, depth, 1, 1, 'SAME') - x = builder.conv2d_linear_last_bn(x, depth, 1, 1, 'SAME') + x = builder.conv2d_linear_last_bn(x, depth, 1, 1, "SAME") x = tf.nn.relu(x + shortcut) return x @@ -225,8 +238,8 @@ def resnet_bottleneck_v1(builder, inputs, depth, depth_bottleneck, stride, def inference_resnet_v1_impl(builder, inputs, layer_counts, basic=False): x = inputs x = builder.pad2d(x, 3) - x = builder.conv2d(x, 64, 7, 2, 'VALID') - x = builder.max_pooling2d(x, 3, 2, 'SAME') + x = builder.conv2d(x, 64, 7, 2, "VALID") + x = builder.max_pooling2d(x, 3, 2, "SAME") for i in range(layer_counts[0]): x = resnet_bottleneck_v1(builder, x, 256, 64, 1, basic) for i in range(layer_counts[1]): @@ -238,13 +251,25 @@ def inference_resnet_v1_impl(builder, inputs, layer_counts, basic=False): return builder.spatial_average2d(x) -def inference_resnet_v1(inputs, nlayer, data_format='channels_last', - training=False, conv_initializer=None, adv_bn_init=False): +def inference_resnet_v1( + inputs, + nlayer, + data_format="channels_last", + training=False, + conv_initializer=None, + adv_bn_init=False, +): """Deep Residual Networks family of models https://arxiv.org/abs/1512.03385 """ - builder = LayerBuilder(tf.nn.relu, data_format, training, use_batch_norm=True, - conv_initializer=conv_initializer, adv_bn_init=adv_bn_init) + builder = LayerBuilder( + tf.nn.relu, + data_format, + training, + use_batch_norm=True, + conv_initializer=conv_initializer, + adv_bn_init=adv_bn_init, + ) if nlayer == 18: return inference_resnet_v1_impl(builder, inputs, [2, 2, 2, 2], basic=True) elif nlayer == 34: @@ -256,83 +281,95 @@ def inference_resnet_v1(inputs, nlayer, data_format='channels_last', elif nlayer == 152: return inference_resnet_v1_impl(builder, inputs, [3, 8, 36, 3]) else: - raise ValueError("Invalid nlayer (%i); must be one of: 18,34,50,101,152" % - nlayer) + raise ValueError("Invalid nlayer (%i); must be one of: 18,34,50,101,152" % nlayer) def get_model_func(model_name): - if model_name.startswith('resnet'): - nlayer = int(model_name[len('resnet'):]) - return lambda images, *args, **kwargs: \ - inference_resnet_v1(images, nlayer, *args, **kwargs) + if model_name.startswith("resnet"): + nlayer = int(model_name[len("resnet") :]) + return lambda images, *args, **kwargs: inference_resnet_v1(images, nlayer, *args, **kwargs) else: raise ValueError("Invalid model type: %s" % model_name) def deserialize_image_record(record): feature_map = { - 'image/encoded': tf.FixedLenFeature([], tf.string, ''), - 'image/class/label': tf.FixedLenFeature([1], tf.int64, -1), - 'image/class/text': tf.FixedLenFeature([], tf.string, ''), - 'image/object/bbox/xmin': tf.VarLenFeature(dtype=tf.float32), - 'image/object/bbox/ymin': tf.VarLenFeature(dtype=tf.float32), - 'image/object/bbox/xmax': tf.VarLenFeature(dtype=tf.float32), - 'image/object/bbox/ymax': tf.VarLenFeature(dtype=tf.float32) + "image/encoded": tf.FixedLenFeature([], tf.string, ""), + "image/class/label": tf.FixedLenFeature([1], tf.int64, -1), + "image/class/text": tf.FixedLenFeature([], tf.string, ""), + "image/object/bbox/xmin": tf.VarLenFeature(dtype=tf.float32), + "image/object/bbox/ymin": tf.VarLenFeature(dtype=tf.float32), + "image/object/bbox/xmax": tf.VarLenFeature(dtype=tf.float32), + "image/object/bbox/ymax": tf.VarLenFeature(dtype=tf.float32), } - with tf.name_scope('deserialize_image_record'): + with tf.name_scope("deserialize_image_record"): obj = tf.parse_single_example(record, feature_map) - imgdata = obj['image/encoded'] - label = tf.cast(obj['image/class/label'], tf.int32) - bbox = tf.stack([obj['image/object/bbox/%s' % x].values - for x in ['ymin', 'xmin', 'ymax', 'xmax']]) + imgdata = obj["image/encoded"] + label = tf.cast(obj["image/class/label"], tf.int32) + bbox = tf.stack( + [obj["image/object/bbox/%s" % x].values for x in ["ymin", "xmin", "ymax", "xmax"]] + ) bbox = tf.transpose(tf.expand_dims(bbox, 0), [0, 2, 1]) - text = obj['image/class/text'] + text = obj["image/class/text"] return imgdata, label, bbox, text def decode_jpeg(imgdata, channels=3): - return tf.image.decode_jpeg(imgdata, channels=channels, - fancy_upscaling=False, - dct_method='INTEGER_FAST') + return tf.image.decode_jpeg( + imgdata, channels=channels, fancy_upscaling=False, dct_method="INTEGER_FAST" + ) -def crop_and_resize_image(image, original_bbox, height, width, - distort=False, nsummary=10): - with tf.name_scope('crop_and_resize'): +def crop_and_resize_image(image, original_bbox, height, width, distort=False, nsummary=10): + with tf.name_scope("crop_and_resize"): # Evaluation is done on a center-crop of this ratio eval_crop_ratio = 0.8 if distort: - initial_shape = [int(round(height / eval_crop_ratio)), - int(round(width / eval_crop_ratio)), - 3] - bbox_begin, bbox_size, bbox = \ - tf.image.sample_distorted_bounding_box( - initial_shape, - bounding_boxes=tf.constant([0.0, 0.0, 1.0, 1.0], dtype=tf.float32, shape=[1, 1, 4]), - # tf.zeros(shape=[1,0,4]), # No bounding boxes - min_object_covered=0.1, - aspect_ratio_range=[3. / 4., 4. / 3.], - area_range=[0.08, 1.0], - max_attempts=100, - seed=11 * hvd.rank(), # Need to set for deterministic results - use_image_if_no_bounding_boxes=True) + initial_shape = [ + int(round(height / eval_crop_ratio)), + int(round(width / eval_crop_ratio)), + 3, + ] + bbox_begin, bbox_size, bbox = tf.image.sample_distorted_bounding_box( + initial_shape, + bounding_boxes=tf.constant([0.0, 0.0, 1.0, 1.0], dtype=tf.float32, shape=[1, 1, 4]), + # tf.zeros(shape=[1,0,4]), # No bounding boxes + min_object_covered=0.1, + aspect_ratio_range=[3.0 / 4.0, 4.0 / 3.0], + area_range=[0.08, 1.0], + max_attempts=100, + seed=11 * hvd.rank(), # Need to set for deterministic results + use_image_if_no_bounding_boxes=True, + ) bbox = bbox[0, 0] # Remove batch, box_idx dims else: # Central crop ratio_y = ratio_x = eval_crop_ratio - bbox = tf.constant([0.5 * (1 - ratio_y), 0.5 * (1 - ratio_x), - 0.5 * (1 + ratio_y), 0.5 * (1 + ratio_x)]) - image = tf.image.crop_and_resize( - image[None, :, :, :], bbox[None, :], [0], [height, width])[0] + bbox = tf.constant( + [0.5 * (1 - ratio_y), 0.5 * (1 - ratio_x), 0.5 * (1 + ratio_y), 0.5 * (1 + ratio_x)] + ) + image = tf.image.crop_and_resize(image[None, :, :, :], bbox[None, :], [0], [height, width])[ + 0 + ] return image -def parse_and_preprocess_image_record(record, counter, height, width, - brightness, contrast, saturation, hue, - distort=False, nsummary=10, increased_aug=False): +def parse_and_preprocess_image_record( + record, + counter, + height, + width, + brightness, + contrast, + saturation, + hue, + distort=False, + nsummary=10, + increased_aug=False, +): imgdata, label, bbox, text = deserialize_image_record(record) label -= 1 # Change to 0-based (don't use background class) - with tf.name_scope('preprocess_train'): + with tf.name_scope("preprocess_train"): try: image = decode_jpeg(imgdata, channels=3) except: @@ -342,24 +379,44 @@ def parse_and_preprocess_image_record(record, counter, height, width, image = tf.image.random_flip_left_right(image) if increased_aug: image = tf.image.random_brightness(image, max_delta=brightness) - image = distort_image_ops.random_hsv_in_yiq(image, - lower_saturation=saturation, - upper_saturation=2.0 - saturation, - max_delta_hue=hue * math.pi) + image = distort_image_ops.random_hsv_in_yiq( + image, + lower_saturation=saturation, + upper_saturation=2.0 - saturation, + max_delta_hue=hue * math.pi, + ) image = tf.image.random_contrast(image, lower=contrast, upper=2.0 - contrast) - tf.summary.image('distorted_color_image', tf.expand_dims(image, 0)) - image = tf.clip_by_value(image, 0., 255.) + tf.summary.image("distorted_color_image", tf.expand_dims(image, 0)) + image = tf.clip_by_value(image, 0.0, 255.0) image = tf.cast(image, tf.uint8) return image, label -def make_dataset(filenames, take_count, batch_size, height, width, - brightness, contrast, saturation, hue, - training=False, num_threads=10, nsummary=10, shard=False, synthetic=False, - increased_aug=False): + +def make_dataset( + filenames, + take_count, + batch_size, + height, + width, + brightness, + contrast, + saturation, + hue, + training=False, + num_threads=10, + nsummary=10, + shard=False, + synthetic=False, + increased_aug=False, +): if synthetic and training: input_shape = [height, width, 3] - input_element = nest.map_structure(lambda s: tf.constant(0.5, tf.float32, s), tf.TensorShape(input_shape)) - label_element = nest.map_structure(lambda s: tf.constant(1, tf.int32, s), tf.TensorShape([1])) + input_element = nest.map_structure( + lambda s: tf.constant(0.5, tf.float32, s), tf.TensorShape(input_shape) + ) + label_element = nest.map_structure( + lambda s: tf.constant(1, tf.int32, s), tf.TensorShape([1]) + ) element = (input_element, label_element) ds = tf.data.Dataset.from_tensors(element).repeat() else: @@ -380,16 +437,29 @@ def make_dataset(filenames, take_count, batch_size, height, width, if training: ds = ds.shuffle(1000, seed=7 * (1 + hvd.rank())) - ds = ds.interleave( - tf.data.TFRecordDataset, cycle_length=num_readers, block_length=1) + ds = ds.interleave(tf.data.TFRecordDataset, cycle_length=num_readers, block_length=1) counter = tf.data.Dataset.range(sys.maxsize) ds = tf.data.Dataset.zip((ds, counter)) preproc_func = lambda record, counter_: parse_and_preprocess_image_record( - record, counter_, height, width, brightness, contrast, saturation, hue, - distort=training, nsummary=nsummary if training else 0, increased_aug=increased_aug) + record, + counter_, + height, + width, + brightness, + contrast, + saturation, + hue, + distort=training, + nsummary=nsummary if training else 0, + increased_aug=increased_aug, + ) ds = ds.map(preproc_func, num_parallel_calls=num_threads) if training: - ds = ds.apply(tf.data.experimental.shuffle_and_repeat(shuffle_buffer_size, seed=5*(1+hvd.rank()))) + ds = ds.apply( + tf.data.experimental.shuffle_and_repeat( + shuffle_buffer_size, seed=5 * (1 + hvd.rank()) + ) + ) ds = ds.batch(batch_size) return ds @@ -399,18 +469,19 @@ def stage(tensors): """ stage_area = data_flow_ops.StagingArea( dtypes=[tensor.dtype for tensor in tensors], - shapes=[tensor.get_shape() for tensor in tensors]) + shapes=[tensor.get_shape() for tensor in tensors], + ) put_op = stage_area.put(tensors) get_tensors = stage_area.get() - tf.add_to_collection('STAGING_AREA_PUTS', put_op) + tf.add_to_collection("STAGING_AREA_PUTS", put_op) return put_op, get_tensors class PrefillStagingAreasHook(tf.train.SessionRunHook): def after_create_session(self, session, coord): - enqueue_ops = tf.get_collection('STAGING_AREA_PUTS') + enqueue_ops = tf.get_collection("STAGING_AREA_PUTS") for i in range(len(enqueue_ops)): - session.run(enqueue_ops[:i + 1]) + session.run(enqueue_ops[: i + 1]) class LogSessionRunHook(tf.train.SessionRunHook): @@ -421,15 +492,15 @@ def __init__(self, global_batch_size, num_records, display_every=10, logger=None self.logger = logger def after_create_session(self, session, coord): - rank0log(self.logger, ' Step Epoch Speed Loss FinLoss LR') - self.elapsed_secs = 0. + rank0log(self.logger, " Step Epoch Speed Loss FinLoss LR") + self.elapsed_secs = 0.0 self.count = 0 def before_run(self, run_context): self.t0 = time.time() return tf.train.SessionRunArgs( - fetches=[tf.train.get_global_step(), - 'loss:0', 'total_loss:0', 'learning_rate:0']) + fetches=[tf.train.get_global_step(), "loss:0", "total_loss:0", "learning_rate:0"] + ) def after_run(self, run_context, run_values): self.elapsed_secs += time.time() - self.t0 @@ -439,25 +510,37 @@ def after_run(self, run_context, run_values): dt = self.elapsed_secs / self.count img_per_sec = self.global_batch_size / dt epoch = global_step * self.global_batch_size / self.num_records - self.logger.info('%6i %5.1f %7.1f %6.3f %6.3f %7.5f' % - (global_step, epoch, img_per_sec, loss, total_loss, lr)) - self.elapsed_secs = 0. + self.logger.info( + "%6i %5.1f %7.1f %6.3f %6.3f %7.5f" + % (global_step, epoch, img_per_sec, loss, total_loss, lr) + ) + self.elapsed_secs = 0.0 self.count = 0 -def _fp32_trainvar_getter(getter, name, shape=None, dtype=None, - trainable=True, regularizer=None, - *args, **kwargs): +def _fp32_trainvar_getter( + getter, name, shape=None, dtype=None, trainable=True, regularizer=None, *args, **kwargs +): storage_dtype = tf.float32 if trainable else dtype - variable = getter(name, shape, dtype=storage_dtype, - trainable=trainable, - regularizer=regularizer if trainable and 'BatchNorm' not in name and 'batchnorm' not in name and 'batch_norm' not in name and 'Batch_Norm' not in name else None, - *args, **kwargs) + variable = getter( + name, + shape, + dtype=storage_dtype, + trainable=trainable, + regularizer=regularizer + if trainable + and "BatchNorm" not in name + and "batchnorm" not in name + and "batch_norm" not in name + and "Batch_Norm" not in name + else None, + *args, + **kwargs + ) if trainable and dtype != tf.float32: - cast_name = name + '/fp16_cast' + cast_name = name + "/fp16_cast" try: - cast_variable = tf.get_default_graph().get_tensor_by_name( - cast_name + ':0') + cast_variable = tf.get_default_graph().get_tensor_by_name(cast_name + ":0") except KeyError: cast_variable = tf.cast(variable, dtype, name=cast_name) cast_variable._ref = variable._ref @@ -465,31 +548,26 @@ def _fp32_trainvar_getter(getter, name, shape=None, dtype=None, return variable -def fp32_trainable_vars(name='fp32_vars', *args, **kwargs): +def fp32_trainable_vars(name="fp32_vars", *args, **kwargs): """A varible scope with custom variable getter to convert fp16 trainable variables with fp32 storage followed by fp16 cast. """ - return tf.variable_scope( - name, custom_getter=_fp32_trainvar_getter, *args, **kwargs) + return tf.variable_scope(name, custom_getter=_fp32_trainvar_getter, *args, **kwargs) class MixedPrecisionOptimizer(tf.train.Optimizer): """An optimizer that updates trainable variables in fp32.""" - def __init__(self, optimizer, - scale=None, - name="MixedPrecisionOptimizer", - use_locking=False): - super(MixedPrecisionOptimizer, self).__init__( - name=name, use_locking=use_locking) + def __init__(self, optimizer, scale=None, name="MixedPrecisionOptimizer", use_locking=False): + super(MixedPrecisionOptimizer, self).__init__(name=name, use_locking=use_locking) self._optimizer = optimizer self._scale = float(scale) if scale is not None else 1.0 def compute_gradients(self, loss, var_list=None, *args, **kwargs): if var_list is None: - var_list = ( - tf.trainable_variables() + - tf.get_collection(tf.GraphKeys.TRAINABLE_RESOURCE_VARIABLES)) + var_list = tf.trainable_variables() + tf.get_collection( + tf.GraphKeys.TRAINABLE_RESOURCE_VARIABLES + ) replaced_list = var_list @@ -503,7 +581,7 @@ def compute_gradients(self, loss, var_list=None, *args, **kwargs): if var is not orig_var: grad = tf.cast(grad, orig_var.dtype) if self._scale != 1.0: - grad = tf.scalar_mul(1. / self._scale, grad) + grad = tf.scalar_mul(1.0 / self._scale, grad) final_gradvar.append((grad, orig_var)) return final_gradvar @@ -511,6 +589,7 @@ def compute_gradients(self, loss, var_list=None, *args, **kwargs): def apply_gradients(self, *args, **kwargs): return self._optimizer.apply_gradients(*args, **kwargs) + class LarcOptimizer(tf.train.Optimizer): """ LARC implementation ------------------- @@ -524,10 +603,17 @@ class LarcOptimizer(tf.train.Optimizer): - use_locking """ - def __init__(self, optimizer, learning_rate, eta, clip=True, epsilon=1., - name="LarcOptimizer", use_locking=False): - super(LarcOptimizer, self).__init__( - name=name, use_locking=use_locking) + def __init__( + self, + optimizer, + learning_rate, + eta, + clip=True, + epsilon=1.0, + name="LarcOptimizer", + use_locking=False, + ): + super(LarcOptimizer, self).__init__(name=name, use_locking=use_locking) self._optimizer = optimizer self._learning_rate = learning_rate self._eta = float(eta) @@ -539,16 +625,13 @@ def compute_gradients(self, *args, **kwargs): def apply_gradients(self, gradvars, *args, **kwargs): v_list = [tf.norm(tensor=v, ord=2) for _, v in gradvars] - g_list = [tf.norm(tensor=g, ord=2) if g is not None else 0.0 - for g, _ in gradvars] + g_list = [tf.norm(tensor=g, ord=2) if g is not None else 0.0 for g, _ in gradvars] v_norms = tf.stack(v_list) g_norms = tf.stack(g_list) zeds = tf.zeros_like(v_norms) # assign epsilon if weights or grads = 0, to avoid division by zero # also prevent biases to get stuck at initialization (0.) - cond = tf.logical_and( - tf.not_equal(v_norms, zeds), - tf.not_equal(g_norms, zeds)) + cond = tf.logical_and(tf.not_equal(v_norms, zeds), tf.not_equal(g_norms, zeds)) true_vals = tf.scalar_mul(self._eta, tf.div(v_norms, g_norms)) # true_vals = tf.scalar_mul(tf.cast(self._eta, tf.float32), tf.div(tf.cast(v_norms, tf.float32), tf.cast(g_norms, tf.float32))) false_vals = tf.fill(tf.shape(v_norms), self._epsilon) @@ -561,9 +644,10 @@ def apply_gradients(self, gradvars, *args, **kwargs): # for which learning rate is already fixed # We then have to scale the gradients instead of the learning rate. larc_local_lr = tf.minimum(tf.div(larc_local_lr, lr), ones) - gradvars = [(tf.multiply(larc_local_lr[i], g), v) - if g is not None else (None, v) - for i, (g, v) in enumerate(gradvars)] + gradvars = [ + (tf.multiply(larc_local_lr[i], g), v) if g is not None else (None, v) + for i, (g, v) in enumerate(gradvars) + ] return self._optimizer.apply_gradients(gradvars, *args, **kwargs) @@ -571,45 +655,64 @@ def get_with_default(obj, key, default_value): return obj[key] if key in obj and obj[key] is not None else default_value -def get_lr(lr, steps, lr_steps, warmup_it, decay_steps, global_step, lr_decay_mode, - cdr_first_decay_ratio, cdr_t_mul, cdr_m_mul, cdr_alpha, lc_periods, lc_alpha, lc_beta): - if lr_decay_mode == 'steps': - learning_rate = tf.train.piecewise_constant(global_step, - steps, lr_steps) - elif lr_decay_mode == 'poly' or lr_decay_mode == 'poly_cycle': - cycle = lr_decay_mode == 'poly_cycle' - learning_rate = tf.train.polynomial_decay(lr, - global_step - warmup_it, - decay_steps=decay_steps - warmup_it, - end_learning_rate=0.00001, - power=2, - cycle=cycle) - elif lr_decay_mode == 'cosine_decay_restarts': - learning_rate = tf.train.cosine_decay_restarts(lr, - global_step - warmup_it, - (decay_steps - warmup_it) * cdr_first_decay_ratio, - t_mul=cdr_t_mul, - m_mul=cdr_m_mul, - alpha=cdr_alpha) - elif lr_decay_mode == 'cosine': - learning_rate = tf.train.cosine_decay(lr, - global_step - warmup_it, - decay_steps=decay_steps - warmup_it, - alpha=0.0) - elif lr_decay_mode == 'linear_cosine': - learning_rate = tf.train.linear_cosine_decay(lr, - global_step - warmup_it, - decay_steps=decay_steps - warmup_it, - num_periods=lc_periods,#0.47, - alpha=lc_alpha,#0.0, - beta=lc_beta)#0.00001) +def get_lr( + lr, + steps, + lr_steps, + warmup_it, + decay_steps, + global_step, + lr_decay_mode, + cdr_first_decay_ratio, + cdr_t_mul, + cdr_m_mul, + cdr_alpha, + lc_periods, + lc_alpha, + lc_beta, +): + if lr_decay_mode == "steps": + learning_rate = tf.train.piecewise_constant(global_step, steps, lr_steps) + elif lr_decay_mode == "poly" or lr_decay_mode == "poly_cycle": + cycle = lr_decay_mode == "poly_cycle" + learning_rate = tf.train.polynomial_decay( + lr, + global_step - warmup_it, + decay_steps=decay_steps - warmup_it, + end_learning_rate=0.00001, + power=2, + cycle=cycle, + ) + elif lr_decay_mode == "cosine_decay_restarts": + learning_rate = tf.train.cosine_decay_restarts( + lr, + global_step - warmup_it, + (decay_steps - warmup_it) * cdr_first_decay_ratio, + t_mul=cdr_t_mul, + m_mul=cdr_m_mul, + alpha=cdr_alpha, + ) + elif lr_decay_mode == "cosine": + learning_rate = tf.train.cosine_decay( + lr, global_step - warmup_it, decay_steps=decay_steps - warmup_it, alpha=0.0 + ) + elif lr_decay_mode == "linear_cosine": + learning_rate = tf.train.linear_cosine_decay( + lr, + global_step - warmup_it, + decay_steps=decay_steps - warmup_it, + num_periods=lc_periods, # 0.47, + alpha=lc_alpha, # 0.0, + beta=lc_beta, + ) # 0.00001) else: - raise ValueError('Invalid type of lr_decay_mode') + raise ValueError("Invalid type of lr_decay_mode") return learning_rate def warmup_decay(warmup_lr, global_step, warmup_steps, warmup_end_lr): from tensorflow.python.ops import math_ops + p = tf.cast(global_step, tf.float32) / tf.cast(warmup_steps, tf.float32) diff = math_ops.subtract(warmup_end_lr, warmup_lr) res = math_ops.add(warmup_lr, math_ops.multiply(diff, p)) @@ -618,40 +721,40 @@ def warmup_decay(warmup_lr, global_step, warmup_steps, warmup_end_lr): def cnn_model_function(features, labels, mode, params): labels = tf.reshape(labels, (-1,)) # Squash unnecessary unary dim - lr = params['lr'] - lr_steps = params['lr_steps'] - steps = params['steps'] - use_larc = params['use_larc'] - leta = params['leta'] - lr_decay_mode = params['lr_decay_mode'] - decay_steps = params['decay_steps'] - cdr_first_decay_ratio = params['cdr_first_decay_ratio'] - cdr_t_mul = params['cdr_t_mul'] - cdr_m_mul = params['cdr_m_mul'] - cdr_alpha = params['cdr_alpha'] - lc_periods = params['lc_periods'] - lc_alpha = params['lc_alpha'] - lc_beta = params['lc_beta'] - - model_name = params['model'] - num_classes = params['n_classes'] - model_dtype = get_with_default(params, 'dtype', tf.float32) - model_format = get_with_default(params, 'format', 'channels_first') - device = get_with_default(params, 'device', '/gpu:0') + lr = params["lr"] + lr_steps = params["lr_steps"] + steps = params["steps"] + use_larc = params["use_larc"] + leta = params["leta"] + lr_decay_mode = params["lr_decay_mode"] + decay_steps = params["decay_steps"] + cdr_first_decay_ratio = params["cdr_first_decay_ratio"] + cdr_t_mul = params["cdr_t_mul"] + cdr_m_mul = params["cdr_m_mul"] + cdr_alpha = params["cdr_alpha"] + lc_periods = params["lc_periods"] + lc_alpha = params["lc_alpha"] + lc_beta = params["lc_beta"] + + model_name = params["model"] + num_classes = params["n_classes"] + model_dtype = get_with_default(params, "dtype", tf.float32) + model_format = get_with_default(params, "format", "channels_first") + device = get_with_default(params, "device", "/gpu:0") model_func = get_model_func(model_name) inputs = features # TODO: Should be using feature columns? - is_training = (mode == tf.estimator.ModeKeys.TRAIN) - momentum = params['mom'] - weight_decay = params['wdecay'] - warmup_lr = params['warmup_lr'] - warmup_it = params['warmup_it'] - loss_scale = params['loss_scale'] + is_training = mode == tf.estimator.ModeKeys.TRAIN + momentum = params["mom"] + weight_decay = params["wdecay"] + warmup_lr = params["warmup_lr"] + warmup_it = params["warmup_it"] + loss_scale = params["loss_scale"] - adv_bn_init = params['adv_bn_init'] - conv_init = params['conv_init'] + adv_bn_init = params["adv_bn_init"] + conv_init = params["conv_init"] if mode == tf.estimator.ModeKeys.TRAIN: - with tf.device('/cpu:0'): + with tf.device("/cpu:0"): preload_op, (inputs, labels) = stage([inputs, labels]) with tf.device(device): @@ -661,73 +764,87 @@ def cnn_model_function(features, labels, mode, params): imagenet_mean = np.array([121, 115, 100], dtype=np.float32) imagenet_std = np.array([70, 68, 71], dtype=np.float32) inputs = tf.subtract(inputs, imagenet_mean) - inputs = tf.multiply(inputs, 1. / imagenet_std) - if model_format == 'channels_first': + inputs = tf.multiply(inputs, 1.0 / imagenet_std) + if model_format == "channels_first": inputs = tf.transpose(inputs, [0, 3, 1, 2]) - with fp32_trainable_vars( - regularizer=tf.contrib.layers.l2_regularizer(weight_decay)): + with fp32_trainable_vars(regularizer=tf.contrib.layers.l2_regularizer(weight_decay)): top_layer = model_func( - inputs, data_format=model_format, training=is_training, - conv_initializer=conv_init, adv_bn_init=adv_bn_init) - logits = tf.layers.dense(top_layer, num_classes, - kernel_initializer=tf.random_normal_initializer(stddev=0.01)) + inputs, + data_format=model_format, + training=is_training, + conv_initializer=conv_init, + adv_bn_init=adv_bn_init, + ) + logits = tf.layers.dense( + top_layer, num_classes, kernel_initializer=tf.random_normal_initializer(stddev=0.01) + ) predicted_classes = tf.argmax(logits, axis=1, output_type=tf.int32) logits = tf.cast(logits, tf.float32) if mode == tf.estimator.ModeKeys.PREDICT: probabilities = tf.softmax(logits) predictions = { - 'class_ids': predicted_classes[:, None], - 'probabilities': probabilities, - 'logits': logits + "class_ids": predicted_classes[:, None], + "probabilities": probabilities, + "logits": logits, } return tf.estimator.EstimatorSpec(mode, predictions=predictions) - loss = tf.losses.sparse_softmax_cross_entropy( - logits=logits, labels=labels) - loss = tf.identity(loss, name='loss') # For access by logger (TODO: Better way to access it?) + loss = tf.losses.sparse_softmax_cross_entropy(logits=logits, labels=labels) + loss = tf.identity( + loss, name="loss" + ) # For access by logger (TODO: Better way to access it?) if mode == tf.estimator.ModeKeys.EVAL: with tf.device(None): # Allow fallback to CPU if no GPU support for these ops - accuracy = tf.metrics.accuracy( - labels=labels, predictions=predicted_classes) - top5acc = tf.metrics.mean( - tf.cast(tf.nn.in_top_k(logits, labels, 5), tf.float32)) + accuracy = tf.metrics.accuracy(labels=labels, predictions=predicted_classes) + top5acc = tf.metrics.mean(tf.cast(tf.nn.in_top_k(logits, labels, 5), tf.float32)) newaccuracy = (hvd.allreduce(accuracy[0]), accuracy[1]) newtop5acc = (hvd.allreduce(top5acc[0]), top5acc[1]) - metrics = {'val-top1acc': newaccuracy, 'val-top5acc': newtop5acc} - return tf.estimator.EstimatorSpec( - mode, loss=loss, eval_metric_ops=metrics) + metrics = {"val-top1acc": newaccuracy, "val-top5acc": newtop5acc} + return tf.estimator.EstimatorSpec(mode, loss=loss, eval_metric_ops=metrics) - assert (mode == tf.estimator.ModeKeys.TRAIN) + assert mode == tf.estimator.ModeKeys.TRAIN reg_losses = tf.get_collection(tf.GraphKeys.REGULARIZATION_LOSSES) - total_loss = tf.add_n([loss] + reg_losses, name='total_loss') + total_loss = tf.add_n([loss] + reg_losses, name="total_loss") batch_size = tf.shape(inputs)[0] global_step = tf.train.get_global_step() - with tf.device('/cpu:0'): # Allow fallback to CPU if no GPU support for these ops - learning_rate = tf.cond(global_step < warmup_it, - lambda: warmup_decay(warmup_lr, global_step, warmup_it, - lr), - lambda: get_lr(lr, steps, lr_steps, warmup_it, decay_steps, global_step, - lr_decay_mode, - cdr_first_decay_ratio, cdr_t_mul, cdr_m_mul, cdr_alpha, - lc_periods, lc_alpha, lc_beta)) - learning_rate = tf.identity(learning_rate, 'learning_rate') - tf.summary.scalar('learning_rate', learning_rate) - - opt = tf.train.MomentumOptimizer( - learning_rate, momentum, use_nesterov=True) + with tf.device("/cpu:0"): # Allow fallback to CPU if no GPU support for these ops + learning_rate = tf.cond( + global_step < warmup_it, + lambda: warmup_decay(warmup_lr, global_step, warmup_it, lr), + lambda: get_lr( + lr, + steps, + lr_steps, + warmup_it, + decay_steps, + global_step, + lr_decay_mode, + cdr_first_decay_ratio, + cdr_t_mul, + cdr_m_mul, + cdr_alpha, + lc_periods, + lc_alpha, + lc_beta, + ), + ) + learning_rate = tf.identity(learning_rate, "learning_rate") + tf.summary.scalar("learning_rate", learning_rate) + + opt = tf.train.MomentumOptimizer(learning_rate, momentum, use_nesterov=True) opt = hvd.DistributedOptimizer(opt) if use_larc: opt = LarcOptimizer(opt, learning_rate, leta, clip=True) opt = MixedPrecisionOptimizer(opt, scale=loss_scale) update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS) or [] with tf.control_dependencies(update_ops): - gate_gradients = (tf.train.Optimizer.GATE_NONE) + gate_gradients = tf.train.Optimizer.GATE_NONE train_op = opt.minimize( - total_loss, global_step=tf.train.get_global_step(), - gate_gradients=gate_gradients) + total_loss, global_step=tf.train.get_global_step(), gate_gradients=gate_gradients + ) train_op = tf.group(preload_op, gpucopy_op, train_op) # , update_ops) return tf.estimator.EstimatorSpec(mode, loss=total_loss, train_op=train_op) @@ -741,158 +858,234 @@ def count_records(tf_record_filename): return count nfile = len(filenames) - return (count_records(filenames[0]) * (nfile - 1) + - count_records(filenames[-1])) + return count_records(filenames[0]) * (nfile - 1) + count_records(filenames[-1]) def add_bool_argument(cmdline, shortname, longname=None, default=False, help=None): if longname is None: shortname, longname = None, shortname elif default == True: - raise ValueError("""Boolean arguments that are True by default should not have short names.""") + raise ValueError( + """Boolean arguments that are True by default should not have short names.""" + ) name = longname[2:] feature_parser = cmdline.add_mutually_exclusive_group(required=False) if shortname is not None: - feature_parser.add_argument(shortname, '--' + name, dest=name, action='store_true', help=help, default=default) + feature_parser.add_argument( + shortname, "--" + name, dest=name, action="store_true", help=help, default=default + ) else: - feature_parser.add_argument('--' + name, dest=name, action='store_true', help=help, default=default) - feature_parser.add_argument('--no' + name, dest=name, action='store_false') + feature_parser.add_argument( + "--" + name, dest=name, action="store_true", help=help, default=default + ) + feature_parser.add_argument("--no" + name, dest=name, action="store_false") return cmdline def add_cli_args(): - cmdline = argparse.ArgumentParser( - formatter_class=argparse.ArgumentDefaultsHelpFormatter) + cmdline = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter) # Basic options - cmdline.add_argument('-m', '--model', default='resnet50', - help="""Name of model to run: resnet[18,34,50,101,152]""") - cmdline.add_argument('--data_dir', - help="""Path to dataset in TFRecord format + cmdline.add_argument( + "-m", + "--model", + default="resnet50", + help="""Name of model to run: resnet[18,34,50,101,152]""", + ) + cmdline.add_argument( + "--data_dir", + help="""Path to dataset in TFRecord format (aka Example protobufs). Files should be - named 'train-*' and 'validation-*'.""") - add_bool_argument(cmdline, '--synthetic', help="""Whether to use synthetic data for training""") - cmdline.add_argument('-b', '--batch_size', default=256, type=int, - help="""Size of each minibatch per GPU""") - cmdline.add_argument('--num_batches', type=int, - help="""Number of batches to run. - Ignored during eval or if num epochs given""") - cmdline.add_argument('--num_epochs', type=int, - help="""Number of epochs to run. - Overrides --num_batches. Ignored during eval.""") - cmdline.add_argument('--log_dir', default='imagenet_resnet', - help="""Directory in which to write training + named 'train-*' and 'validation-*'.""", + ) + add_bool_argument(cmdline, "--synthetic", help="""Whether to use synthetic data for training""") + cmdline.add_argument( + "-b", "--batch_size", default=256, type=int, help="""Size of each minibatch per GPU""" + ) + cmdline.add_argument( + "--num_batches", + type=int, + help="""Number of batches to run. + Ignored during eval or if num epochs given""", + ) + cmdline.add_argument( + "--num_epochs", + type=int, + help="""Number of epochs to run. + Overrides --num_batches. Ignored during eval.""", + ) + cmdline.add_argument( + "--log_dir", + default="imagenet_resnet", + help="""Directory in which to write training summaries and checkpoints. If the log directory already contains some checkpoints, it tries to resume training from the last saved checkpoint. Pass --clear_log if you - want to clear all checkpoints and start a fresh run""") - add_bool_argument(cmdline, '--clear_log', default=False, - help="""Clear the log folder passed so a fresh run can be started""") - cmdline.add_argument('--log_name', type=str, default='hvd_train.log') - add_bool_argument(cmdline, '--local_ckpt', - help="""Performs local checkpoints (i.e. one per node)""") - cmdline.add_argument('--display_every', default=50, type=int, - help="""How often (in iterations) to print out - running information.""") - add_bool_argument(cmdline, '--eval', - help="""Evaluate the top-1 and top-5 accuracy of + want to clear all checkpoints and start a fresh run""", + ) + add_bool_argument( + cmdline, + "--clear_log", + default=False, + help="""Clear the log folder passed so a fresh run can be started""", + ) + cmdline.add_argument("--log_name", type=str, default="hvd_train.log") + add_bool_argument( + cmdline, "--local_ckpt", help="""Performs local checkpoints (i.e. one per node)""" + ) + cmdline.add_argument( + "--display_every", + default=50, + type=int, + help="""How often (in iterations) to print out + running information.""", + ) + add_bool_argument( + cmdline, + "--eval", + help="""Evaluate the top-1 and top-5 accuracy of the latest checkpointed model. If you want to evaluate using multiple GPUs ensure that all processes have access to all checkpoints. Either if checkpoints were saved using --local_ckpt or they were saved to a shared directory which all processes - can access.""") - cmdline.add_argument('--eval_interval', type=int, - help="""Evaluate accuracy per eval_interval number of epochs""") - add_bool_argument(cmdline, '--fp16', default=True, - help="""Train using float16 (half) precision instead - of float32.""") - cmdline.add_argument('--num_gpus', default=1, type=int, - help="""Specify total number of GPUS used to train a checkpointed model during eval. - Used only to calculate epoch number to print during evaluation""") - - cmdline.add_argument('--save_checkpoints_steps', type=int, default=1000) - cmdline.add_argument('--save_summary_steps', type=int, default=0) - add_bool_argument(cmdline, '--adv_bn_init', default=True, - help="""init gamme of the last BN of each ResMod at 0.""") - add_bool_argument(cmdline, '--adv_conv_init', default=True, - help="""init conv with MSRA initializer""") - - cmdline.add_argument('--lr', type=float, - help="""Start learning rate""") - cmdline.add_argument('--mom', default=0.90, type=float, - help="""Momentum""") - cmdline.add_argument('--wdecay', default=0.0001, type=float, - help="""Weight decay""") - cmdline.add_argument('--loss_scale', default=1024., type=float, - help="""loss scale""") - cmdline.add_argument('--warmup_lr', default=0.001, type=float, - help="""Warmup starting from this learning rate""") - cmdline.add_argument('--warmup_epochs', default=0, type=int, - help="""Number of epochs in which to warmup to given lr""") - cmdline.add_argument('--lr_decay_steps', default='30,60,80', type=str, - help="""epoch numbers at which lr is decayed by lr_decay_lrs. - Used when lr_decay_mode is steps""") - cmdline.add_argument('--lr_decay_lrs', default='', type=str, - help="""learning rates at specific epochs""") - cmdline.add_argument('--lr_decay_mode', default='poly', - help="""Takes either `steps` (decay by a factor at specified steps) - or `poly`(polynomial_decay with degree 2)""") - - add_bool_argument(cmdline, '--use_larc', default=False, - help="""Use Layer wise Adaptive Rate Control which helps convergence at really large batch sizes""") - cmdline.add_argument('--leta', default=0.013, type=float, - help="""The trust coefficient for LARC optimization, LARC Eta""") - - cmdline.add_argument('--cdr_first_decay_ratio', default=0.33, type=float, - help="""Cosine Decay Restart First Deacy Steps ratio""") - cmdline.add_argument('--cdr_t_mul', default=2.0, type=float, - help="""Cosine Decay Restart t_mul""") - cmdline.add_argument('--cdr_m_mul', default=0.1, type=float, - help="""Cosine Decay Restart m_mul""") - cmdline.add_argument('--cdr_alpha', default=0.0, type=float, - help="""Cosine Decay Restart alpha""") - cmdline.add_argument('--lc_periods', default=0.47, type=float, - help="""Linear Cosine num of periods""") - cmdline.add_argument('--lc_alpha', default=0.0, type=float, - help="""linear Cosine alpha""") - cmdline.add_argument('--lc_beta', default=0.00001, type=float, - help="""Liner Cosine Beta""") - - add_bool_argument(cmdline, '--increased_aug', default=False, - help="""Increase augmentations helpful when training with large number of GPUs such as 128 or 256""") - cmdline.add_argument('--contrast', default=0.6, type=float, - help="""contrast factor""") - cmdline.add_argument('--saturation', default=0.6, type=float, - help="""saturation factor""") - cmdline.add_argument('--hue', default=0.13, type=float, - help="""hue max delta factor, hue delta = hue * math.pi""") - cmdline.add_argument('--brightness', default=0.3, type=float, - help="""Brightness factor""") + can access.""", + ) + cmdline.add_argument( + "--eval_interval", type=int, help="""Evaluate accuracy per eval_interval number of epochs""" + ) + add_bool_argument( + cmdline, + "--fp16", + default=True, + help="""Train using float16 (half) precision instead + of float32.""", + ) + cmdline.add_argument( + "--num_gpus", + default=1, + type=int, + help="""Specify total number of GPUS used to train a checkpointed model during eval. + Used only to calculate epoch number to print during evaluation""", + ) + + cmdline.add_argument("--save_checkpoints_steps", type=int, default=1000) + cmdline.add_argument("--save_summary_steps", type=int, default=0) + add_bool_argument( + cmdline, + "--adv_bn_init", + default=True, + help="""init gamme of the last BN of each ResMod at 0.""", + ) + add_bool_argument( + cmdline, "--adv_conv_init", default=True, help="""init conv with MSRA initializer""" + ) + + cmdline.add_argument("--lr", type=float, help="""Start learning rate""") + cmdline.add_argument("--mom", default=0.90, type=float, help="""Momentum""") + cmdline.add_argument("--wdecay", default=0.0001, type=float, help="""Weight decay""") + cmdline.add_argument("--loss_scale", default=1024.0, type=float, help="""loss scale""") + cmdline.add_argument( + "--warmup_lr", default=0.001, type=float, help="""Warmup starting from this learning rate""" + ) + cmdline.add_argument( + "--warmup_epochs", + default=0, + type=int, + help="""Number of epochs in which to warmup to given lr""", + ) + cmdline.add_argument( + "--lr_decay_steps", + default="30,60,80", + type=str, + help="""epoch numbers at which lr is decayed by lr_decay_lrs. + Used when lr_decay_mode is steps""", + ) + cmdline.add_argument( + "--lr_decay_lrs", default="", type=str, help="""learning rates at specific epochs""" + ) + cmdline.add_argument( + "--lr_decay_mode", + default="poly", + help="""Takes either `steps` (decay by a factor at specified steps) + or `poly`(polynomial_decay with degree 2)""", + ) + + add_bool_argument( + cmdline, + "--use_larc", + default=False, + help="""Use Layer wise Adaptive Rate Control which helps convergence at really large batch sizes""", + ) + cmdline.add_argument( + "--leta", + default=0.013, + type=float, + help="""The trust coefficient for LARC optimization, LARC Eta""", + ) + + cmdline.add_argument( + "--cdr_first_decay_ratio", + default=0.33, + type=float, + help="""Cosine Decay Restart First Deacy Steps ratio""", + ) + cmdline.add_argument( + "--cdr_t_mul", default=2.0, type=float, help="""Cosine Decay Restart t_mul""" + ) + cmdline.add_argument( + "--cdr_m_mul", default=0.1, type=float, help="""Cosine Decay Restart m_mul""" + ) + cmdline.add_argument( + "--cdr_alpha", default=0.0, type=float, help="""Cosine Decay Restart alpha""" + ) + cmdline.add_argument( + "--lc_periods", default=0.47, type=float, help="""Linear Cosine num of periods""" + ) + cmdline.add_argument("--lc_alpha", default=0.0, type=float, help="""linear Cosine alpha""") + cmdline.add_argument("--lc_beta", default=0.00001, type=float, help="""Liner Cosine Beta""") + + add_bool_argument( + cmdline, + "--increased_aug", + default=False, + help="""Increase augmentations helpful when training with large number of GPUs such as 128 or 256""", + ) + cmdline.add_argument("--contrast", default=0.6, type=float, help="""contrast factor""") + cmdline.add_argument("--saturation", default=0.6, type=float, help="""saturation factor""") + cmdline.add_argument( + "--hue", + default=0.13, + type=float, + help="""hue max delta factor, hue delta = hue * math.pi""", + ) + cmdline.add_argument("--brightness", default=0.3, type=float, help="""Brightness factor""") return cmdline def sort_and_load_ckpts(log_dir): ckpts = [] for f in os.listdir(log_dir): - m = re.match(r'model.ckpt-([0-9]+).index', f) + m = re.match(r"model.ckpt-([0-9]+).index", f) if m is None: continue fullpath = os.path.join(log_dir, f) - ckpts.append({'step': int(m.group(1)), - 'path': os.path.splitext(fullpath)[0], - 'mtime': os.stat(fullpath).st_mtime, - }) - ckpts.sort(key=itemgetter('step')) + ckpts.append( + { + "step": int(m.group(1)), + "path": os.path.splitext(fullpath)[0], + "mtime": os.stat(fullpath).st_mtime, + } + ) + ckpts.sort(key=itemgetter("step")) return ckpts def main(): gpu_thread_count = 2 - os.environ['TF_GPU_THREAD_MODE'] = 'gpu_private' - os.environ['TF_GPU_THREAD_COUNT'] = str(gpu_thread_count) - os.environ['TF_USE_CUDNN_BATCHNORM_SPATIAL_PERSISTENT'] = '1' - os.environ['TF_ENABLE_WINOGRAD_NONFUSED'] = '1' + os.environ["TF_GPU_THREAD_MODE"] = "gpu_private" + os.environ["TF_GPU_THREAD_COUNT"] = str(gpu_thread_count) + os.environ["TF_USE_CUDNN_BATCHNORM_SPATIAL_PERSISTENT"] = "1" + os.environ["TF_ENABLE_WINOGRAD_NONFUSED"] = "1" hvd.init() - config = tf.ConfigProto() config.gpu_options.visible_device_list = str(hvd.local_rank()) config.gpu_options.force_gpu_compatible = True # Force pinned memory @@ -914,7 +1107,7 @@ def main(): FLAGS.log_dir = None if FLAGS.log_dir == "" else FLAGS.log_dir if FLAGS.eval: - FLAGS.log_name = 'eval_' + FLAGS.log_name + FLAGS.log_name = "eval_" + FLAGS.log_name if hvd.rank() != 0: return if FLAGS.local_ckpt: @@ -930,7 +1123,7 @@ def main(): os.makedirs(FLAGS.log_dir) barrier = hvd.allreduce(tf.constant(0, dtype=tf.float32)) tf.Session(config=config).run(barrier) - + logger = logging.getLogger(FLAGS.log_name) logger.setLevel(logging.INFO) # INFO, ERROR # file handler which logs debug messages @@ -939,7 +1132,7 @@ def main(): ch.setLevel(logging.INFO) # add formatter to the handlers # formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s') - formatter = logging.Formatter('%(message)s') + formatter = logging.Formatter("%(message)s") ch.setFormatter(formatter) logger.addHandler(ch) if not hvd.rank(): @@ -948,23 +1141,25 @@ def main(): fh.setFormatter(formatter) # add handlers to logger logger.addHandler(fh) - + height, width = 224, 224 global_batch_size = FLAGS.batch_size * hvd.size() - rank0log(logger, 'PY' + str(sys.version) + 'TF' + str(tf.__version__)) + rank0log(logger, "PY" + str(sys.version) + "TF" + str(tf.__version__)) rank0log(logger, "Horovod size: ", hvd.size()) if FLAGS.data_dir: - filename_pattern = os.path.join(FLAGS.data_dir, '%s-*') - train_filenames = sorted(tf.gfile.Glob(filename_pattern % 'train')) - eval_filenames = sorted(tf.gfile.Glob(filename_pattern % 'validation')) + filename_pattern = os.path.join(FLAGS.data_dir, "%s-*") + train_filenames = sorted(tf.gfile.Glob(filename_pattern % "train")) + eval_filenames = sorted(tf.gfile.Glob(filename_pattern % "validation")) num_training_samples = get_num_records(train_filenames) rank0log(logger, "Using data from: ", FLAGS.data_dir) if not FLAGS.eval: - rank0log(logger, 'Found ', num_training_samples, ' training samples') + rank0log(logger, "Found ", num_training_samples, " training samples") else: if not FLAGS.synthetic: - raise ValueError('data_dir missing. Please pass --synthetic if you want to run on synthetic data. Else please pass --data_dir') + raise ValueError( + "data_dir missing. Please pass --synthetic if you want to run on synthetic data. Else please pass --data_dir" + ) train_filenames = eval_filenames = [] num_training_samples = 1281167 training_samples_per_rank = num_training_samples // hvd.size() @@ -979,9 +1174,9 @@ def main(): nstep_per_epoch = num_training_samples // global_batch_size decay_steps = nstep - if FLAGS.lr_decay_mode == 'steps': - steps = [int(x) * nstep_per_epoch for x in FLAGS.lr_decay_steps.split(',')] - lr_steps = [float(x) for x in FLAGS.lr_decay_lrs.split(',')] + if FLAGS.lr_decay_mode == "steps": + steps = [int(x) * nstep_per_epoch for x in FLAGS.lr_decay_steps.split(",")] + lr_steps = [float(x) for x in FLAGS.lr_decay_lrs.split(",")] else: steps = [] lr_steps = [] @@ -997,11 +1192,11 @@ def main(): if not FLAGS.save_summary_steps: # default to save one checkpoint per epoch FLAGS.save_summary_steps = nstep_per_epoch - + if not FLAGS.eval: - rank0log(logger, 'Using a learning rate of ', FLAGS.lr) - rank0log(logger, 'Checkpointing every ' + str(FLAGS.save_checkpoints_steps) + ' steps') - rank0log(logger, 'Saving summary every ' + str(FLAGS.save_summary_steps) + ' steps') + rank0log(logger, "Using a learning rate of ", FLAGS.lr) + rank0log(logger, "Checkpointing every " + str(FLAGS.save_checkpoints_steps) + " steps") + rank0log(logger, "Saving summary every " + str(FLAGS.save_summary_steps) + " steps") warmup_it = nstep_per_epoch * FLAGS.warmup_epochs @@ -1009,62 +1204,74 @@ def main(): model_fn=cnn_model_function, model_dir=FLAGS.log_dir, params={ - 'model': FLAGS.model, - 'decay_steps': decay_steps, - 'n_classes': 1000, - 'dtype': tf.float16 if FLAGS.fp16 else tf.float32, - 'format': 'channels_first', - 'device': '/gpu:0', - 'lr': FLAGS.lr, - 'mom': FLAGS.mom, - 'wdecay': FLAGS.wdecay, - 'use_larc': FLAGS.use_larc, - 'leta': FLAGS.leta, - 'steps': steps, - 'lr_steps': lr_steps, - 'lr_decay_mode': FLAGS.lr_decay_mode, - 'warmup_it': warmup_it, - 'warmup_lr': FLAGS.warmup_lr, - 'cdr_first_decay_ratio': FLAGS.cdr_first_decay_ratio, - 'cdr_t_mul': FLAGS.cdr_t_mul, - 'cdr_m_mul': FLAGS.cdr_m_mul, - 'cdr_alpha': FLAGS.cdr_alpha, - 'lc_periods': FLAGS.lc_periods, - 'lc_alpha': FLAGS.lc_alpha, - 'lc_beta': FLAGS.lc_beta, - 'loss_scale': FLAGS.loss_scale, - 'adv_bn_init': FLAGS.adv_bn_init, - 'conv_init': tf.variance_scaling_initializer() if FLAGS.adv_conv_init else None + "model": FLAGS.model, + "decay_steps": decay_steps, + "n_classes": 1000, + "dtype": tf.float16 if FLAGS.fp16 else tf.float32, + "format": "channels_first", + "device": "/gpu:0", + "lr": FLAGS.lr, + "mom": FLAGS.mom, + "wdecay": FLAGS.wdecay, + "use_larc": FLAGS.use_larc, + "leta": FLAGS.leta, + "steps": steps, + "lr_steps": lr_steps, + "lr_decay_mode": FLAGS.lr_decay_mode, + "warmup_it": warmup_it, + "warmup_lr": FLAGS.warmup_lr, + "cdr_first_decay_ratio": FLAGS.cdr_first_decay_ratio, + "cdr_t_mul": FLAGS.cdr_t_mul, + "cdr_m_mul": FLAGS.cdr_m_mul, + "cdr_alpha": FLAGS.cdr_alpha, + "lc_periods": FLAGS.lc_periods, + "lc_alpha": FLAGS.lc_alpha, + "lc_beta": FLAGS.lc_beta, + "loss_scale": FLAGS.loss_scale, + "adv_bn_init": FLAGS.adv_bn_init, + "conv_init": tf.variance_scaling_initializer() if FLAGS.adv_conv_init else None, }, config=tf.estimator.RunConfig( # tf_random_seed=31 * (1 + hvd.rank()), session_config=config, save_summary_steps=FLAGS.save_summary_steps if do_checkpoint else None, save_checkpoints_steps=FLAGS.save_checkpoints_steps if do_checkpoint else None, - keep_checkpoint_max=None)) + keep_checkpoint_max=None, + ), + ) if not FLAGS.eval: num_preproc_threads = 5 rank0log(logger, "Using preprocessing threads per GPU: ", num_preproc_threads) - training_hooks = [hvd.BroadcastGlobalVariablesHook(0), - PrefillStagingAreasHook()] + training_hooks = [hvd.BroadcastGlobalVariablesHook(0), PrefillStagingAreasHook()] if hvd.rank() == 0: training_hooks.append( - LogSessionRunHook(global_batch_size, - num_training_samples, - FLAGS.display_every, logger)) + LogSessionRunHook( + global_batch_size, num_training_samples, FLAGS.display_every, logger + ) + ) try: start_time = time.time() classifier.train( input_fn=lambda: make_dataset( train_filenames, training_samples_per_rank, - FLAGS.batch_size, height, width, - FLAGS.brightness, FLAGS.contrast, FLAGS.saturation, FLAGS.hue, - training=True, num_threads=num_preproc_threads, - shard=True, synthetic=FLAGS.synthetic, increased_aug=FLAGS.increased_aug), + FLAGS.batch_size, + height, + width, + FLAGS.brightness, + FLAGS.contrast, + FLAGS.saturation, + FLAGS.hue, + training=True, + num_threads=num_preproc_threads, + shard=True, + synthetic=FLAGS.synthetic, + increased_aug=FLAGS.increased_aug, + ), max_steps=nstep, - hooks=training_hooks) + hooks=training_hooks, + ) rank0log(logger, "Finished in ", time.time() - start_time) except KeyboardInterrupt: print("Keyboard interrupt") @@ -1075,45 +1282,62 @@ def main(): tf.Session(config=config).run(barrier) time.sleep(5) # a little extra margin... if FLAGS.num_gpus == 1: - rank0log(logger, """If you are evaluating checkpoints of a multi-GPU run on a single GPU, + rank0log( + logger, + """If you are evaluating checkpoints of a multi-GPU run on a single GPU, ensure you set --num_gpus to the number of GPUs it was trained on. - This will ensure that the epoch number is accurately displayed in the below logs.""") + This will ensure that the epoch number is accurately displayed in the below logs.""", + ) try: ckpts = sort_and_load_ckpts(FLAGS.log_dir) for i, c in enumerate(ckpts): if i < len(ckpts) - 1: - if (not FLAGS.eval_interval) or \ - (i % FLAGS.eval_interval != 0): + if (not FLAGS.eval_interval) or (i % FLAGS.eval_interval != 0): continue eval_result = classifier.evaluate( input_fn=lambda: make_dataset( eval_filenames, - get_num_records(eval_filenames), FLAGS.batch_size, - height, width, - FLAGS.brightness, FLAGS.contrast, FLAGS.saturation, FLAGS.hue, - training=False, shard=True, increased_aug=False), - checkpoint_path=c['path']) - c['epoch'] = math.ceil(c['step'] / (num_training_samples / (FLAGS.batch_size * FLAGS.num_gpus))) - c['top1'] = eval_result['val-top1acc'] - c['top5'] = eval_result['val-top5acc'] - c['loss'] = eval_result['loss'] - rank0log(logger, ' step epoch top1 top5 loss checkpoint_time(UTC)') + get_num_records(eval_filenames), + FLAGS.batch_size, + height, + width, + FLAGS.brightness, + FLAGS.contrast, + FLAGS.saturation, + FLAGS.hue, + training=False, + shard=True, + increased_aug=False, + ), + checkpoint_path=c["path"], + ) + c["epoch"] = math.ceil( + c["step"] / (num_training_samples / (FLAGS.batch_size * FLAGS.num_gpus)) + ) + c["top1"] = eval_result["val-top1acc"] + c["top5"] = eval_result["val-top5acc"] + c["loss"] = eval_result["loss"] + rank0log(logger, " step epoch top1 top5 loss checkpoint_time(UTC)") barrier = hvd.allreduce(tf.constant(0, dtype=tf.float32)) for i, c in enumerate(ckpts): tf.Session(config=config).run(barrier) - if 'top1' not in c: + if "top1" not in c: continue - rank0log(logger,'{:5d} {:5.1f} {:5.3f} {:6.2f} {:6.2f} {time}' - .format(c['step'], - c['epoch'], - c['top1'] * 100, - c['top5'] * 100, - c['loss'], - time=time.strftime('%Y-%m-%d %H:%M:%S', - time.localtime(c['mtime'])))) + rank0log( + logger, + "{:5d} {:5.1f} {:5.3f} {:6.2f} {:6.2f} {time}".format( + c["step"], + c["epoch"], + c["top1"] * 100, + c["top5"] * 100, + c["loss"], + time=time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(c["mtime"])), + ), + ) rank0log(logger, "Finished evaluation") except KeyboardInterrupt: logger.error("Keyboard interrupt") -if __name__ == '__main__': + +if __name__ == "__main__": main() diff --git a/benchmarks/tf_benchmarks/execute_tensorflow_training.py b/benchmarks/tf_benchmarks/execute_tensorflow_training.py index 6c86bfa5..e424638c 100755 --- a/benchmarks/tf_benchmarks/execute_tensorflow_training.py +++ b/benchmarks/tf_benchmarks/execute_tensorflow_training.py @@ -25,13 +25,13 @@ dir_path = os.path.dirname(os.path.realpath(__file__)) _DEFAULT_HYPERPARAMETERS = { - 'batch_size': 32, - 'model': 'resnet32', - 'num_epochs': 10, - 'data_format': 'NHWC', - 'summary_verbosity': 1, - 'save_summaries_steps': 10, - 'data_name': 'cifar10' + "batch_size": 32, + "model": "resnet32", + "num_epochs": 10, + "data_format": "NHWC", + "summary_verbosity": 1, + "save_summaries_steps": 10, + "data_name": "cifar10", } @@ -43,67 +43,73 @@ class ScriptModeTensorFlow(Framework): create_model = TensorFlow.create_model - def __init__(self, py_version='py3', **kwargs): + def __init__(self, py_version="py3", **kwargs): super(ScriptModeTensorFlow, self).__init__(**kwargs) self.py_version = py_version self.image_name = None - self.framework_version = '1.10.0' + self.framework_version = "1.10.0" def get_args(): parser = argparse.ArgumentParser() - parser.add_argument('-t', '--instance-types', nargs='+', help=' Set flag', required=True) - parser.add_argument('-r', '--role', required=True) - parser.add_argument('-w', '--wait', action='store_true') - parser.add_argument('--region', default='us-west-2') - parser.add_argument('--py-versions', nargs='+', help=' Set flag', default=['py3']) - parser.add_argument('--checkpoint-path', - default=os.path.join(default_bucket(), 'benchmarks', 'checkpoints'), - help='The S3 location where the model checkpoints and tensorboard events are saved after training') + parser.add_argument( + "-t", "--instance-types", nargs="+", help=" Set flag", required=True + ) + parser.add_argument("-r", "--role", required=True) + parser.add_argument("-w", "--wait", action="store_true") + parser.add_argument("--region", default="us-west-2") + parser.add_argument("--py-versions", nargs="+", help=" Set flag", default=["py3"]) + parser.add_argument( + "--checkpoint-path", + default=os.path.join(default_bucket(), "benchmarks", "checkpoints"), + help="The S3 location where the model checkpoints and tensorboard events are saved after training", + ) return parser.parse_known_args() def main(args, script_args): for instance_type, py_version in itertools.product(args.instance_types, args.py_versions): - base_name = '%s-%s-%s' % (py_version, instance_type[3:5], instance_type[6:]) + base_name = "%s-%s-%s" % (py_version, instance_type[3:5], instance_type[6:]) model_dir = os.path.join(args.checkpoint_path, base_name) job_hps = create_hyperparameters(model_dir, script_args) - print('hyperparameters:') + print("hyperparameters:") print(job_hps) estimator = ScriptModeTensorFlow( - entry_point='tf_cnn_benchmarks.py', - role='SageMakerRole', - source_dir=os.path.join(dir_path, 'tf_cnn_benchmarks'), + entry_point="tf_cnn_benchmarks.py", + role="SageMakerRole", + source_dir=os.path.join(dir_path, "tf_cnn_benchmarks"), base_job_name=base_name, train_instance_count=1, hyperparameters=job_hps, train_instance_type=instance_type, ) - input_dir = 's3://sagemaker-sample-data-%s/spark/mnist/train/' % args.region - estimator.fit({'train': input_dir}, wait=args.wait) + input_dir = "s3://sagemaker-sample-data-%s/spark/mnist/train/" % args.region + estimator.fit({"train": input_dir}, wait=args.wait) print("To use TensorBoard, execute the following command:") - cmd = 'S3_USE_HTTPS=0 S3_VERIFY_SSL=0 AWS_REGION=%s tensorboard --host localhost --port 6006 --logdir %s' + cmd = "S3_USE_HTTPS=0 S3_VERIFY_SSL=0 AWS_REGION=%s tensorboard --host localhost --port 6006 --logdir %s" print(cmd % (args.region, args.checkpoint_path)) def create_hyperparameters(model_dir, script_args): job_hps = _DEFAULT_HYPERPARAMETERS.copy() - job_hps.update({'train_dir': model_dir, 'eval_dir': model_dir}) + job_hps.update({"train_dir": model_dir, "eval_dir": model_dir}) - script_arg_keys_without_dashes = [key[2:] if key.startswith('--') else key[1:] for key in script_args[::2]] + script_arg_keys_without_dashes = [ + key[2:] if key.startswith("--") else key[1:] for key in script_args[::2] + ] script_arg_values = script_args[1::2] job_hps.update(dict(zip(script_arg_keys_without_dashes, script_arg_values))) return job_hps -if __name__ == '__main__': +if __name__ == "__main__": args, script_args = get_args() main(args, script_args) diff --git a/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py b/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py index 96cd074c..c24f5e77 100644 --- a/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py +++ b/benchmarks/tf_benchmarks/tf_cnn_benchmarks/tf_cnn_benchmarks.py @@ -33,11 +33,13 @@ absl_flags.declare_key_flag(name) absl_flags.DEFINE_boolean( - 'ml_perf_compliance_logging', False, - 'Print logs required to be compliant with MLPerf. If set, must clone the ' - 'MLPerf training repo https://github.com/mlperf/training and add ' - 'https://github.com/mlperf/training/tree/master/compliance to the ' - 'PYTHONPATH') + "ml_perf_compliance_logging", + False, + "Print logs required to be compliant with MLPerf. If set, must clone the " + "MLPerf training repo https://github.com/mlperf/training and add " + "https://github.com/mlperf/training/tree/master/compliance to the " + "PYTHONPATH", +) def main(positional_arguments): @@ -47,22 +49,20 @@ def main(positional_arguments): # arguments. assert len(positional_arguments) >= 1 if len(positional_arguments) > 1: - raise ValueError('Received unknown positional arguments: %s' - % positional_arguments[1:]) + raise ValueError("Received unknown positional arguments: %s" % positional_arguments[1:]) params = benchmark_cnn.make_params_from_flags() - with mlperf.mlperf_logger(absl_flags.FLAGS.ml_perf_compliance_logging, - params.model): + with mlperf.mlperf_logger(absl_flags.FLAGS.ml_perf_compliance_logging, params.model): params = benchmark_cnn.setup(params) bench = benchmark_cnn.BenchmarkCNN(params) tfversion = cnn_util.tensorflow_version_tuple() - log_fn('TensorFlow: %i.%i' % (tfversion[0], tfversion[1])) + log_fn("TensorFlow: %i.%i" % (tfversion[0], tfversion[1])) bench.print_info() bench.run() -if __name__ == '__main__': +if __name__ == "__main__": tf.disable_v2_behavior() app.run(main) # Raises error on invalid flags, unlike tf.app.run() diff --git a/setup.py b/setup.py index acd41925..a025f1b5 100644 --- a/setup.py +++ b/setup.py @@ -26,47 +26,60 @@ def read(fname): def read_version(): - return read('VERSION').strip() + return read("VERSION").strip() -test_dependencies = ['tox', 'flake8', 'pytest', 'pytest-cov', 'pytest-xdist', 'mock', - 'sagemaker==1.50.1', 'tensorflow<2.0', 'docker-compose', 'boto3==1.10.50', - 'six==1.13.0', 'python-dateutil>=2.1,<2.8.1', 'botocore==1.13.50', - 'requests-mock', 'awscli>=1.16.314'] +test_dependencies = [ + "tox", + "flake8", + "pytest", + "pytest-cov", + "pytest-xdist", + "mock", + "sagemaker==1.50.1", + "tensorflow<2.0", + "docker-compose", + "boto3==1.10.50", + "six==1.13.0", + "python-dateutil>=2.1,<2.8.1", + "botocore==1.13.50", + "requests-mock", + "awscli>=1.16.314", +] if sys.version_info.major > 2: - test_dependencies.append('sagemaker-experiments==0.1.7') + test_dependencies.append("sagemaker-experiments==0.1.7") setup( - name='sagemaker_tensorflow_training', + name="sagemaker_tensorflow_training", version=read_version(), - description='Open source library for creating ' - 'TensorFlow containers to run on Amazon SageMaker.', - - packages=find_packages(where='src', exclude=('test',)), - package_dir={'': 'src'}, - py_modules=[splitext(basename(path))[0] for path in glob('src/*.py')], - - long_description=read('README.rst'), - author='Amazon Web Services', - url='https://github.com/aws/sagemaker-tensorflow-containers', - license='Apache License 2.0', - + description="Open source library for creating " + "TensorFlow containers to run on Amazon SageMaker.", + packages=find_packages(where="src", exclude=("test",)), + package_dir={"": "src"}, + py_modules=[splitext(basename(path))[0] for path in glob("src/*.py")], + long_description=read("README.rst"), + author="Amazon Web Services", + url="https://github.com/aws/sagemaker-tensorflow-containers", + license="Apache License 2.0", classifiers=[ "Development Status :: 5 - Production/Stable", "Intended Audience :: Developers", "Natural Language :: English", "License :: OSI Approved :: Apache Software License", "Programming Language :: Python", - 'Programming Language :: Python :: 2.7', - 'Programming Language :: Python :: 3.6', - 'Programming Language :: Python :: 3.7', + "Programming Language :: Python :: 2.7", + "Programming Language :: Python :: 3.6", + "Programming Language :: Python :: 3.7", ], - - install_requires=['sagemaker-training>=3.5.2', 'numpy', 'scipy', 'sklearn', - 'pandas', 'Pillow', 'h5py'], - extras_require={ - 'test': test_dependencies, - 'benchmark': ['click'] - }, + install_requires=[ + "sagemaker-training>=3.5.2", + "numpy", + "scipy", + "sklearn", + "pandas", + "Pillow", + "h5py", + ], + extras_require={"test": test_dependencies, "benchmark": ["click"]}, ) diff --git a/src/sagemaker_tensorflow_container/s3_utils.py b/src/sagemaker_tensorflow_container/s3_utils.py index 0137ef25..15902c55 100644 --- a/src/sagemaker_tensorflow_container/s3_utils.py +++ b/src/sagemaker_tensorflow_container/s3_utils.py @@ -20,23 +20,23 @@ def configure(model_dir, job_region): - os.environ['S3_REGION'] = _s3_region(job_region, model_dir) + os.environ["S3_REGION"] = _s3_region(job_region, model_dir) # setting log level to WARNING - os.environ['TF_CPP_MIN_LOG_LEVEL'] = '1' - os.environ['S3_USE_HTTPS'] = '1' + os.environ["TF_CPP_MIN_LOG_LEVEL"] = "1" + os.environ["S3_USE_HTTPS"] = "1" def _s3_region(job_region, model_dir): - if model_dir and model_dir.startswith('s3://'): - s3 = boto3.client('s3', region_name=job_region) + if model_dir and model_dir.startswith("s3://"): + s3 = boto3.client("s3", region_name=job_region) # We get the AWS region of the checkpoint bucket, which may be different from # the region this container is currently running in. parsed_url = urlparse(model_dir) bucket_name = parsed_url.netloc - bucket_location = s3.get_bucket_location(Bucket=bucket_name)['LocationConstraint'] + bucket_location = s3.get_bucket_location(Bucket=bucket_name)["LocationConstraint"] return bucket_location or job_region else: diff --git a/src/sagemaker_tensorflow_container/training.py b/src/sagemaker_tensorflow_container/training.py index 8f8ee2fd..53d69675 100644 --- a/src/sagemaker_tensorflow_container/training.py +++ b/src/sagemaker_tensorflow_container/training.py @@ -26,8 +26,8 @@ logger = logging.getLogger(__name__) -SAGEMAKER_PARAMETER_SERVER_ENABLED = 'sagemaker_parameter_server_enabled' -MODEL_DIR = '/opt/ml/model' +SAGEMAKER_PARAMETER_SERVER_ENABLED = "sagemaker_parameter_server_enabled" +MODEL_DIR = "/opt/ml/model" def _is_host_master(hosts, current_host): @@ -56,50 +56,46 @@ def _build_tf_config(hosts, current_host, ps_task=False): ps = hosts if len(hosts) > 1 else None def host_addresses(hosts, port=2222): - return ['{}:{}'.format(host, port) for host in hosts] + return ["{}:{}".format(host, port) for host in hosts] - tf_config = { - 'cluster': { - 'master': host_addresses(masters) - }, - 'environment': 'cloud' - } + tf_config = {"cluster": {"master": host_addresses(masters)}, "environment": "cloud"} if ps: - tf_config['cluster']['ps'] = host_addresses(ps, port='2223') + tf_config["cluster"]["ps"] = host_addresses(ps, port="2223") if workers: - tf_config['cluster']['worker'] = host_addresses(workers) + tf_config["cluster"]["worker"] = host_addresses(workers) if ps_task: if ps is None: raise ValueError( - 'Cannot have a ps task if there are no parameter servers in the cluster') - task_type = 'ps' + "Cannot have a ps task if there are no parameter servers in the cluster" + ) + task_type = "ps" task_index = ps.index(current_host) elif _is_host_master(hosts, current_host): - task_type = 'master' + task_type = "master" task_index = 0 else: - task_type = 'worker' + task_type = "worker" task_index = workers.index(current_host) - tf_config['task'] = {'index': task_index, 'type': task_type} + tf_config["task"] = {"index": task_index, "type": task_type} return tf_config def _run_ps(env, cluster): - logger.info('Running distributed training job with parameter servers') + logger.info("Running distributed training job with parameter servers") cluster_spec = tf.train.ClusterSpec(cluster) task_index = env.hosts.index(env.current_host) # Force parameter server to run on cpu. Running multiple TensorFlow processes on the same # GPU is not safe: # https://stackoverflow.com/questions/46145100/is-it-unsafe-to-run-multiple-tensorflow-processes-on-the-same-gpu - no_gpu_config = tf.ConfigProto(device_count={'GPU': 0}) + no_gpu_config = tf.ConfigProto(device_count={"GPU": 0}) server = tf.train.Server( - cluster_spec, job_name='ps', task_index=task_index, config=no_gpu_config + cluster_spec, job_name="ps", task_index=task_index, config=no_gpu_config ) multiprocessing.Process(target=lambda: server.join()).start() @@ -107,20 +103,27 @@ def _run_ps(env, cluster): def _run_worker(env, cmd_args, tf_config): env_vars = env.to_env_vars() - env_vars['TF_CONFIG'] = json.dumps(tf_config) - - entry_point.run(env.module_dir, env.user_entry_point, cmd_args, env_vars) + env_vars["TF_CONFIG"] = json.dumps(tf_config) + + entry_point.run( + uri=env.module_dir, + user_entry_point=env.user_entry_point, + args=cmd_args, + env_vars=env_vars, + capture_error=True, + ) def _wait_until_master_is_down(master): while True: try: subprocess.check_call( - ['curl', '{}:2222'.format(master)], stdout=subprocess.PIPE, stderr=subprocess.PIPE) - logger.info('master {} is still up, waiting for it to exit'.format(master)) + ["curl", "{}:2222".format(master)], stdout=subprocess.PIPE, stderr=subprocess.PIPE + ) + logger.info("master {} is still up, waiting for it to exit".format(master)) time.sleep(10) except subprocess.CalledProcessError: - logger.info('master {} is down, stopping parameter server'.format(master)) + logger.info("master {} is down, stopping parameter server".format(master)) return @@ -131,15 +134,16 @@ def train(env, cmd_args): env (sagemaker_training.env.TrainingEnv): Instance of TrainingEnv class """ parameter_server_enabled = env.additional_framework_parameters.get( - SAGEMAKER_PARAMETER_SERVER_ENABLED, False) + SAGEMAKER_PARAMETER_SERVER_ENABLED, False + ) if len(env.hosts) > 1 and parameter_server_enabled: tf_config = _build_tf_config(hosts=env.hosts, current_host=env.current_host) - logger.info('Running distributed training job with parameter servers') - logger.info('Launching parameter server process') - _run_ps(env, tf_config['cluster']) - logger.info('Launching worker process') + logger.info("Running distributed training job with parameter servers") + logger.info("Launching parameter server process") + _run_ps(env, tf_config["cluster"]) + logger.info("Launching worker process") _run_worker(env, cmd_args, tf_config) if not _is_host_master(env.hosts, env.current_host): @@ -147,15 +151,21 @@ def train(env, cmd_args): else: - mpi_enabled = env.additional_framework_parameters.get('sagemaker_mpi_enabled') + mpi_enabled = env.additional_framework_parameters.get("sagemaker_mpi_enabled") if mpi_enabled: runner_type = runner.MPIRunnerType else: runner_type = runner.ProcessRunnerType - entry_point.run(env.module_dir, env.user_entry_point, cmd_args, env.to_env_vars(), - runner_type=runner_type) + entry_point.run( + uri=env.module_dir, + user_entry_point=env.user_entry_point, + args=cmd_args, + env_vars=env.to_env_vars(), + capture_error=True, + runner_type=runner_type, + ) def _log_model_missing_warning(model_dir): @@ -165,31 +175,39 @@ def _log_model_missing_warning(model_dir): if filenames: file_exists = True for f in filenames: - if 'saved_model.pb' in f or 'saved_model.pbtxt' in f: + if "saved_model.pb" in f or "saved_model.pbtxt" in f: pb_file_exists = True path, direct_parent_dir = os.path.split(dirpath) if not str.isdigit(direct_parent_dir): - logger.warn('Your model will NOT be servable with SageMaker TensorFlow Serving containers. ' - 'The SavedModel bundle is under directory \"{}\", not a numeric name.' - .format(direct_parent_dir)) + logger.warn( + "Your model will NOT be servable with SageMaker TensorFlow Serving containers. " + 'The SavedModel bundle is under directory "{}", not a numeric name.'.format( + direct_parent_dir + ) + ) if not file_exists: - logger.warn('No model artifact is saved under path {}.' - ' Your training job will not save any model files to S3.\n' - 'For details of how to construct your training script see:\n' - 'https://sagemaker.readthedocs.io/en/stable/using_tf.html#adapting-your-local-tensorflow-script' - .format(model_dir)) + logger.warn( + "No model artifact is saved under path {}." + " Your training job will not save any model files to S3.\n" + "For details of how to construct your training script see:\n" + "https://sagemaker.readthedocs.io/en/stable/using_tf.html#adapting-your-local-tensorflow-script".format( + model_dir + ) + ) elif not pb_file_exists: - logger.warn('Your model will NOT be servable with SageMaker TensorFlow Serving container. ' - 'The model artifact was not saved in the TensorFlow SavedModel directory structure:\n' - 'https://www.tensorflow.org/guide/saved_model#structure_of_a_savedmodel_directory') + logger.warn( + "Your model will NOT be servable with SageMaker TensorFlow Serving container. " + "The model artifact was not saved in the TensorFlow SavedModel directory structure:\n" + "https://www.tensorflow.org/guide/saved_model#structure_of_a_savedmodel_directory" + ) def _model_dir_with_training_job(model_dir, job_name): - if model_dir.startswith('/opt/ml'): + if model_dir.startswith("/opt/ml"): return model_dir else: - return '{}/{}/model'.format(model_dir, job_name) + return "{}/{}/model".format(model_dir, job_name) def main(): @@ -202,11 +220,11 @@ def main(): # If the training job is part of the multiple training jobs for tuning, we need to append the training job name to # model_dir in case they read from/write to the same object - if '_tuning_objective_metric' in hyperparameters: - model_dir = _model_dir_with_training_job(hyperparameters.get('model_dir'), env.job_name) - logger.info('Appending the training job name to model_dir: {}'.format(model_dir)) - user_hyperparameters['model_dir'] = model_dir + if "_tuning_objective_metric" in hyperparameters: + model_dir = _model_dir_with_training_job(hyperparameters.get("model_dir"), env.job_name) + logger.info("Appending the training job name to model_dir: {}".format(model_dir)) + user_hyperparameters["model_dir"] = model_dir - s3_utils.configure(user_hyperparameters.get('model_dir'), os.environ.get('SAGEMAKER_REGION')) + s3_utils.configure(user_hyperparameters.get("model_dir"), os.environ.get("SAGEMAKER_REGION")) train(env, mapping.to_cmd_args(user_hyperparameters)) _log_model_missing_warning(MODEL_DIR) diff --git a/test/conftest.py b/test/conftest.py index 56f67793..56d58673 100644 --- a/test/conftest.py +++ b/test/conftest.py @@ -23,173 +23,175 @@ # these regions have some p2 and p3 instances, but not enough for automated testing NO_P2_REGIONS = [ - 'ca-central-1', - 'eu-central-1', - 'eu-west-2', - 'us-west-1', - 'eu-west-3', - 'eu-north-1', - 'sa-east-1', - 'ap-east-1', - 'me-south-1' + "ca-central-1", + "eu-central-1", + "eu-west-2", + "us-west-1", + "eu-west-3", + "eu-north-1", + "sa-east-1", + "ap-east-1", + "me-south-1", ] NO_P3_REGIONS = [ - 'ap-southeast-1', - 'ap-southeast-2', - 'ap-south-1', - 'ca-central-1', - 'eu-central-1', - 'eu-west-2', - 'us-west-1' - 'eu-west-3', - 'eu-north-1', - 'sa-east-1', - 'ap-east-1', - 'me-south-1' + "ap-southeast-1", + "ap-southeast-2", + "ap-south-1", + "ca-central-1", + "eu-central-1", + "eu-west-2", + "us-west-1" "eu-west-3", + "eu-north-1", + "sa-east-1", + "ap-east-1", + "me-south-1", ] logger = logging.getLogger(__name__) -logging.getLogger('boto').setLevel(logging.INFO) -logging.getLogger('botocore').setLevel(logging.INFO) -logging.getLogger('factory.py').setLevel(logging.INFO) -logging.getLogger('auth.py').setLevel(logging.INFO) -logging.getLogger('connectionpool.py').setLevel(logging.INFO) +logging.getLogger("boto").setLevel(logging.INFO) +logging.getLogger("botocore").setLevel(logging.INFO) +logging.getLogger("factory.py").setLevel(logging.INFO) +logging.getLogger("auth.py").setLevel(logging.INFO) +logging.getLogger("connectionpool.py").setLevel(logging.INFO) DIR_PATH = os.path.dirname(os.path.realpath(__file__)) def pytest_addoption(parser): - parser.addoption('--build-image', '-B', action='store_true') - parser.addoption('--push-image', '-P', action='store_true') - parser.addoption('--dockerfile-type', '-T', choices=['dlc.cpu', 'dlc.gpu', 'tf'], - default='tf') - parser.addoption('--dockerfile', '-D', default=None) - parser.addoption('--docker-base-name', default='sagemaker-tensorflow-training') - parser.addoption('--tag', default=None) - parser.addoption('--region', default='us-west-2') - parser.addoption('--framework-version', default='1.15.2') - parser.addoption('--processor', default='cpu', choices=['cpu', 'gpu', 'cpu,gpu']) - parser.addoption('--py-version', default='3', choices=['2', '3', '2,3']) - parser.addoption('--account-id', default='142577830533') - parser.addoption('--instance-type', default=None) + parser.addoption("--build-image", "-B", action="store_true") + parser.addoption("--push-image", "-P", action="store_true") + parser.addoption("--dockerfile-type", "-T", choices=["dlc.cpu", "dlc.gpu", "tf"], default="tf") + parser.addoption("--dockerfile", "-D", default=None) + parser.addoption("--docker-base-name", default="sagemaker-tensorflow-training") + parser.addoption("--tag", default=None) + parser.addoption("--region", default="us-west-2") + parser.addoption("--framework-version", default="1.15.2") + parser.addoption("--processor", default="cpu", choices=["cpu", "gpu", "cpu,gpu"]) + parser.addoption("--py-version", default="3", choices=["2", "3", "2,3"]) + parser.addoption("--account-id", default="142577830533") + parser.addoption("--instance-type", default=None) def pytest_generate_tests(metafunc): - if 'py_version' in metafunc.fixturenames: - py_version_params = ['py' + v for v in metafunc.config.getoption('--py-version').split(',')] - metafunc.parametrize('py_version', py_version_params, scope='session') + if "py_version" in metafunc.fixturenames: + py_version_params = ["py" + v for v in metafunc.config.getoption("--py-version").split(",")] + metafunc.parametrize("py_version", py_version_params, scope="session") - if 'processor' in metafunc.fixturenames: - processor_params = metafunc.config.getoption('--processor').split(',') - metafunc.parametrize('processor', processor_params, scope='session') + if "processor" in metafunc.fixturenames: + processor_params = metafunc.config.getoption("--processor").split(",") + metafunc.parametrize("processor", processor_params, scope="session") -@pytest.fixture(scope='session', name='dockerfile_type') +@pytest.fixture(scope="session", name="dockerfile_type") def fixture_dockerfile_type(request): - return request.config.getoption('--dockerfile-type') + return request.config.getoption("--dockerfile-type") -@pytest.fixture(scope='session', name='dockerfile') +@pytest.fixture(scope="session", name="dockerfile") def fixture_dockerfile(request, dockerfile_type): - dockerfile = request.config.getoption('--dockerfile') - return dockerfile if dockerfile else 'Dockerfile.{}'.format(dockerfile_type) + dockerfile = request.config.getoption("--dockerfile") + return dockerfile if dockerfile else "Dockerfile.{}".format(dockerfile_type) -@pytest.fixture(scope='session', name='build_image', autouse=True) +@pytest.fixture(scope="session", name="build_image", autouse=True) def fixture_build_image(request, framework_version, dockerfile, image_uri, region): - build_image = request.config.getoption('--build-image') + build_image = request.config.getoption("--build-image") if build_image: - return image_utils.build_image(framework_version=framework_version, - dockerfile=dockerfile, - image_uri=image_uri, - region=region, - cwd=os.path.join(DIR_PATH, '..')) + return image_utils.build_image( + framework_version=framework_version, + dockerfile=dockerfile, + image_uri=image_uri, + region=region, + cwd=os.path.join(DIR_PATH, ".."), + ) return image_uri -@pytest.fixture(scope='session', name='push_image', autouse=True) +@pytest.fixture(scope="session", name="push_image", autouse=True) def fixture_push_image(request, image_uri, region, account_id): - push_image = request.config.getoption('--push-image') + push_image = request.config.getoption("--push-image") if push_image: return image_utils.push_image(image_uri, region, account_id) return None -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def docker_base_name(request): - return request.config.getoption('--docker-base-name') + return request.config.getoption("--docker-base-name") -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def region(request): - return request.config.getoption('--region') + return request.config.getoption("--region") -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def framework_version(request): - return request.config.getoption('--framework-version') + return request.config.getoption("--framework-version") -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def tag(request, framework_version, processor, py_version): - provided_tag = request.config.getoption('--tag') - default_tag = '{}-{}-py{}'.format(framework_version, processor, py_version) + provided_tag = request.config.getoption("--tag") + default_tag = "{}-{}-py{}".format(framework_version, processor, py_version) return provided_tag if provided_tag is not None else default_tag -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def sagemaker_session(region): return Session(boto_session=boto3.Session(region_name=region)) -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def sagemaker_local_session(region): return LocalSession(boto_session=boto3.Session(region_name=region)) -@pytest.fixture(scope='session') +@pytest.fixture(scope="session") def account_id(request): - return request.config.getoption('--account-id') + return request.config.getoption("--account-id") @pytest.fixture def instance_type(request, processor): - provided_instance_type = request.config.getoption('--instance-type') - default_instance_type = 'ml.c4.xlarge' if processor == 'cpu' else 'ml.p2.xlarge' + provided_instance_type = request.config.getoption("--instance-type") + default_instance_type = "ml.c4.xlarge" if processor == "cpu" else "ml.p2.xlarge" return provided_instance_type if provided_instance_type is not None else default_instance_type @pytest.fixture(autouse=True) def skip_by_device_type(request, processor): - is_gpu = (processor == 'gpu') - if (request.node.get_closest_marker('skip_gpu') and is_gpu) or \ - (request.node.get_closest_marker('skip_cpu') and not is_gpu): - pytest.skip('Skipping because running on \'{}\' instance'.format(processor)) + is_gpu = processor == "gpu" + if (request.node.get_closest_marker("skip_gpu") and is_gpu) or ( + request.node.get_closest_marker("skip_cpu") and not is_gpu + ): + pytest.skip("Skipping because running on '{}' instance".format(processor)) @pytest.fixture(autouse=True) def skip_gpu_instance_restricted_regions(region, instance_type): - if (region in NO_P2_REGIONS and instance_type.startswith('ml.p2')) or \ - (region in NO_P3_REGIONS and instance_type.startswith('ml.p3')): - pytest.skip('Skipping GPU test in region {}'.format(region)) + if (region in NO_P2_REGIONS and instance_type.startswith("ml.p2")) or ( + region in NO_P3_REGIONS and instance_type.startswith("ml.p3") + ): + pytest.skip("Skipping GPU test in region {}".format(region)) @pytest.fixture(autouse=True) def skip_by_dockerfile_type(request, dockerfile_type): - is_generic = (dockerfile_type == 'tf') - if request.node.get_closest_marker('skip_generic') and is_generic: - pytest.skip('Skipping because running generic image without mpi and horovod') + is_generic = dockerfile_type == "tf" + if request.node.get_closest_marker("skip_generic") and is_generic: + pytest.skip("Skipping because running generic image without mpi and horovod") -@pytest.fixture(name='docker_registry', scope='session') +@pytest.fixture(name="docker_registry", scope="session") def fixture_docker_registry(account_id, region): - return '{}.dkr.ecr.{}.amazonaws.com'.format(account_id, region) if account_id else None + return "{}.dkr.ecr.{}.amazonaws.com".format(account_id, region) if account_id else None -@pytest.fixture(name='image_uri', scope='session') +@pytest.fixture(name="image_uri", scope="session") def fixture_image_uri(docker_registry, docker_base_name, tag): if docker_registry: - return '{}/{}:{}'.format(docker_registry, docker_base_name, tag) - return '{}:{}'.format(docker_base_name, tag) + return "{}/{}:{}".format(docker_registry, docker_base_name, tag) + return "{}:{}".format(docker_base_name, tag) diff --git a/test/integration/__init__.py b/test/integration/__init__.py index 93af4a19..a2e25d25 100644 --- a/test/integration/__init__.py +++ b/test/integration/__init__.py @@ -17,15 +17,15 @@ import random import time -logging.getLogger('boto3').setLevel(logging.INFO) -logging.getLogger('botocore').setLevel(logging.INFO) +logging.getLogger("boto3").setLevel(logging.INFO) +logging.getLogger("botocore").setLevel(logging.INFO) -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', 'resources') +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), "..", "resources") def unique_name_from_base(base, max_length=63): - unique = '%04x' % random.randrange(16**4) # 4-digit hex + unique = "%04x" % random.randrange(16 ** 4) # 4-digit hex ts = str(int(time.time())) available_length = max_length - 2 - len(ts) - len(unique) trimmed = base[:available_length] - return '{}-{}-{}'.format(trimmed, ts, unique) + return "{}-{}-{}".format(trimmed, ts, unique) diff --git a/test/integration/local/test_horovod.py b/test/integration/local/test_horovod.py index 0572f98d..2137f4ab 100644 --- a/test/integration/local/test_horovod.py +++ b/test/integration/local/test_horovod.py @@ -19,7 +19,7 @@ import pytest from sagemaker.tensorflow import TensorFlow -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), "..", "..", "resources") @pytest.mark.skip_cpu @@ -28,51 +28,55 @@ def test_distributed_training_horovod_gpu( sagemaker_local_session, image_uri, tmpdir, framework_version ): _test_distributed_training_horovod( - 1, 2, sagemaker_local_session, image_uri, tmpdir, framework_version, 'local_gpu' + 1, 2, sagemaker_local_session, image_uri, tmpdir, framework_version, "local_gpu" ) @pytest.mark.skip_gpu @pytest.mark.skip_generic -@pytest.mark.parametrize( - 'instances, processes', [(1, 2), (2, 1), (2, 2), (5, 2)] -) +@pytest.mark.parametrize("instances, processes", [(1, 2), (2, 1), (2, 2), (5, 2)]) def test_distributed_training_horovod_cpu( instances, processes, sagemaker_local_session, image_uri, tmpdir, framework_version ): _test_distributed_training_horovod( - instances, processes, sagemaker_local_session, image_uri, tmpdir, framework_version, 'local' + instances, processes, sagemaker_local_session, image_uri, tmpdir, framework_version, "local" ) def _test_distributed_training_horovod( instances, processes, session, image_uri, tmpdir, framework_version, instance_type ): - output_path = 'file://%s' % tmpdir + output_path = "file://%s" % tmpdir estimator = TensorFlow( - entry_point=os.path.join(RESOURCE_PATH, 'hvdbasic', 'train_hvd_basic.py'), - role='SageMakerRole', + entry_point=os.path.join(RESOURCE_PATH, "hvdbasic", "train_hvd_basic.py"), + role="SageMakerRole", train_instance_type=instance_type, sagemaker_session=session, train_instance_count=instances, image_name=image_uri, output_path=output_path, framework_version=framework_version, - hyperparameters={'sagemaker_mpi_enabled': True, - 'sagemaker_network_interface_name': 'eth0', - 'sagemaker_mpi_num_of_processes_per_host': processes}) + hyperparameters={ + "sagemaker_mpi_enabled": True, + "sagemaker_network_interface_name": "eth0", + "sagemaker_mpi_num_of_processes_per_host": processes, + }, + ) - estimator.fit('file://{}'.format(os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) + estimator.fit("file://{}".format(os.path.join(RESOURCE_PATH, "mnist", "data-distributed"))) tmp = str(tmpdir) - extract_files(output_path.replace('file://', ''), tmp) + extract_files(output_path.replace("file://", ""), tmp) size = instances * processes for rank in range(size): local_rank = rank % processes - assert read_json('local-rank-%s-rank-%s' % (local_rank, rank), tmp) == { - 'local-rank': local_rank, 'rank': rank, 'size': size} + assert read_json("local-rank-%s-rank-%s" % (local_rank, rank), tmp) == { + "local-rank": local_rank, + "rank": rank, + "size": size, + } def read_json(file, tmp): @@ -81,14 +85,14 @@ def read_json(file, tmp): def assert_files_exist_in_tar(output_path, files): - if output_path.startswith('file://'): + if output_path.startswith("file://"): output_path = output_path[7:] - model_file = os.path.join(output_path, 'model.tar.gz') + model_file = os.path.join(output_path, "model.tar.gz") with tarfile.open(model_file) as tar: for f in files: tar.getmember(f) def extract_files(output_path, tmpdir): - with tarfile.open(os.path.join(output_path, 'model.tar.gz')) as tar: + with tarfile.open(os.path.join(output_path, "model.tar.gz")) as tar: tar.extractall(tmpdir) diff --git a/test/integration/local/test_training.py b/test/integration/local/test_training.py index 2b7b5521..35a676a6 100644 --- a/test/integration/local/test_training.py +++ b/test/integration/local/test_training.py @@ -18,102 +18,109 @@ import pytest from sagemaker.tensorflow import TensorFlow -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') -TF_CHECKPOINT_FILES = ['graph.pbtxt', 'model.ckpt-0.index', 'model.ckpt-0.meta'] +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), "..", "..", "resources") +TF_CHECKPOINT_FILES = ["graph.pbtxt", "model.ckpt-0.index", "model.ckpt-0.meta"] @pytest.fixture # noqa: F811 def py_full_version(py_version): # noqa: F811 - if py_version == '2': - return '2.7' + if py_version == "2": + return "2.7" else: - return '3.6' + return "3.6" @pytest.mark.skip_gpu def test_mnist_cpu(sagemaker_local_session, image_uri, tmpdir, framework_version): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist.py'), - instance_type='local', - instance_count=1, - sagemaker_local_session=sagemaker_local_session, - image_uri=image_uri, - framework_version=framework_version, - output_path=output_path, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data'))) - _assert_files_exist_in_tar(output_path, ['my_model.h5']) + output_path = "file://{}".format(tmpdir) + run_tf_training( + script=os.path.join(RESOURCE_PATH, "mnist", "mnist.py"), + instance_type="local", + instance_count=1, + sagemaker_local_session=sagemaker_local_session, + image_uri=image_uri, + framework_version=framework_version, + output_path=output_path, + training_data_path="file://{}".format(os.path.join(RESOURCE_PATH, "mnist", "data")), + ) + _assert_files_exist_in_tar(output_path, ["my_model.h5"]) @pytest.mark.skip_gpu -def test_distributed_training_cpu_no_ps(sagemaker_local_session, - image_uri, - tmpdir, - framework_version): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist_estimator.py'), - instance_type='local', - instance_count=2, - sagemaker_local_session=sagemaker_local_session, - image_uri=image_uri, - framework_version=framework_version, - output_path=output_path, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) +def test_distributed_training_cpu_no_ps( + sagemaker_local_session, image_uri, tmpdir, framework_version +): + output_path = "file://{}".format(tmpdir) + run_tf_training( + script=os.path.join(RESOURCE_PATH, "mnist", "mnist_estimator.py"), + instance_type="local", + instance_count=2, + sagemaker_local_session=sagemaker_local_session, + image_uri=image_uri, + framework_version=framework_version, + output_path=output_path, + training_data_path="file://{}".format( + os.path.join(RESOURCE_PATH, "mnist", "data-distributed") + ), + ) _assert_files_exist_in_tar(output_path, TF_CHECKPOINT_FILES) @pytest.mark.skip_gpu -def test_distributed_training_cpu_ps(sagemaker_local_session, - image_uri, - tmpdir, - framework_version): - output_path = 'file://{}'.format(tmpdir) - run_tf_training(script=os.path.join(RESOURCE_PATH, 'mnist', 'mnist_estimator.py'), - instance_type='local', - instance_count=2, - sagemaker_local_session=sagemaker_local_session, - image_uri=image_uri, - framework_version=framework_version, - output_path=output_path, - hyperparameters={'sagemaker_parameter_server_enabled': True}, - training_data_path='file://{}'.format( - os.path.join(RESOURCE_PATH, 'mnist', 'data-distributed'))) +def test_distributed_training_cpu_ps(sagemaker_local_session, image_uri, tmpdir, framework_version): + output_path = "file://{}".format(tmpdir) + run_tf_training( + script=os.path.join(RESOURCE_PATH, "mnist", "mnist_estimator.py"), + instance_type="local", + instance_count=2, + sagemaker_local_session=sagemaker_local_session, + image_uri=image_uri, + framework_version=framework_version, + output_path=output_path, + hyperparameters={"sagemaker_parameter_server_enabled": True}, + training_data_path="file://{}".format( + os.path.join(RESOURCE_PATH, "mnist", "data-distributed") + ), + ) _assert_files_exist_in_tar(output_path, TF_CHECKPOINT_FILES) -def run_tf_training(script, - instance_type, - instance_count, - sagemaker_local_session, - image_uri, - framework_version, - training_data_path, - output_path=None, - hyperparameters=None): +def run_tf_training( + script, + instance_type, + instance_count, + sagemaker_local_session, + image_uri, + framework_version, + training_data_path, + output_path=None, + hyperparameters=None, +): hyperparameters = hyperparameters or {} - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_count=instance_count, - train_instance_type=instance_type, - sagemaker_session=sagemaker_local_session, - image_name=image_uri, - model_dir='/opt/ml/model', - output_path=output_path, - hyperparameters=hyperparameters, - base_job_name='test-tf', - framework_version=framework_version, - py_version='py3') + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + train_instance_count=instance_count, + train_instance_type=instance_type, + sagemaker_session=sagemaker_local_session, + image_name=image_uri, + model_dir="/opt/ml/model", + output_path=output_path, + hyperparameters=hyperparameters, + base_job_name="test-tf", + framework_version=framework_version, + py_version="py3", + ) estimator.fit(training_data_path) def _assert_files_exist_in_tar(output_path, files): - if output_path.startswith('file://'): + if output_path.startswith("file://"): output_path = output_path[7:] - model_file = os.path.join(output_path, 'model.tar.gz') + model_file = os.path.join(output_path, "model.tar.gz") with tarfile.open(model_file) as tar: for f in files: tar.getmember(f) diff --git a/test/integration/sagemaker/test_mnist.py b/test/integration/sagemaker/test_mnist.py index 11567c37..c466f573 100644 --- a/test/integration/sagemaker/test_mnist.py +++ b/test/integration/sagemaker/test_mnist.py @@ -26,104 +26,117 @@ @pytest.mark.deploy_test def test_mnist(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=1, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) + resource_path = os.path.join(os.path.dirname(__file__), "..", "..", "resources") + script = os.path.join(resource_path, "mnist", "mnist.py") + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + train_instance_type=instance_type, + train_instance_count=1, + sagemaker_session=sagemaker_session, + image_name=image_uri, + framework_version=framework_version, + script_mode=True, + ) inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data'), - key_prefix='scriptmode/mnist') - estimator.fit(inputs, job_name=unique_name_from_base('test-sagemaker-mnist')) + path=os.path.join(resource_path, "mnist", "data"), key_prefix="scriptmode/mnist" + ) + estimator.fit(inputs, job_name=unique_name_from_base("test-sagemaker-mnist")) _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) def test_distributed_mnist_no_ps(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_count=2, - train_instance_type=instance_type, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) + resource_path = os.path.join(os.path.dirname(__file__), "..", "..", "resources") + script = os.path.join(resource_path, "mnist", "mnist.py") + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + train_instance_count=2, + train_instance_type=instance_type, + sagemaker_session=sagemaker_session, + image_name=image_uri, + framework_version=framework_version, + script_mode=True, + ) inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data'), - key_prefix='scriptmode/mnist') - estimator.fit(inputs, job_name=unique_name_from_base('test-tf-sm-distributed-mnist')) + path=os.path.join(resource_path, "mnist", "data"), key_prefix="scriptmode/mnist" + ) + estimator.fit(inputs, job_name=unique_name_from_base("test-tf-sm-distributed-mnist")) _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) def test_distributed_mnist_ps(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist_estimator.py') - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - hyperparameters={'sagemaker_parameter_server_enabled': True}, - train_instance_count=2, - train_instance_type=instance_type, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) + resource_path = os.path.join(os.path.dirname(__file__), "..", "..", "resources") + script = os.path.join(resource_path, "mnist", "mnist_estimator.py") + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + hyperparameters={"sagemaker_parameter_server_enabled": True}, + train_instance_count=2, + train_instance_type=instance_type, + sagemaker_session=sagemaker_session, + image_name=image_uri, + framework_version=framework_version, + script_mode=True, + ) inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data-distributed'), - key_prefix='scriptmode/mnist-distributed') - estimator.fit(inputs, job_name=unique_name_from_base('test-tf-sm-distributed-mnist')) + path=os.path.join(resource_path, "mnist", "data-distributed"), + key_prefix="scriptmode/mnist-distributed", + ) + estimator.fit(inputs, job_name=unique_name_from_base("test-tf-sm-distributed-mnist")) _assert_checkpoint_exists(sagemaker_session.boto_region_name, estimator.model_dir, 0) _assert_s3_file_exists(sagemaker_session.boto_region_name, estimator.model_data) def test_tuning(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '..', '..', 'resources') - script = os.path.join(resource_path, 'mnist', 'mnist.py') - - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=1, - sagemaker_session=sagemaker_session, - image_name=image_uri, - framework_version=framework_version, - script_mode=True) - - hyperparameter_ranges = {'epochs': IntegerParameter(1, 2)} - objective_metric_name = 'accuracy' - metric_definitions = [{'Name': objective_metric_name, 'Regex': 'accuracy = ([0-9\\.]+)'}] - - tuner = HyperparameterTuner(estimator, - objective_metric_name, - hyperparameter_ranges, - metric_definitions, - max_jobs=2, - max_parallel_jobs=2) + resource_path = os.path.join(os.path.dirname(__file__), "..", "..", "resources") + script = os.path.join(resource_path, "mnist", "mnist.py") + + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + train_instance_type=instance_type, + train_instance_count=1, + sagemaker_session=sagemaker_session, + image_name=image_uri, + framework_version=framework_version, + script_mode=True, + ) + + hyperparameter_ranges = {"epochs": IntegerParameter(1, 2)} + objective_metric_name = "accuracy" + metric_definitions = [{"Name": objective_metric_name, "Regex": "accuracy = ([0-9\\.]+)"}] + + tuner = HyperparameterTuner( + estimator, + objective_metric_name, + hyperparameter_ranges, + metric_definitions, + max_jobs=2, + max_parallel_jobs=2, + ) with timeout(minutes=20): inputs = estimator.sagemaker_session.upload_data( - path=os.path.join(resource_path, 'mnist', 'data'), - key_prefix='scriptmode/mnist') + path=os.path.join(resource_path, "mnist", "data"), key_prefix="scriptmode/mnist" + ) - tuning_job_name = unique_name_from_base('test-tf-sm-tuning', max_length=32) + tuning_job_name = unique_name_from_base("test-tf-sm-tuning", max_length=32) tuner.fit(inputs, job_name=tuning_job_name) tuner.wait() def _assert_checkpoint_exists(region, model_dir, checkpoint_number): - _assert_s3_file_exists(region, os.path.join(model_dir, 'graph.pbtxt')) - _assert_s3_file_exists(region, - os.path.join(model_dir, 'model.ckpt-{}.index'.format(checkpoint_number))) - _assert_s3_file_exists(region, - os.path.join(model_dir, 'model.ckpt-{}.meta'.format(checkpoint_number))) + _assert_s3_file_exists(region, os.path.join(model_dir, "graph.pbtxt")) + _assert_s3_file_exists( + region, os.path.join(model_dir, "model.ckpt-{}.index".format(checkpoint_number)) + ) + _assert_s3_file_exists( + region, os.path.join(model_dir, "model.ckpt-{}.meta".format(checkpoint_number)) + ) def _assert_s3_file_exists(region, s3_url): parsed_url = urlparse(s3_url) - s3 = boto3.resource('s3', region_name=region) - s3.Object(parsed_url.netloc, parsed_url.path.lstrip('/')).load() + s3 = boto3.resource("s3", region_name=region) + s3.Object(parsed_url.netloc, parsed_url.path.lstrip("/")).load() diff --git a/test/integration/sagemaker/test_tuning_model_dir.py b/test/integration/sagemaker/test_tuning_model_dir.py index e78b913e..c113c1cb 100644 --- a/test/integration/sagemaker/test_tuning_model_dir.py +++ b/test/integration/sagemaker/test_tuning_model_dir.py @@ -19,26 +19,32 @@ from sagemaker.utils import unique_name_from_base -def test_model_dir_with_training_job_name(sagemaker_session, image_uri, instance_type, framework_version): - resource_path = os.path.join(os.path.dirname(__file__), '../..', 'resources') - script = os.path.join(resource_path, 'tuning_model_dir', 'entry.py') +def test_model_dir_with_training_job_name( + sagemaker_session, image_uri, instance_type, framework_version +): + resource_path = os.path.join(os.path.dirname(__file__), "../..", "resources") + script = os.path.join(resource_path, "tuning_model_dir", "entry.py") - estimator = TensorFlow(entry_point=script, - role='SageMakerRole', - train_instance_type=instance_type, - train_instance_count=1, - image_name=image_uri, - framework_version=framework_version, - py_version='py3', - sagemaker_session=sagemaker_session) + estimator = TensorFlow( + entry_point=script, + role="SageMakerRole", + train_instance_type=instance_type, + train_instance_count=1, + image_name=image_uri, + framework_version=framework_version, + py_version="py3", + sagemaker_session=sagemaker_session, + ) - tuner = HyperparameterTuner(estimator=estimator, - objective_metric_name='accuracy', - hyperparameter_ranges={'arbitrary_value': IntegerParameter(0, 1)}, - metric_definitions=[{'Name': 'accuracy', 'Regex': 'accuracy=([01])'}], - max_jobs=1, - max_parallel_jobs=1) + tuner = HyperparameterTuner( + estimator=estimator, + objective_metric_name="accuracy", + hyperparameter_ranges={"arbitrary_value": IntegerParameter(0, 1)}, + metric_definitions=[{"Name": "accuracy", "Regex": "accuracy=([01])"}], + max_jobs=1, + max_parallel_jobs=1, + ) # User script has logic to check for the correct model_dir - tuner.fit(job_name=unique_name_from_base('test-tf-model-dir', max_length=32)) + tuner.fit(job_name=unique_name_from_base("test-tf-model-dir", max_length=32)) tuner.wait() diff --git a/test/integration/sagemaker/timeout.py b/test/integration/sagemaker/timeout.py index d4738d32..1ff4278c 100644 --- a/test/integration/sagemaker/timeout.py +++ b/test/integration/sagemaker/timeout.py @@ -16,7 +16,7 @@ import logging import signal -LOGGER = logging.getLogger('timeout') +LOGGER = logging.getLogger("timeout") class TimeoutError(Exception): @@ -39,7 +39,7 @@ def timeout(seconds=0, minutes=0, hours=0): limit = seconds + 60 * minutes + 3600 * hours def handler(signum, frame): - raise TimeoutError('timed out after {} seconds'.format(limit)) + raise TimeoutError("timed out after {} seconds".format(limit)) try: signal.signal(signal.SIGALRM, handler) diff --git a/test/resources/hvdbasic/train_hvd_basic.py b/test/resources/hvdbasic/train_hvd_basic.py index cc068678..24a35a8b 100644 --- a/test/resources/hvdbasic/train_hvd_basic.py +++ b/test/resources/hvdbasic/train_hvd_basic.py @@ -4,8 +4,10 @@ hvd.init() -with open(os.path.join('/opt/ml/model/local-rank-%s-rank-%s' % (hvd.local_rank(), hvd.rank())), 'w+') as f: - basic_info = {'local-rank': hvd.local_rank(), 'rank': hvd.rank(), 'size': hvd.size()} +with open( + os.path.join("/opt/ml/model/local-rank-%s-rank-%s" % (hvd.local_rank(), hvd.rank())), "w+" +) as f: + basic_info = {"local-rank": hvd.local_rank(), "rank": hvd.rank(), "size": hvd.size()} print(basic_info) json.dump(basic_info, f) diff --git a/test/resources/hvdbasic/train_hvd_env_vars.py b/test/resources/hvdbasic/train_hvd_env_vars.py index 31be37e4..da67367c 100644 --- a/test/resources/hvdbasic/train_hvd_env_vars.py +++ b/test/resources/hvdbasic/train_hvd_env_vars.py @@ -4,16 +4,16 @@ hvd.init() -with open('/opt/ml/model/local-rank-%s-rank-%s' % (hvd.local_rank(), hvd.rank()), 'w+') as f: - basic_info = {'local-rank': hvd.local_rank(), 'rank': hvd.rank(), 'size': hvd.size()} +with open("/opt/ml/model/local-rank-%s-rank-%s" % (hvd.local_rank(), hvd.rank()), "w+") as f: + basic_info = {"local-rank": hvd.local_rank(), "rank": hvd.rank(), "size": hvd.size()} print(basic_info) json.dump(basic_info, f) -val = os.environ.get('AWS_CONTAINER_CREDENTIALS_RELATIVE_URI') -host = os.environ.get('SM_CURRENT_HOST') +val = os.environ.get("AWS_CONTAINER_CREDENTIALS_RELATIVE_URI") +host = os.environ.get("SM_CURRENT_HOST") assert val is not None assert host is not None -print('host {}: AWS_CONTAINER_CREDENTIALS_RELATIVE_URI={}'.format(host, val)) +print("host {}: AWS_CONTAINER_CREDENTIALS_RELATIVE_URI={}".format(host, val)) diff --git a/test/resources/mnist/horovod_mnist.py b/test/resources/mnist/horovod_mnist.py index c5c0b242..f2bf4e8f 100644 --- a/test/resources/mnist/horovod_mnist.py +++ b/test/resources/mnist/horovod_mnist.py @@ -18,76 +18,76 @@ hvd.init() # Horovod: pin GPU to be used to process local rank (one GPU per process) -gpus = tf.config.experimental.list_physical_devices('GPU') +gpus = tf.config.experimental.list_physical_devices("GPU") for gpu in gpus: - tf.config.experimental.set_memory_growth(gpu, True) + tf.config.experimental.set_memory_growth(gpu, True) if gpus: - tf.config.experimental.set_visible_devices(gpus[hvd.local_rank()], 'GPU') + tf.config.experimental.set_visible_devices(gpus[hvd.local_rank()], "GPU") -(mnist_images, mnist_labels), _ = \ - tf.keras.datasets.mnist.load_data(path='mnist-%d.npz' % hvd.rank()) +(mnist_images, mnist_labels), _ = tf.keras.datasets.mnist.load_data( + path="mnist-%d.npz" % hvd.rank() +) dataset = tf.data.Dataset.from_tensor_slices( - (tf.cast(mnist_images[..., tf.newaxis] / 255.0, tf.float32), - tf.cast(mnist_labels, tf.int64)) + (tf.cast(mnist_images[..., tf.newaxis] / 255.0, tf.float32), tf.cast(mnist_labels, tf.int64)) ) dataset = dataset.repeat().shuffle(10000).batch(128) -mnist_model = tf.keras.Sequential([ - tf.keras.layers.Conv2D(32, [3, 3], activation='relu'), - tf.keras.layers.Conv2D(64, [3, 3], activation='relu'), - tf.keras.layers.MaxPooling2D(pool_size=(2, 2)), - tf.keras.layers.Dropout(0.25), - tf.keras.layers.Flatten(), - tf.keras.layers.Dense(128, activation='relu'), - tf.keras.layers.Dropout(0.5), - tf.keras.layers.Dense(10, activation='softmax') -]) +mnist_model = tf.keras.Sequential( + [ + tf.keras.layers.Conv2D(32, [3, 3], activation="relu"), + tf.keras.layers.Conv2D(64, [3, 3], activation="relu"), + tf.keras.layers.MaxPooling2D(pool_size=(2, 2)), + tf.keras.layers.Dropout(0.25), + tf.keras.layers.Flatten(), + tf.keras.layers.Dense(128, activation="relu"), + tf.keras.layers.Dropout(0.5), + tf.keras.layers.Dense(10, activation="softmax"), + ] +) loss = tf.losses.SparseCategoricalCrossentropy() # Horovod: adjust learning rate based on number of GPUs. opt = tf.optimizers.Adam(0.001 * hvd.size()) -checkpoint_dir = './checkpoints' +checkpoint_dir = "./checkpoints" checkpoint = tf.train.Checkpoint(model=mnist_model, optimizer=opt) @tf.function def training_step(images, labels, first_batch): - with tf.GradientTape() as tape: - probs = mnist_model(images, training=True) - loss_value = loss(labels, probs) + with tf.GradientTape() as tape: + probs = mnist_model(images, training=True) + loss_value = loss(labels, probs) - # Horovod: add Horovod Distributed GradientTape. - tape = hvd.DistributedGradientTape(tape) + # Horovod: add Horovod Distributed GradientTape. + tape = hvd.DistributedGradientTape(tape) - grads = tape.gradient(loss_value, mnist_model.trainable_variables) - opt.apply_gradients(zip(grads, mnist_model.trainable_variables)) + grads = tape.gradient(loss_value, mnist_model.trainable_variables) + opt.apply_gradients(zip(grads, mnist_model.trainable_variables)) - # Horovod: broadcast initial variable states from rank 0 to all other processes. - # This is necessary to ensure consistent initialization of all workers when - # training is started with random weights or restored from a checkpoint. - # - # Note: broadcast should be done after the first gradient step to ensure optimizer - # initialization. - if first_batch: - hvd.broadcast_variables(mnist_model.variables, root_rank=0) - hvd.broadcast_variables(opt.variables(), root_rank=0) + # Horovod: broadcast initial variable states from rank 0 to all other processes. + # This is necessary to ensure consistent initialization of all workers when + # training is started with random weights or restored from a checkpoint. + # + # Note: broadcast should be done after the first gradient step to ensure optimizer + # initialization. + if first_batch: + hvd.broadcast_variables(mnist_model.variables, root_rank=0) + hvd.broadcast_variables(opt.variables(), root_rank=0) - return loss_value + return loss_value # Horovod: adjust number of steps based on number of GPUs. for batch, (images, labels) in enumerate(dataset.take(600 // hvd.size())): - loss_value = training_step(images, labels, batch == 0) + loss_value = training_step(images, labels, batch == 0) - if batch % 10 == 0 and hvd.local_rank() == 0: - print('Step #%d\tLoss: %.6f' % (batch, loss_value)) + if batch % 10 == 0 and hvd.local_rank() == 0: + print("Step #%d\tLoss: %.6f" % (batch, loss_value)) # Horovod: save checkpoints only on worker 0 to prevent other workers from # corrupting it. if hvd.rank() == 0: - # Export the keras model as Tensorflow SavedModelBundle - mnist_model.save( - os.path.join('/opt/ml/model/mnist/1'), - save_format='tf') + # Export the keras model as Tensorflow SavedModelBundle + mnist_model.save(os.path.join("/opt/ml/model/mnist/1"), save_format="tf") diff --git a/test/resources/mnist/mnist.py b/test/resources/mnist/mnist.py index e783e474..e1c2b275 100644 --- a/test/resources/mnist/mnist.py +++ b/test/resources/mnist/mnist.py @@ -7,49 +7,49 @@ import tensorflow as tf - def _parse_args(): parser = argparse.ArgumentParser() # hyperparameters sent by the client are passed as command-line arguments to the script. - parser.add_argument('--epochs', type=int, default=1) + parser.add_argument("--epochs", type=int, default=1) # Data, model, and output directories - parser.add_argument('--model-dir', type=str, default=os.environ['SM_MODEL_DIR']) - parser.add_argument('--train', type=str, default=os.environ['SM_CHANNEL_TRAINING']) - parser.add_argument('--hosts', type=list, default=json.loads(os.environ['SM_HOSTS'])) - parser.add_argument('--current-host', type=str, default=os.environ['SM_CURRENT_HOST']) + parser.add_argument("--model-dir", type=str, default=os.environ["SM_MODEL_DIR"]) + parser.add_argument("--train", type=str, default=os.environ["SM_CHANNEL_TRAINING"]) + parser.add_argument("--hosts", type=list, default=json.loads(os.environ["SM_HOSTS"])) + parser.add_argument("--current-host", type=str, default=os.environ["SM_CURRENT_HOST"]) return parser.parse_known_args() def _load_training_data(base_dir): - x_train = np.load(os.path.join(base_dir, 'train', 'x_train.npy')) - y_train = np.load(os.path.join(base_dir, 'train', 'y_train.npy')) + x_train = np.load(os.path.join(base_dir, "train", "x_train.npy")) + y_train = np.load(os.path.join(base_dir, "train", "y_train.npy")) return x_train, y_train def _load_testing_data(base_dir): - x_test = np.load(os.path.join(base_dir, 'test', 'x_test.npy')) - y_test = np.load(os.path.join(base_dir, 'test', 'y_test.npy')) + x_test = np.load(os.path.join(base_dir, "test", "x_test.npy")) + y_test = np.load(os.path.join(base_dir, "test", "y_test.npy")) return x_test, y_test + args, unknown = _parse_args() -model = tf.keras.models.Sequential([ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(512, activation=tf.nn.relu), - tf.keras.layers.Dropout(0.2), - tf.keras.layers.Dense(10, activation=tf.nn.softmax) -]) +model = tf.keras.models.Sequential( + [ + tf.keras.layers.Flatten(input_shape=(28, 28)), + tf.keras.layers.Dense(512, activation=tf.nn.relu), + tf.keras.layers.Dropout(0.2), + tf.keras.layers.Dense(10, activation=tf.nn.softmax), + ] +) -model.compile(optimizer='adam', - loss='sparse_categorical_crossentropy', - metrics=['accuracy']) +model.compile(optimizer="adam", loss="sparse_categorical_crossentropy", metrics=["accuracy"]) x_train, y_train = _load_training_data(args.train) x_test, y_test = _load_testing_data(args.train) model.fit(x_train, y_train, epochs=args.epochs) model.evaluate(x_test, y_test) if args.current_host == args.hosts[0]: - model.save(os.path.join('/opt/ml/model', 'my_model.h5')) + model.save(os.path.join("/opt/ml/model", "my_model.h5")) diff --git a/test/resources/mnist/mnist_estimator.py b/test/resources/mnist/mnist_estimator.py index 904e48c2..82fb75ac 100644 --- a/test/resources/mnist/mnist_estimator.py +++ b/test/resources/mnist/mnist_estimator.py @@ -12,124 +12,122 @@ import argparse import json + def cnn_model_fn(features, labels, mode): - """Model function for CNN.""" - # Input Layer - # Reshape X to 4-D tensor: [batch_size, width, height, channels] - # MNIST images are 28x28 pixels, and have one color channel - input_layer = tf.reshape(features["x"], [-1, 28, 28, 1]) - - # Convolutional Layer #1 - # Computes 32 features using a 5x5 filter with ReLU activation. - # Padding is added to preserve width and height. - # Input Tensor Shape: [batch_size, 28, 28, 1] - # Output Tensor Shape: [batch_size, 28, 28, 32] - conv1 = tf.compat.v1.layers.conv2d( - inputs=input_layer, - filters=32, - kernel_size=[5, 5], - padding="same", - activation=tf.nn.relu) - - # Pooling Layer #1 - # First max pooling layer with a 2x2 filter and stride of 2 - # Input Tensor Shape: [batch_size, 28, 28, 32] - # Output Tensor Shape: [batch_size, 14, 14, 32] - pool1 = tf.compat.v1.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2], strides=2) - - # Convolutional Layer #2 - # Computes 64 features using a 5x5 filter. - # Padding is added to preserve width and height. - # Input Tensor Shape: [batch_size, 14, 14, 32] - # Output Tensor Shape: [batch_size, 14, 14, 64] - conv2 = tf.compat.v1.layers.conv2d( - inputs=pool1, - filters=64, - kernel_size=[5, 5], - padding="same", - activation=tf.nn.relu) - - # Pooling Layer #2 - # Second max pooling layer with a 2x2 filter and stride of 2 - # Input Tensor Shape: [batch_size, 14, 14, 64] - # Output Tensor Shape: [batch_size, 7, 7, 64] - pool2 = tf.compat.v1.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2) - - # Flatten tensor into a batch of vectors - # Input Tensor Shape: [batch_size, 7, 7, 64] - # Output Tensor Shape: [batch_size, 7 * 7 * 64] - pool2_flat = tf.reshape(pool2, [-1, 7 * 7 * 64]) - - # Dense Layer - # Densely connected layer with 1024 neurons - # Input Tensor Shape: [batch_size, 7 * 7 * 64] - # Output Tensor Shape: [batch_size, 1024] - dense = tf.compat.v1.layers.dense(inputs=pool2_flat, units=1024, activation=tf.nn.relu) - - # Add dropout operation; 0.6 probability that element will be kept - dropout = tf.compat.v1.layers.dropout( - inputs=dense, rate=0.4, training=mode == tf.estimator.ModeKeys.TRAIN) - - # Logits layer - # Input Tensor Shape: [batch_size, 1024] - # Output Tensor Shape: [batch_size, 10] - logits = tf.compat.v1.layers.dense(inputs=dropout, units=10) - - predictions = { - # Generate predictions (for PREDICT and EVAL mode) - "classes": tf.argmax(input=logits, axis=1), - # Add `softmax_tensor` to the graph. It is used for PREDICT and by the - # `logging_hook`. - "probabilities": tf.nn.softmax(logits, name="softmax_tensor") - } - if mode == tf.estimator.ModeKeys.PREDICT: - return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions) - - # Calculate Loss (for both TRAIN and EVAL modes) - loss = tf.compat.v1.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits) - - # Configure the Training Op (for TRAIN mode) - if mode == tf.estimator.ModeKeys.TRAIN: - optimizer = tf.compat.v1.train.GradientDescentOptimizer(learning_rate=0.001) - train_op = optimizer.minimize( - loss=loss, - global_step=tf.compat.v1.train.get_global_step()) - return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op) - - # Add evaluation metrics (for EVAL mode) - eval_metric_ops = { - "accuracy": tf.compat.v1.metrics.accuracy( - labels=labels, predictions=predictions["classes"])} - return tf.estimator.EstimatorSpec( - mode=mode, loss=loss, eval_metric_ops=eval_metric_ops) + """Model function for CNN.""" + # Input Layer + # Reshape X to 4-D tensor: [batch_size, width, height, channels] + # MNIST images are 28x28 pixels, and have one color channel + input_layer = tf.reshape(features["x"], [-1, 28, 28, 1]) + + # Convolutional Layer #1 + # Computes 32 features using a 5x5 filter with ReLU activation. + # Padding is added to preserve width and height. + # Input Tensor Shape: [batch_size, 28, 28, 1] + # Output Tensor Shape: [batch_size, 28, 28, 32] + conv1 = tf.compat.v1.layers.conv2d( + inputs=input_layer, filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu + ) + + # Pooling Layer #1 + # First max pooling layer with a 2x2 filter and stride of 2 + # Input Tensor Shape: [batch_size, 28, 28, 32] + # Output Tensor Shape: [batch_size, 14, 14, 32] + pool1 = tf.compat.v1.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2], strides=2) + + # Convolutional Layer #2 + # Computes 64 features using a 5x5 filter. + # Padding is added to preserve width and height. + # Input Tensor Shape: [batch_size, 14, 14, 32] + # Output Tensor Shape: [batch_size, 14, 14, 64] + conv2 = tf.compat.v1.layers.conv2d( + inputs=pool1, filters=64, kernel_size=[5, 5], padding="same", activation=tf.nn.relu + ) + + # Pooling Layer #2 + # Second max pooling layer with a 2x2 filter and stride of 2 + # Input Tensor Shape: [batch_size, 14, 14, 64] + # Output Tensor Shape: [batch_size, 7, 7, 64] + pool2 = tf.compat.v1.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2) + + # Flatten tensor into a batch of vectors + # Input Tensor Shape: [batch_size, 7, 7, 64] + # Output Tensor Shape: [batch_size, 7 * 7 * 64] + pool2_flat = tf.reshape(pool2, [-1, 7 * 7 * 64]) + + # Dense Layer + # Densely connected layer with 1024 neurons + # Input Tensor Shape: [batch_size, 7 * 7 * 64] + # Output Tensor Shape: [batch_size, 1024] + dense = tf.compat.v1.layers.dense(inputs=pool2_flat, units=1024, activation=tf.nn.relu) + + # Add dropout operation; 0.6 probability that element will be kept + dropout = tf.compat.v1.layers.dropout( + inputs=dense, rate=0.4, training=mode == tf.estimator.ModeKeys.TRAIN + ) + + # Logits layer + # Input Tensor Shape: [batch_size, 1024] + # Output Tensor Shape: [batch_size, 10] + logits = tf.compat.v1.layers.dense(inputs=dropout, units=10) + + predictions = { + # Generate predictions (for PREDICT and EVAL mode) + "classes": tf.argmax(input=logits, axis=1), + # Add `softmax_tensor` to the graph. It is used for PREDICT and by the + # `logging_hook`. + "probabilities": tf.nn.softmax(logits, name="softmax_tensor"), + } + if mode == tf.estimator.ModeKeys.PREDICT: + return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions) + + # Calculate Loss (for both TRAIN and EVAL modes) + loss = tf.compat.v1.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits) + + # Configure the Training Op (for TRAIN mode) + if mode == tf.estimator.ModeKeys.TRAIN: + optimizer = tf.compat.v1.train.GradientDescentOptimizer(learning_rate=0.001) + train_op = optimizer.minimize(loss=loss, global_step=tf.compat.v1.train.get_global_step()) + return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op) + + # Add evaluation metrics (for EVAL mode) + eval_metric_ops = { + "accuracy": tf.compat.v1.metrics.accuracy(labels=labels, predictions=predictions["classes"]) + } + return tf.estimator.EstimatorSpec(mode=mode, loss=loss, eval_metric_ops=eval_metric_ops) + def _load_training_data(base_dir): - x_train = np.load(os.path.join(base_dir, 'train_data.npy')) - y_train = np.load(os.path.join(base_dir, 'train_labels.npy')) + x_train = np.load(os.path.join(base_dir, "train_data.npy")) + y_train = np.load(os.path.join(base_dir, "train_labels.npy")) return x_train, y_train + def _load_testing_data(base_dir): - x_test = np.load(os.path.join(base_dir, 'eval_data.npy')) - y_test = np.load(os.path.join(base_dir, 'eval_labels.npy')) + x_test = np.load(os.path.join(base_dir, "eval_data.npy")) + y_test = np.load(os.path.join(base_dir, "eval_labels.npy")) return x_test, y_test + def _parse_args(): parser = argparse.ArgumentParser() - parser.add_argument('--train', type=str, default=os.environ['SM_CHANNEL_TRAINING']) - parser.add_argument('--model_dir', type=str) - parser.add_argument('--max-steps', type=int, default=200) - parser.add_argument('--save-checkpoint-steps', type=int, default=200) - parser.add_argument('--throttle-secs', type=int, default=60) - parser.add_argument('--hosts', type=list, default=json.loads(os.environ['SM_HOSTS'])) - parser.add_argument('--current-host', type=str, default=os.environ['SM_CURRENT_HOST']) - parser.add_argument('--batch-size', type=int, default=100) - parser.add_argument('--export-model-during-training', type=bool, default=False) + parser.add_argument("--train", type=str, default=os.environ["SM_CHANNEL_TRAINING"]) + parser.add_argument("--model_dir", type=str) + parser.add_argument("--max-steps", type=int, default=200) + parser.add_argument("--save-checkpoint-steps", type=int, default=200) + parser.add_argument("--throttle-secs", type=int, default=60) + parser.add_argument("--hosts", type=list, default=json.loads(os.environ["SM_HOSTS"])) + parser.add_argument("--current-host", type=str, default=os.environ["SM_CURRENT_HOST"]) + parser.add_argument("--batch-size", type=int, default=100) + parser.add_argument("--export-model-during-training", type=bool, default=False) return parser.parse_known_args() + def serving_input_fn(): - inputs = {'x': tf.compat.v1.placeholder(tf.float32, [None, 784])} + inputs = {"x": tf.compat.v1.placeholder(tf.float32, [None, 784])} return tf.estimator.export.ServingInputReceiver(inputs, inputs) + if __name__ == "__main__": args, unknown = _parse_args() for arg in vars(args): @@ -144,14 +142,13 @@ def serving_input_fn(): # Saving a checkpoint after every step run_config = tf.estimator.RunConfig(save_checkpoints_steps=args.save_checkpoint_steps) mnist_classifier = tf.estimator.Estimator( - model_fn=cnn_model_fn, model_dir=args.model_dir, config=run_config) + model_fn=cnn_model_fn, model_dir=args.model_dir, config=run_config + ) # Set up logging for predictions # Log the values in the "Softmax" tensor with label "probabilities" tensors_to_log = {"probabilities": "softmax_tensor"} - logging_hook = tf.estimator.LoggingTensorHook( - tensors=tensors_to_log, every_n_iter=50 - ) + logging_hook = tf.estimator.LoggingTensorHook(tensors=tensors_to_log, every_n_iter=50) # Train the model train_input_fn = tf.compat.v1.estimator.inputs.numpy_input_fn( @@ -159,20 +156,24 @@ def serving_input_fn(): y=train_labels, batch_size=args.batch_size, num_epochs=None, - shuffle=True) + shuffle=True, + ) - exporter = tf.compat.v1.estimator.LatestExporter('Servo', serving_input_receiver_fn=serving_input_fn) \ - if args.export_model_during_training else None + exporter = ( + tf.compat.v1.estimator.LatestExporter("Servo", serving_input_receiver_fn=serving_input_fn) + if args.export_model_during_training + else None + ) # Evaluate the model and print results eval_input_fn = tf.compat.v1.estimator.inputs.numpy_input_fn( - x={"x": eval_data}, - y=eval_labels, - num_epochs=1, - shuffle=False) + x={"x": eval_data}, y=eval_labels, num_epochs=1, shuffle=False + ) train_spec = tf.estimator.TrainSpec(train_input_fn, max_steps=args.max_steps) - eval_spec = tf.estimator.EvalSpec(eval_input_fn, throttle_secs=args.throttle_secs, exporters=exporter) + eval_spec = tf.estimator.EvalSpec( + eval_input_fn, throttle_secs=args.throttle_secs, exporters=exporter + ) tf.estimator.train_and_evaluate(mnist_classifier, train_spec, eval_spec) if args.current_host == args.hosts[0]: - mnist_classifier.export_saved_model('/opt/ml/model', serving_input_fn) + mnist_classifier.export_saved_model("/opt/ml/model", serving_input_fn) diff --git a/test/resources/tuning_model_dir/entry.py b/test/resources/tuning_model_dir/entry.py index 0bce7165..09d44abc 100644 --- a/test/resources/tuning_model_dir/entry.py +++ b/test/resources/tuning_model_dir/entry.py @@ -16,11 +16,13 @@ import os parser = argparse.ArgumentParser() -parser.add_argument('--model_dir', type=str) -parser.add_argument('--arbitrary_value', type=int, default=0) +parser.add_argument("--model_dir", type=str) +parser.add_argument("--arbitrary_value", type=int, default=0) args = parser.parse_args() -assert os.environ['TRAINING_JOB_NAME'] in args.model_dir, 'model_dir not unique to training job: %s' % args.model_dir +assert os.environ["TRAINING_JOB_NAME"] in args.model_dir, ( + "model_dir not unique to training job: %s" % args.model_dir +) # For the "hyperparameter tuning" to work -print('accuracy=1') +print("accuracy=1") diff --git a/test/unit/test_s3_utils.py b/test/unit/test_s3_utils.py index 03de70a3..2bd63bf8 100644 --- a/test/unit/test_s3_utils.py +++ b/test/unit/test_s3_utils.py @@ -19,30 +19,30 @@ from sagemaker_tensorflow_container import s3_utils -BUCKET_REGION = 'us-west-2' -JOB_REGION = 'us-west-1' -JOB_BUKCET = 'sagemaker-us-west-2-000-00-1' -PREFIX = 'sagemaker/something' -MODEL_DIR = 's3://{}/{}'.format(JOB_BUKCET, PREFIX) +BUCKET_REGION = "us-west-2" +JOB_REGION = "us-west-1" +JOB_BUKCET = "sagemaker-us-west-2-000-00-1" +PREFIX = "sagemaker/something" +MODEL_DIR = "s3://{}/{}".format(JOB_BUKCET, PREFIX) -@patch('boto3.client') +@patch("boto3.client") def test_configure(client): s3 = MagicMock() client.return_value = s3 - loc = {'LocationConstraint': BUCKET_REGION} + loc = {"LocationConstraint": BUCKET_REGION} s3.get_bucket_location.return_value = loc s3_utils.configure(MODEL_DIR, JOB_REGION) - assert os.environ['S3_REGION'] == BUCKET_REGION - assert os.environ['TF_CPP_MIN_LOG_LEVEL'] == '1' - assert os.environ['S3_USE_HTTPS'] == '1' + assert os.environ["S3_REGION"] == BUCKET_REGION + assert os.environ["TF_CPP_MIN_LOG_LEVEL"] == "1" + assert os.environ["S3_USE_HTTPS"] == "1" def test_configure_local_dir(): - s3_utils.configure('/opt/ml/model', JOB_REGION) + s3_utils.configure("/opt/ml/model", JOB_REGION) - assert os.environ['S3_REGION'] == JOB_REGION - assert os.environ['TF_CPP_MIN_LOG_LEVEL'] == '1' - assert os.environ['S3_USE_HTTPS'] == '1' + assert os.environ["S3_REGION"] == JOB_REGION + assert os.environ["TF_CPP_MIN_LOG_LEVEL"] == "1" + assert os.environ["S3_USE_HTTPS"] == "1" diff --git a/test/unit/test_training.py b/test/unit/test_training.py index 8483a846..2795af44 100644 --- a/test/unit/test_training.py +++ b/test/unit/test_training.py @@ -22,27 +22,27 @@ from sagemaker_tensorflow_container import training -MODULE_DIR = 's3://my/bucket' -MODULE_NAME = 'script_name' -LOG_LEVEL = 'Debug' -HOST1 = 'host1' -HOST2 = 'host2' +MODULE_DIR = "s3://my/bucket" +MODULE_NAME = "script_name" +LOG_LEVEL = "Debug" +HOST1 = "host1" +HOST2 = "host2" HOST_LIST = [HOST1, HOST2] CURRENT_HOST = HOST1 -CMD_ARGS = {'some_key': 'some_value'} +CMD_ARGS = {"some_key": "some_value"} CLUSTER_WITH_PS = { - 'master': ['{}:2222'.format(HOST1)], - 'worker': ['{}:2222'.format(HOST2)], - 'ps': ['{}:2223'.format(HOST1), '{}:2223'.format(HOST2)] + "master": ["{}:2222".format(HOST1)], + "worker": ["{}:2222".format(HOST2)], + "ps": ["{}:2223".format(HOST1), "{}:2223".format(HOST2)], } -MASTER_TASK = {'index': 0, 'type': 'master'} -WORKER_TASK = {'index': 0, 'type': 'worker'} -PS_TASK_1 = {'index': 0, 'type': 'ps'} -PS_TASK_2 = {'index': 1, 'type': 'ps'} -MODEL_DIR = 's3://bucket/prefix' -MODEL_DIR_CMD_LIST = ['--model_dir', MODEL_DIR] -REGION = 'us-west-2' -RESOURCE_PATH = os.path.join(os.path.dirname(__file__), '..', 'resources') +MASTER_TASK = {"index": 0, "type": "master"} +WORKER_TASK = {"index": 0, "type": "worker"} +PS_TASK_1 = {"index": 0, "type": "ps"} +PS_TASK_2 = {"index": 1, "type": "ps"} +MODEL_DIR = "s3://bucket/prefix" +MODEL_DIR_CMD_LIST = ["--model_dir", MODEL_DIR] +REGION = "us-west-2" +RESOURCE_PATH = os.path.join(os.path.dirname(__file__), "..", "resources") @pytest.fixture @@ -50,9 +50,7 @@ def distributed_training_env(): env = simple_training_env() env.hosts = HOST_LIST - env.additional_framework_parameters = { - training.SAGEMAKER_PARAMETER_SERVER_ENABLED: True - } + env.additional_framework_parameters = {training.SAGEMAKER_PARAMETER_SERVER_ENABLED: True} return env @@ -65,189 +63,238 @@ def simple_training_env(): env = MagicMock() env.module_dir = MODULE_DIR env.user_entry_point = MODULE_NAME - env.hyperparameters = {'model_dir': MODEL_DIR} + env.hyperparameters = {"model_dir": MODEL_DIR} env.log_level = LOG_LEVEL env.additional_framework_parameters = {} env.hosts = CURRENT_HOST env.current_host = CURRENT_HOST env.to_env_vars = lambda: {} - env.job_name = 'test-training-job' + env.job_name = "test-training-job" return env def test_is_host_master(): assert training._is_host_master(HOST_LIST, CURRENT_HOST) is True - assert training._is_host_master(HOST_LIST, 'host2') is False - assert training._is_host_master(HOST_LIST, 'somehost') is False + assert training._is_host_master(HOST_LIST, "host2") is False + assert training._is_host_master(HOST_LIST, "somehost") is False -@patch('sagemaker_training.entry_point.run') +@patch("sagemaker_training.entry_point.run") def test_single_machine(run_module, single_machine_training_env): training.train(single_machine_training_env, MODEL_DIR_CMD_LIST) - run_module.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, - single_machine_training_env.to_env_vars(), - runner_type=runner.ProcessRunnerType) + run_module.assert_called_with( + uri=MODULE_DIR, + user_entry_point=MODULE_NAME, + args=MODEL_DIR_CMD_LIST, + env_vars=single_machine_training_env.to_env_vars(), + capture_error=True, + runner_type=runner.ProcessRunnerType, + ) -@patch('sagemaker_training.entry_point.run') +@patch("sagemaker_training.entry_point.run") def test_train_horovod(run_module, single_machine_training_env): - single_machine_training_env.additional_framework_parameters['sagemaker_mpi_enabled'] = True + single_machine_training_env.additional_framework_parameters["sagemaker_mpi_enabled"] = True training.train(single_machine_training_env, MODEL_DIR_CMD_LIST) - run_module.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, - single_machine_training_env.to_env_vars(), - runner_type=runner.MPIRunnerType) + run_module.assert_called_with( + uri=MODULE_DIR, + user_entry_point=MODULE_NAME, + args=MODEL_DIR_CMD_LIST, + env_vars=single_machine_training_env.to_env_vars(), + capture_error=True, + runner_type=runner.MPIRunnerType, + ) @pytest.mark.skip_on_pipeline -@pytest.mark.skipif(sys.version_info.major != 3, - reason="Skip this for python 2 because of dict key order mismatch") -@patch('tensorflow.train.ClusterSpec') -@patch('tensorflow.train.Server') -@patch('sagemaker_training.entry_point.run') -@patch('multiprocessing.Process', lambda target: target()) -@patch('time.sleep', MagicMock()) +@pytest.mark.skipif( + sys.version_info.major != 3, reason="Skip this for python 2 because of dict key order mismatch" +) +@patch("tensorflow.train.ClusterSpec") +@patch("tensorflow.train.Server") +@patch("sagemaker_training.entry_point.run") +@patch("multiprocessing.Process", lambda target: target()) +@patch("time.sleep", MagicMock()) def test_train_distributed_master(run, tf_server, cluster_spec, distributed_training_env): training.train(distributed_training_env, MODEL_DIR_CMD_LIST) - cluster_spec.assert_called_with({'worker': ['host2:2222'], - 'master': ['host1:2222'], - 'ps': ['host1:2223', 'host2:2223']}) + cluster_spec.assert_called_with( + {"worker": ["host2:2222"], "master": ["host1:2222"], "ps": ["host1:2223", "host2:2223"]} + ) tf_server.assert_called_with( - cluster_spec(), job_name='ps', task_index=0, config=tf.ConfigProto(device_count={'GPU': 0}) + cluster_spec(), job_name="ps", task_index=0, config=tf.ConfigProto(device_count={"GPU": 0}) ) tf_server().join.assert_called_with() - tf_config = '{"cluster": {' \ - '"master": ["host1:2222"], ' \ - '"ps": ["host1:2223", "host2:2223"], ' \ - '"worker": ["host2:2222"]}, ' \ - '"environment": "cloud", ' \ - '"task": {"index": 0, "type": "master"}}' + tf_config = ( + '{"cluster": {' + '"master": ["host1:2222"], ' + '"ps": ["host1:2223", "host2:2223"], ' + '"worker": ["host2:2222"]}, ' + '"environment": "cloud", ' + '"task": {"index": 0, "type": "master"}}' + ) - run.assert_called_with('s3://my/bucket', 'script_name', MODEL_DIR_CMD_LIST, - {'TF_CONFIG': tf_config}) + run.assert_called_with( + uri="s3://my/bucket", + user_entry_point="script_name", + args=MODEL_DIR_CMD_LIST, + env_vars={"TF_CONFIG": tf_config}, + capture_error=True, + ) @pytest.mark.skip_on_pipeline -@pytest.mark.skipif(sys.version_info.major != 3, - reason="Skip this for python 2 because of dict key order mismatch") -@patch('tensorflow.train.ClusterSpec') -@patch('tensorflow.train.Server') -@patch('sagemaker_training.entry_point.run') -@patch('multiprocessing.Process', lambda target: target()) -@patch('time.sleep', MagicMock()) +@pytest.mark.skipif( + sys.version_info.major != 3, reason="Skip this for python 2 because of dict key order mismatch" +) +@patch("tensorflow.train.ClusterSpec") +@patch("tensorflow.train.Server") +@patch("sagemaker_training.entry_point.run") +@patch("multiprocessing.Process", lambda target: target()) +@patch("time.sleep", MagicMock()) def test_train_distributed_worker(run, tf_server, cluster_spec, distributed_training_env): distributed_training_env.current_host = HOST2 training.train(distributed_training_env, MODEL_DIR_CMD_LIST) - cluster_spec.assert_called_with({'worker': ['host2:2222'], - 'master': ['host1:2222'], - 'ps': ['host1:2223', 'host2:2223']}) + cluster_spec.assert_called_with( + {"worker": ["host2:2222"], "master": ["host1:2222"], "ps": ["host1:2223", "host2:2223"]} + ) tf_server.assert_called_with( - cluster_spec(), job_name='ps', task_index=1, config=tf.ConfigProto(device_count={'GPU': 0}) + cluster_spec(), job_name="ps", task_index=1, config=tf.ConfigProto(device_count={"GPU": 0}) ) tf_server().join.assert_called_with() - tf_config = '{"cluster": {' \ - '"master": ["host1:2222"], ' \ - '"ps": ["host1:2223", "host2:2223"], ' \ - '"worker": ["host2:2222"]}, ' \ - '"environment": "cloud", ' \ - '"task": {"index": 0, "type": "worker"}}' + tf_config = ( + '{"cluster": {' + '"master": ["host1:2222"], ' + '"ps": ["host1:2223", "host2:2223"], ' + '"worker": ["host2:2222"]}, ' + '"environment": "cloud", ' + '"task": {"index": 0, "type": "worker"}}' + ) - run.assert_called_with('s3://my/bucket', 'script_name', MODEL_DIR_CMD_LIST, - {'TF_CONFIG': tf_config}) + run.assert_called_with( + uri="s3://my/bucket", + user_entry_point="script_name", + args=MODEL_DIR_CMD_LIST, + env_vars={"TF_CONFIG": tf_config}, + capture_error=True, + ) -@patch('sagemaker_training.entry_point.run') +@patch("sagemaker_training.entry_point.run") def test_train_distributed_no_ps(run, distributed_training_env): distributed_training_env.additional_framework_parameters[ - training.SAGEMAKER_PARAMETER_SERVER_ENABLED] = False + training.SAGEMAKER_PARAMETER_SERVER_ENABLED + ] = False distributed_training_env.current_host = HOST2 training.train(distributed_training_env, MODEL_DIR_CMD_LIST) - run.assert_called_with(MODULE_DIR, MODULE_NAME, MODEL_DIR_CMD_LIST, - distributed_training_env.to_env_vars(), runner_type=runner.ProcessRunnerType) + run.assert_called_with( + uri=MODULE_DIR, + user_entry_point=MODULE_NAME, + args=MODEL_DIR_CMD_LIST, + env_vars=distributed_training_env.to_env_vars(), + capture_error=True, + runner_type=runner.ProcessRunnerType, + ) def test_build_tf_config(): assert training._build_tf_config(HOST_LIST, HOST1) == { - 'cluster': CLUSTER_WITH_PS, - 'environment': 'cloud', - 'task': MASTER_TASK + "cluster": CLUSTER_WITH_PS, + "environment": "cloud", + "task": MASTER_TASK, } assert training._build_tf_config(HOST_LIST, HOST1, ps_task=True) == { - 'cluster': CLUSTER_WITH_PS, - 'environment': 'cloud', - 'task': PS_TASK_1 + "cluster": CLUSTER_WITH_PS, + "environment": "cloud", + "task": PS_TASK_1, } assert training._build_tf_config(HOST_LIST, HOST2) == { - 'cluster': CLUSTER_WITH_PS, - 'environment': 'cloud', - 'task': WORKER_TASK + "cluster": CLUSTER_WITH_PS, + "environment": "cloud", + "task": WORKER_TASK, } assert training._build_tf_config(HOST_LIST, HOST2, ps_task=True) == { - 'cluster': CLUSTER_WITH_PS, - 'environment': 'cloud', - 'task': PS_TASK_2} + "cluster": CLUSTER_WITH_PS, + "environment": "cloud", + "task": PS_TASK_2, + } def test_build_tf_config_error(): with pytest.raises(ValueError) as error: training._build_tf_config([HOST1], HOST1, ps_task=True) - assert 'Cannot have a ps task if there are no parameter servers in the cluster' in str(error.value) + assert "Cannot have a ps task if there are no parameter servers in the cluster" in str( + error.value + ) -@patch('sagemaker_tensorflow_container.training.logger') +@patch("sagemaker_tensorflow_container.training.logger") def test_log_model_missing_warning_no_model(logger): - path = os.path.join(RESOURCE_PATH, 'test_dir_empty') + path = os.path.join(RESOURCE_PATH, "test_dir_empty") if not os.path.exists(path): os.mkdir(path) training._log_model_missing_warning(path) - logger.warn.assert_called_with('No model artifact is saved under path {}.' - ' Your training job will not save any model files to S3.\n' - 'For details of how to construct your training script see:\n' - 'https://sagemaker.readthedocs.io/en/stable/using_tf.html#adapting-your-local-tensorflow-script' # noqa - .format(path)) + logger.warn.assert_called_with( + "No model artifact is saved under path {}." + " Your training job will not save any model files to S3.\n" + "For details of how to construct your training script see:\n" + "https://sagemaker.readthedocs.io/en/stable/using_tf.html#adapting-your-local-tensorflow-script".format( # noqa + path + ) + ) -@patch('sagemaker_tensorflow_container.training.logger') +@patch("sagemaker_tensorflow_container.training.logger") def test_log_model_missing_warning_wrong_format(logger): - training._log_model_missing_warning(os.path.join(RESOURCE_PATH, 'test_dir_wrong_model')) - logger.warn.assert_called_with('Your model will NOT be servable with SageMaker TensorFlow Serving container. ' - 'The model artifact was not saved in the TensorFlow ' - 'SavedModel directory structure:\n' - 'https://www.tensorflow.org/guide/saved_model#structure_of_a_savedmodel_directory') + training._log_model_missing_warning(os.path.join(RESOURCE_PATH, "test_dir_wrong_model")) + logger.warn.assert_called_with( + "Your model will NOT be servable with SageMaker TensorFlow Serving container. " + "The model artifact was not saved in the TensorFlow " + "SavedModel directory structure:\n" + "https://www.tensorflow.org/guide/saved_model#structure_of_a_savedmodel_directory" + ) -@patch('sagemaker_tensorflow_container.training.logger') +@patch("sagemaker_tensorflow_container.training.logger") def test_log_model_missing_warning_wrong_parent_dir(logger): - training._log_model_missing_warning(os.path.join(RESOURCE_PATH, 'test_dir_wrong_parent_dir')) - logger.warn.assert_called_with('Your model will NOT be servable with SageMaker TensorFlow Serving containers. ' - 'The SavedModel bundle is under directory \"{}\", not a numeric name.' - .format('not-digit')) + training._log_model_missing_warning(os.path.join(RESOURCE_PATH, "test_dir_wrong_parent_dir")) + logger.warn.assert_called_with( + "Your model will NOT be servable with SageMaker TensorFlow Serving containers. " + 'The SavedModel bundle is under directory "{}", not a numeric name.'.format("not-digit") + ) -@patch('sagemaker_tensorflow_container.training.logger') +@patch("sagemaker_tensorflow_container.training.logger") def test_log_model_missing_warning_correct(logger): - training._log_model_missing_warning(os.path.join(RESOURCE_PATH, 'test_dir_correct_model')) + training._log_model_missing_warning(os.path.join(RESOURCE_PATH, "test_dir_correct_model")) logger.warn.assert_not_called() -@patch('sagemaker_tensorflow_container.training.logger') -@patch('sagemaker_tensorflow_container.training.train') -@patch('logging.Logger.setLevel') -@patch('sagemaker_training.environment.Environment') -@patch('sagemaker_training.environment.read_hyperparameters', return_value={}) -@patch('sagemaker_tensorflow_container.s3_utils.configure') -def test_main(configure_s3_env, read_hyperparameters, training_env, - set_level, train, logger, single_machine_training_env): +@patch("sagemaker_tensorflow_container.training.logger") +@patch("sagemaker_tensorflow_container.training.train") +@patch("logging.Logger.setLevel") +@patch("sagemaker_training.environment.Environment") +@patch("sagemaker_training.environment.read_hyperparameters", return_value={}) +@patch("sagemaker_tensorflow_container.s3_utils.configure") +def test_main( + configure_s3_env, + read_hyperparameters, + training_env, + set_level, + train, + logger, + single_machine_training_env, +): training_env.return_value = single_machine_training_env - os.environ['SAGEMAKER_REGION'] = REGION + os.environ["SAGEMAKER_REGION"] = REGION training.main() read_hyperparameters.assert_called_once_with() training_env.assert_called_once_with(hyperparameters={}) @@ -255,46 +302,71 @@ def test_main(configure_s3_env, read_hyperparameters, training_env, configure_s3_env.assert_called_once() -@patch('sagemaker_tensorflow_container.training.logger') -@patch('sagemaker_tensorflow_container.training.train') -@patch('logging.Logger.setLevel') -@patch('sagemaker_training.environment.Environment') -@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': MODEL_DIR}) -@patch('sagemaker_tensorflow_container.s3_utils.configure') -def test_main_simple_training_model_dir(configure_s3_env, read_hyperparameters, training_env, - set_level, train, logger, single_machine_training_env): +@patch("sagemaker_tensorflow_container.training.logger") +@patch("sagemaker_tensorflow_container.training.train") +@patch("logging.Logger.setLevel") +@patch("sagemaker_training.environment.Environment") +@patch("sagemaker_training.environment.read_hyperparameters", return_value={"model_dir": MODEL_DIR}) +@patch("sagemaker_tensorflow_container.s3_utils.configure") +def test_main_simple_training_model_dir( + configure_s3_env, + read_hyperparameters, + training_env, + set_level, + train, + logger, + single_machine_training_env, +): training_env.return_value = single_machine_training_env - os.environ['SAGEMAKER_REGION'] = REGION + os.environ["SAGEMAKER_REGION"] = REGION training.main() configure_s3_env.assert_called_once_with(MODEL_DIR, REGION) -@patch('sagemaker_tensorflow_container.training.logger') -@patch('sagemaker_tensorflow_container.training.train') -@patch('logging.Logger.setLevel') -@patch('sagemaker_training.environment.Environment') -@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': MODEL_DIR, - '_tuning_objective_metric': 'auc'}) -@patch('sagemaker_tensorflow_container.s3_utils.configure') -def test_main_tuning_model_dir(configure_s3_env, read_hyperparameters, training_env, - set_level, train, logger, single_machine_training_env): +@patch("sagemaker_tensorflow_container.training.logger") +@patch("sagemaker_tensorflow_container.training.train") +@patch("logging.Logger.setLevel") +@patch("sagemaker_training.environment.Environment") +@patch( + "sagemaker_training.environment.read_hyperparameters", + return_value={"model_dir": MODEL_DIR, "_tuning_objective_metric": "auc"}, +) +@patch("sagemaker_tensorflow_container.s3_utils.configure") +def test_main_tuning_model_dir( + configure_s3_env, + read_hyperparameters, + training_env, + set_level, + train, + logger, + single_machine_training_env, +): training_env.return_value = single_machine_training_env - os.environ['SAGEMAKER_REGION'] = REGION + os.environ["SAGEMAKER_REGION"] = REGION training.main() - expected_model_dir = '{}/{}/model'.format(MODEL_DIR, single_machine_training_env.job_name) + expected_model_dir = "{}/{}/model".format(MODEL_DIR, single_machine_training_env.job_name) configure_s3_env.assert_called_once_with(expected_model_dir, REGION) -@patch('sagemaker_tensorflow_container.training.logger') -@patch('sagemaker_tensorflow_container.training.train') -@patch('logging.Logger.setLevel') -@patch('sagemaker_training.environment.Environment') -@patch('sagemaker_training.environment.read_hyperparameters', return_value={'model_dir': '/opt/ml/model', - '_tuning_objective_metric': 'auc'}) -@patch('sagemaker_tensorflow_container.s3_utils.configure') -def test_main_tuning_mpi_model_dir(configure_s3_env, read_hyperparameters, training_env, - set_level, train, logger, single_machine_training_env): +@patch("sagemaker_tensorflow_container.training.logger") +@patch("sagemaker_tensorflow_container.training.train") +@patch("logging.Logger.setLevel") +@patch("sagemaker_training.environment.Environment") +@patch( + "sagemaker_training.environment.read_hyperparameters", + return_value={"model_dir": "/opt/ml/model", "_tuning_objective_metric": "auc"}, +) +@patch("sagemaker_tensorflow_container.s3_utils.configure") +def test_main_tuning_mpi_model_dir( + configure_s3_env, + read_hyperparameters, + training_env, + set_level, + train, + logger, + single_machine_training_env, +): training_env.return_value = single_machine_training_env - os.environ['SAGEMAKER_REGION'] = REGION + os.environ["SAGEMAKER_REGION"] = REGION training.main() - configure_s3_env.assert_called_once_with('/opt/ml/model', REGION) + configure_s3_env.assert_called_once_with("/opt/ml/model", REGION) diff --git a/test/utils/image_utils.py b/test/utils/image_utils.py index c7158269..9fe5b590 100644 --- a/test/utils/image_utils.py +++ b/test/utils/image_utils.py @@ -16,35 +16,48 @@ import subprocess import sys -CYAN_COLOR = '\033[36m' -END_COLOR = '\033[0m' -DLC_AWS_ID = '763104351884' +CYAN_COLOR = "\033[36m" +END_COLOR = "\033[0m" +DLC_AWS_ID = "763104351884" -def build_image(framework_version, dockerfile, image_uri, region, cwd='.'): - _check_call('python setup.py sdist') +def build_image(framework_version, dockerfile, image_uri, region, cwd="."): + _check_call("python setup.py sdist") - if 'dlc' in dockerfile: + if "dlc" in dockerfile: ecr_login(region, DLC_AWS_ID) - dockerfile_location = os.path.join('test', 'container', framework_version, dockerfile) + dockerfile_location = os.path.join("test", "container", framework_version, dockerfile) subprocess.check_call( - ['docker', 'build', '-t', image_uri, '-f', dockerfile_location, '--build-arg', - 'region={}'.format(region), cwd], cwd=cwd) - print('created image {}'.format(image_uri)) + [ + "docker", + "build", + "-t", + image_uri, + "-f", + dockerfile_location, + "--build-arg", + "region={}".format(region), + cwd, + ], + cwd=cwd, + ) + print("created image {}".format(image_uri)) return image_uri def push_image(ecr_image, region, aws_id): ecr_login(region, aws_id) - _check_call('docker push {}'.format(ecr_image)) + _check_call("docker push {}".format(ecr_image)) def ecr_login(region, aws_id): - login = _check_call('aws ecr get-login --registry-ids {} '.format(aws_id) - + '--no-include-email --region {}'.format(region)) - _check_call(login.decode('utf-8').rstrip('\n')) + login = _check_call( + "aws ecr get-login --registry-ids {} ".format(aws_id) + + "--no-include-email --region {}".format(region) + ) + _check_call(login.decode("utf-8").rstrip("\n")) def _check_call(cmd, *popenargs, **kwargs): @@ -55,5 +68,5 @@ def _check_call(cmd, *popenargs, **kwargs): def _print_cmd(cmd): - print('executing docker command: {}{}{}'.format(CYAN_COLOR, ' '.join(cmd), END_COLOR)) + print("executing docker command: {}{}{}".format(CYAN_COLOR, " ".join(cmd), END_COLOR)) sys.stdout.flush() From 44c54d1f3e3886570526462f9a9ff354b9a8a0c3 Mon Sep 17 00:00:00 2001 From: ci Date: Sun, 23 Aug 2020 20:20:14 +0000 Subject: [PATCH 102/113] prepare release v10.1.5 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 6f485983..241fc0c1 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.5 (2020-08-23) + +### Bug Fixes and Other Changes + + * call entry_point.run with capture_error=True + ## v10.1.4.post4 (2020-07-01) ### Testing and Release Infrastructure diff --git a/VERSION b/VERSION index 9493fa1b..5f0cfd23 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5.dev0 +10.1.5 From ae8703c28b287efcb78dec6fc16c3d602b38669f Mon Sep 17 00:00:00 2001 From: ci Date: Sun, 23 Aug 2020 20:23:13 +0000 Subject: [PATCH 103/113] update development version to v10.1.6.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 5f0cfd23..128f551c 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.5 +10.1.6.dev0 From d2e8848e657ebc4a3c2a71a88b31275e1c1de403 Mon Sep 17 00:00:00 2001 From: Yijie Zhuang Date: Tue, 13 Oct 2020 17:38:05 -0700 Subject: [PATCH 104/113] fix: add condition to avoid error when 'model_dir' is None (#402) --- src/sagemaker_tensorflow_container/training.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/sagemaker_tensorflow_container/training.py b/src/sagemaker_tensorflow_container/training.py index 53d69675..f71db52a 100644 --- a/src/sagemaker_tensorflow_container/training.py +++ b/src/sagemaker_tensorflow_container/training.py @@ -204,7 +204,7 @@ def _log_model_missing_warning(model_dir): def _model_dir_with_training_job(model_dir, job_name): - if model_dir.startswith("/opt/ml"): + if model_dir and model_dir.startswith("/opt/ml"): return model_dir else: return "{}/{}/model".format(model_dir, job_name) From e376fc6c15fdc812e1202a92e669a4c61fba152b Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 15 Oct 2020 14:17:38 +0000 Subject: [PATCH 105/113] prepare release v10.1.6 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 241fc0c1..3187d3d8 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.6 (2020-10-15) + +### Bug Fixes and Other Changes + + * add condition to avoid error when 'model_dir' is None + ## v10.1.5 (2020-08-23) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 128f551c..08f86164 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.6.dev0 +10.1.6 From e36453b53ef9916d1460723980d130f8a695fad1 Mon Sep 17 00:00:00 2001 From: ci Date: Thu, 15 Oct 2020 14:20:38 +0000 Subject: [PATCH 106/113] update development version to v10.1.7.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 08f86164..15296f7e 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.6 +10.1.7.dev0 From 7b3d728fa2a647536677737b989ab49541e70ff5 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Fri, 6 Nov 2020 12:38:02 -0800 Subject: [PATCH 107/113] fix: propagate log level (#405) --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index a025f1b5..54d2beab 100644 --- a/setup.py +++ b/setup.py @@ -73,7 +73,7 @@ def read_version(): "Programming Language :: Python :: 3.7", ], install_requires=[ - "sagemaker-training>=3.5.2", + "sagemaker-training>=3.6.3", "numpy", "scipy", "sklearn", From a988d80c70bc6230e68819d76b74e7df669cd734 Mon Sep 17 00:00:00 2001 From: ci Date: Fri, 6 Nov 2020 20:47:25 +0000 Subject: [PATCH 108/113] prepare release v10.1.7 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 3187d3d8..a099dd4a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.7 (2020-11-06) + +### Bug Fixes and Other Changes + + * propagate log level + ## v10.1.6 (2020-10-15) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 15296f7e..d8e1c5f5 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.7.dev0 +10.1.7 From fb943b98a1cc9170d1479897e2a11b976d76a08d Mon Sep 17 00:00:00 2001 From: ci Date: Fri, 6 Nov 2020 20:50:25 +0000 Subject: [PATCH 109/113] update development version to v10.1.8.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index d8e1c5f5..9e9068c8 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.7 +10.1.8.dev0 From b79ce2dac7734f65a6678f7076657470f948d8b0 Mon Sep 17 00:00:00 2001 From: Ajay Karpur Date: Tue, 8 Dec 2020 16:27:12 -0700 Subject: [PATCH 110/113] fix: workaround to print stderr when capture_error is True (#407) --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 54d2beab..f6fabe69 100644 --- a/setup.py +++ b/setup.py @@ -73,7 +73,7 @@ def read_version(): "Programming Language :: Python :: 3.7", ], install_requires=[ - "sagemaker-training>=3.6.3", + "sagemaker-training>=3.6.4", "numpy", "scipy", "sklearn", From c50d8f671c1abcef47032f80f413a40488ff2401 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 8 Dec 2020 23:31:53 +0000 Subject: [PATCH 111/113] prepare release v10.1.8 --- CHANGELOG.md | 6 ++++++ VERSION | 2 +- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index a099dd4a..58039444 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,11 @@ # Changelog +## v10.1.8 (2020-12-08) + +### Bug Fixes and Other Changes + + * workaround to print stderr when capture_error is True + ## v10.1.7 (2020-11-06) ### Bug Fixes and Other Changes diff --git a/VERSION b/VERSION index 9e9068c8..22a2908f 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.8.dev0 +10.1.8 From 38db16c9d3fcbda6f9d8bc31261398fb4617bfc8 Mon Sep 17 00:00:00 2001 From: ci Date: Tue, 8 Dec 2020 23:34:19 +0000 Subject: [PATCH 112/113] update development version to v10.1.9.dev0 --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index 22a2908f..50106b6d 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -10.1.8 +10.1.9.dev0 From dcc0ca92823d4432d628ce34e32130db2c3e5011 Mon Sep 17 00:00:00 2001 From: Stephen Mistele Date: Fri, 8 Aug 2025 13:18:43 -0700 Subject: [PATCH 113/113] feat: update sagemaker-training dependency to support v5.1.0 --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index f6fabe69..67cfbe56 100644 --- a/setup.py +++ b/setup.py @@ -73,7 +73,7 @@ def read_version(): "Programming Language :: Python :: 3.7", ], install_requires=[ - "sagemaker-training>=3.6.4", + "sagemaker-training>=4.3.0,<5.2.0", "numpy", "scipy", "sklearn",

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