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Initial import as a separate torch_xla extension
Skip tests which require additional work.
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[submodule "third_party/tensorflow"] | ||
path = third_party/tensorflow | ||
url = https://github.com/tensorflow/tensorflow.git |
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Copyright (c) 2018 Google Inc. | ||
All rights reserved. | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
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1. Redistributions of source code must retain the above copyright | ||
notice, this list of conditions and the following disclaimer. | ||
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2. Redistributions in binary form must reproduce the above copyright | ||
notice, this list of conditions and the following disclaimer in the | ||
documentation and/or other materials provided with the distribution. | ||
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3. Neither the names of Facebook, Deepmind Technologies, NYU, NEC Laboratories America | ||
and IDIAP Research Institute nor the names of its contributors may be | ||
used to endorse or promote products derived from this software without | ||
specific prior written permission. | ||
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE | ||
ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE | ||
LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR | ||
CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF | ||
SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS | ||
INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN | ||
CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) | ||
ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE | ||
POSSIBILITY OF SUCH DAMAGE. |
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# How To Build And Run PyTorch For TPU | ||
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To build: | ||
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* Build PyTorch from source, following the regular [instructions](https://github.com/pytorch/pytorch#from-source). | ||
* Clone this repository in the root folder of the PyTorch sources used for the previous step. | ||
Run `git submodule update --init` to get the third-party dependencies and `python setup.py install` to build and install the extension. | ||
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To run the tests, follow __one__ of the options below: | ||
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* Run on CPU using the local client: | ||
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`export XLA_USE_XRT=0 export XLA_GRPC_HOST="" XLA_PLATFORM="CPU"` | ||
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* Run on CPU using the XRT client: | ||
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`export XLA_USE_XRT=1 XRT_DEVICE_MAP="CPU:0;/job:localhost/replica:0/task:0/device:XLA_CPU:0" XRT_WORKERS="localhost:0;"` | ||
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* Run on TPU using the XRT client: | ||
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`export XLA_USE_XRT=1 XRT_DEVICE_MAP="TPU:0;/job:tpu_worker/replica:0/task:0/device:TPU:0" XRT_WORKERS="tpu_worker:0;grpc://localhost:51000"` | ||
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Then run `python test/test_operations.py`. Some of the tests are currently skipped. |
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#!/usr/bin/env bash | ||
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set -ex | ||
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cd "$(dirname "$0")" | ||
PWD=`printf "%q\n" "$(pwd)"` | ||
BASE_DIR="$PWD" | ||
echo $BASE_DIR | ||
THIRD_PARTY_DIR="$BASE_DIR/third_party" | ||
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cp -r -f $THIRD_PARTY_DIR/xla_client $THIRD_PARTY_DIR/tensorflow/tensorflow/compiler/xla/ | ||
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pushd $THIRD_PARTY_DIR/tensorflow | ||
git reset --hard | ||
git clean -f | ||
bazel build -c opt //tensorflow/compiler/xla/xla_client:libxla_computation_client.so | ||
popd | ||
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mkdir -p torch_xla/lib | ||
chmod 0644 $THIRD_PARTY_DIR/tensorflow/bazel-bin/tensorflow/compiler/xla/xla_client/libxla_computation_client.so | ||
cp $THIRD_PARTY_DIR/tensorflow/bazel-bin/tensorflow/compiler/xla/xla_client/libxla_computation_client.so torch_xla/lib | ||
chmod 0644 $THIRD_PARTY_DIR/tensorflow/bazel-bin/tensorflow/libtensorflow_framework.so | ||
cp $THIRD_PARTY_DIR/tensorflow/bazel-bin/tensorflow/libtensorflow_framework.so torch_xla/lib |
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#!/usr/bin/env python | ||
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from setuptools import setup, find_packages | ||
from torch.utils.cpp_extension import BuildExtension, CppExtension | ||
import os | ||
import platform | ||
import subprocess | ||
import sys | ||
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def _check_env_flag(name, default=''): | ||
return os.getenv(name, default).upper() in ['ON', '1', 'YES', 'TRUE', 'Y'] | ||
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torch_xla_sources = [ | ||
'torch_xla/csrc/batch_norm.cpp', | ||
'torch_xla/csrc/convolution.cpp', | ||
'torch_xla/csrc/cross_replica_reduces.cpp', | ||
'torch_xla/csrc/data_ops.cpp', | ||
'torch_xla/csrc/elementwise.cpp', | ||
'torch_xla/csrc/graph_context.cpp', | ||
'torch_xla/csrc/helpers.cpp', | ||
'torch_xla/csrc/init_python_bindings.cpp', | ||
'torch_xla/csrc/log_softmax.cpp', | ||
'torch_xla/csrc/module.cpp', | ||
'torch_xla/csrc/nll_loss.cpp', | ||
'torch_xla/csrc/pooling.cpp', | ||
'torch_xla/csrc/reduction.cpp', | ||
'torch_xla/csrc/tensor.cpp', | ||
'torch_xla/csrc/torch_util.cpp', | ||
'torch_xla/csrc/translator.cpp', | ||
'torch_xla/csrc/passes/eval_static_size.cpp', | ||
'torch_xla/csrc/passes/remove_unused_forward_outputs.cpp', | ||
'torch_xla/csrc/passes/replace_untraced_operators.cpp', | ||
'torch_xla/csrc/passes/threshold_backward_peephole.cpp', | ||
] | ||
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build_libs_cmd = './build_torch_xla_libs.sh' | ||
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if subprocess.call(build_libs_cmd) != 0: | ||
print("Failed to run '{}'".format(build_libs_cmd)) | ||
sys.exit(1) | ||
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# Constant known variables used throughout this file | ||
cwd = os.path.dirname(os.path.abspath(__file__)) | ||
lib_path = os.path.join(cwd, 'torch_xla', 'lib') | ||
pytorch_source_path = os.getenv('PYTORCH_SOURCE_PATH', '..') | ||
third_party_path = os.path.join(cwd, 'third_party') | ||
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include_dirs = [ | ||
third_party_path + '/tensorflow/bazel-tensorflow', | ||
third_party_path + '/tensorflow/bazel-genfiles', | ||
third_party_path + '/tensorflow/bazel-tensorflow/external/protobuf_archive/src', | ||
third_party_path + '/tensorflow/bazel-tensorflow/external/eigen_archive', | ||
third_party_path + '/tensorflow/bazel-tensorflow/external/com_google_absl', | ||
] | ||
include_dirs += [ | ||
pytorch_source_path, | ||
os.path.join(pytorch_source_path, 'torch', 'csrc'), | ||
os.path.join(pytorch_source_path, 'torch', 'lib', 'tmp_install', 'include'), | ||
] | ||
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library_dirs = [] | ||
library_dirs.append(lib_path) | ||
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extra_link_args = [] | ||
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DEBUG = _check_env_flag('DEBUG') | ||
IS_WINDOWS = (platform.system() == 'Windows') | ||
IS_DARWIN = (platform.system() == 'Darwin') | ||
IS_LINUX = (platform.system() == 'Linux') | ||
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def make_relative_rpath(path): | ||
if IS_DARWIN: | ||
return '-Wl,-rpath,@loader_path/' + path | ||
elif IS_WINDOWS: | ||
return '' | ||
else: | ||
return '-Wl,-rpath,$ORIGIN/' + path | ||
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extra_compile_args = [] | ||
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if DEBUG: | ||
if IS_WINDOWS: | ||
extra_link_args.append('/DEBUG:FULL') | ||
else: | ||
extra_compile_args += ['-O0', '-g'] | ||
extra_link_args += ['-O0', '-g'] | ||
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extra_link_args += ['-lxla_computation_client'] | ||
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setup( | ||
name='torch_xla', | ||
version='0.1', | ||
description='XLA bridge for PyTorch', | ||
url='https://github.com/pytorch/xla', | ||
author='Alex Suhan, Davide Libenzi', | ||
author_email='[email protected]', | ||
# Exclude the build files. | ||
packages=find_packages(exclude=['build']), | ||
ext_modules=[ | ||
CppExtension( | ||
'_C', | ||
torch_xla_sources, | ||
include_dirs=include_dirs, | ||
extra_compile_args=extra_compile_args, | ||
library_dirs=library_dirs, | ||
extra_link_args=extra_link_args + [make_relative_rpath('torch_xla/lib')], | ||
), | ||
], | ||
package_data={ | ||
'torch_xla': [ | ||
'lib/*.so*', | ||
] | ||
}, | ||
cmdclass={'build_ext': BuildExtension}) |
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