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build: RHEL8 PyTorch Backend #137

Merged
merged 9 commits into from
Aug 27, 2024
Merged

build: RHEL8 PyTorch Backend #137

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725d8ce
Pytorch Backend Manylinux Support
fpetrini15 Aug 10, 2024
3f00e86
RHEL build flow
fpetrini15 Aug 12, 2024
8051430
Override Torchvision
fpetrini15 Aug 12, 2024
3fef149
Merge remote-tracking branch 'origin/main' into fpetrini-pytorch-rhel
fpetrini15 Aug 12, 2024
75e58ff
Add png/jpeg libs
fpetrini15 Aug 13, 2024
c628a59
Account for torchvision
fpetrini15 Aug 14, 2024
5f071f4
Condense
fpetrini15 Aug 14, 2024
5599a51
Revert test
fpetrini15 Aug 14, 2024
207f529
libcusparseLt always lib64
fpetrini15 Aug 14, 2024
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190 changes: 134 additions & 56 deletions CMakeLists.txt
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Original file line number Diff line number Diff line change
Expand Up @@ -84,7 +84,21 @@ else()
endif()

# Python.h needed by torch headers.
find_package(Python3 REQUIRED COMPONENTS Development)
find_package(Python3 REQUIRED COMPONENTS Development.Module)

set(RHEL_BUILD OFF)
set(LIBTORCH_PATH "/usr/local/lib")
if(EXISTS "/etc/os-release")
file(STRINGS /etc/os-release DISTRO_LIKE REGEX "^ID_LIKE=")
string(REGEX REPLACE "ID_LIKE=\"(.*)\"" "\\1" DISTRO_LIKE "${DISTRO_LIKE}")
message(STATUS "Distro Like: ${DISTRO_LIKE}")
if(DISTRO_LIKE MATCHES ".*rhel.*" OR DISTRO_LIKE MATCHES ".*centos.*")
set(RHEL_BUILD ON)
set(LIBTORCH_PATH "/opt/_internal/cpython-3.10.13/lib")
message(WARNING "TRITON_PYTORCH_ENABLE_TORCHVISION is ON, but not currently supported by RHEL Triton. Overriding to OFF.")
set(TRITON_PYTORCH_ENABLE_TORCHVISION OFF)
endif()
endif()

#
# Dependencies
Expand Down Expand Up @@ -208,61 +222,125 @@ set(OPENCV_LIBS
if (${TRITON_PYTORCH_DOCKER_BUILD})
string(REPLACE ";" " " LIBTORCH_LIBS_STR "${LIBTORCH_LIBS}")

add_custom_command(
OUTPUT
${PT_LIBS}
${LIBTORCH_LIBS}
${OPENCV_LIBS}
LICENSE.pytorch
include/torch
include/torchvision
COMMAND ${CMAKE_COMMAND} -E make_directory "include/torchvision"
COMMAND docker pull ${TRITON_PYTORCH_DOCKER_IMAGE}
COMMAND docker rm pytorch_backend_ptlib || echo "error ignored..." || true
COMMAND docker create --name pytorch_backend_ptlib ${TRITON_PYTORCH_DOCKER_IMAGE}
COMMAND /bin/sh -c "for i in ${LIBTORCH_LIBS_STR} ; do echo copying $i && docker cp -L pytorch_backend_ptlib:/usr/local/lib/$i $i ; done"
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libc10.so libc10.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libc10_cuda.so libc10_cuda.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch.so libtorch.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cpu.so libtorch_cpu.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so libtorch_cuda.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda_linalg.so libtorch_cuda_linalg.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_global_deps.so libtorch_global_deps.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libcaffe2_nvrtc.so libcaffe2_nvrtc.so
# TODO: Revisit when not needed by making it part of cuda base container.
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/cuda/lib64/libcusparseLt.so libcusparseLt.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/libtorchvision.so libtorchvision.so
COMMAND /bin/sh -c "if [ ${TRITON_PYTORCH_ENABLE_TORCHTRT} = 'ON' ]; then docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch_tensorrt/lib/libtorchtrt_runtime.so libtorchtrt_runtime.so; fi"
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch_tensorrt/bin/torchtrtc torchtrtc || echo "error ignored..." || true
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/pytorch/LICENSE LICENSE.pytorch
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/include include/torch
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/pytorch/torch/csrc/jit/codegen include/torch/torch/csrc/jit/.
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/vision/torchvision/csrc include/torchvision/torchvision
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_videoio.so libopencv_videoio.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_highgui.so libopencv_highgui.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_video.so libopencv_video.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_imgcodecs.so libopencv_imgcodecs.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_imgproc.so libopencv_imgproc.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_core.so libopencv_core.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_calib3d.so libopencv_calib3d.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_features2d.so libopencv_features2d.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_flann.so libopencv_flann.so
COMMAND docker cp pytorch_backend_ptlib:/usr/lib/${LIBS_ARCH}-linux-gnu/libpng16.so.16.37.0 libpng16.so
COMMAND docker cp pytorch_backend_ptlib:/usr/lib/${LIBS_ARCH}-linux-gnu/libjpeg.so.8.2.2 libjpeg.so
COMMAND /bin/sh -c "if [ -f libmkl_def.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_def.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx2.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_avx2.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx2.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_avx2.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx512.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_avx512.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx512.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_avx512.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_intel_thread.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_intel_thread.so.1 ]; then patchelf --add-needed libmkl_intel_lp64.so.1 libmkl_intel_thread.so.1; fi"
COMMAND docker rm pytorch_backend_ptlib
COMMENT "Extracting pytorch and torchvision libraries and includes from ${TRITON_PYTORCH_DOCKER_IMAGE}"
VERBATIM
)
if(${RHEL_BUILD})
add_custom_command(
OUTPUT
${PT_LIBS}
${LIBTORCH_LIBS}
${OPENCV_LIBS}
LICENSE.pytorch
include/torch
# TODO: TPRD-371 Support Torchvision for manylinux
# include/torchvision
# COMMAND ${CMAKE_COMMAND} -E make_directory "include/torchvision"
COMMAND ${CMAKE_COMMAND} -E make_directory "include"
COMMAND docker pull ${TRITON_PYTORCH_DOCKER_IMAGE}
COMMAND docker rm pytorch_backend_ptlib || echo "error ignored..." || true
COMMAND docker create --name pytorch_backend_ptlib ${TRITON_PYTORCH_DOCKER_IMAGE}
# Transfer and install torch wheel which contains many of the target libraries
COMMAND docker cp pytorch_backend_ptlib:/opt/transfer/. /tmp/ && /bin/sh -c "pip install /tmp/torch-*.whl"
COMMAND /bin/sh -c "for i in ${LIBTORCH_LIBS_STR} ; do echo copying $i && docker cp -L pytorch_backend_ptlib:${LIBTORCH_PATH}/$i $i ; done"
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libc10.so libc10.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libc10_cuda.so libc10_cuda.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libtorch.so libtorch.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libtorch_cpu.so libtorch_cpu.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libtorch_cuda.so libtorch_cuda.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libtorch_cuda_linalg.so libtorch_cuda_linalg.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libtorch_global_deps.so libtorch_global_deps.so
COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch/lib/libcaffe2_nvrtc.so libcaffe2_nvrtc.so
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COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/cuda/targets/x86_64-linux/lib/libcusparseLt.so libcusparseLt.so
# TODO: TPRD-372 Support TorchTRT for manylinux
# COMMAND /bin/sh -c "if [ ${TRITON_PYTORCH_ENABLE_TORCHTRT} = 'ON' ]; then cp ${LIBTORCH_PATH}/python3.10/dist-packages/torch_tensorrt/lib/libtorchtrt_runtime.so libtorchtrt_runtime.so; fi"
# COMMAND cp ${LIBTORCH_PATH}/python3.10/site-packages/torch_tensorrt/bin/torchtrtc torchtrtc || echo "error ignored..." || true
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/pytorch/LICENSE LICENSE.pytorch
COMMAND cp -r ${LIBTORCH_PATH}/python3.10/site-packages/torch/include include/torch
COMMAND cp -r ${LIBTORCH_PATH}/python3.10/site-packages/torch/include/torch/csrc/jit/codegen include/torch/torch/csrc/jit/.
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/pytorch/torch/csrc/jit/codegen/fuser include/torch/torch/csrc/jit/codegen/fuser
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_videoio.so libopencv_videoio.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_highgui.so libopencv_highgui.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_video.so libopencv_video.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_imgcodecs.so libopencv_imgcodecs.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_imgproc.so libopencv_imgproc.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_core.so libopencv_core.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_calib3d.so libopencv_calib3d.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_features2d.so libopencv_features2d.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib64/libopencv_flann.so libopencv_flann.so
# TODO: TPRD-371 Support Torchvision for manylinux
# COMMAND /bin/sh -c "if [ ${TRITON_PYTORCH_ENABLE_TORCHVISION} = 'ON' ]; then cp /usr/local/lib64/libtorchvision.so libtorchvision.so; fi"
# COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/vision/torchvision/csrc include/torchvision/torchvision
COMMAND docker cp pytorch_backend_ptlib:/usr/lib64/libpng16.so.16.34.0 libpng16.so
COMMAND cp /usr/lib64/libjpeg.so.62.2.0 libjpeg.so
COMMAND /bin/sh -c "if [ -f libmkl_def.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_def.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx2.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_avx2.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx2.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_avx2.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx512.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_avx512.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx512.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_avx512.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_intel_thread.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_intel_thread.so.1 ]; then patchelf --add-needed libmkl_intel_lp64.so.1 libmkl_intel_thread.so.1; fi"
COMMAND docker rm pytorch_backend_ptlib
COMMENT "Extracting pytorch and torchvision libraries and includes from ${TRITON_PYTORCH_DOCKER_IMAGE}"
VERBATIM
)
else()
add_custom_command(
OUTPUT
${PT_LIBS}
${LIBTORCH_LIBS}
${OPENCV_LIBS}
LICENSE.pytorch
include/torch
include/torchvision
COMMAND ${CMAKE_COMMAND} -E make_directory "include/torchvision"
COMMAND docker pull ${TRITON_PYTORCH_DOCKER_IMAGE}
COMMAND docker rm pytorch_backend_ptlib || echo "error ignored..." || true
COMMAND docker create --name pytorch_backend_ptlib ${TRITON_PYTORCH_DOCKER_IMAGE}
COMMAND /bin/sh -c "for i in ${LIBTORCH_LIBS_STR} ; do echo copying $i && docker cp -L pytorch_backend_ptlib:/usr/local/lib/$i $i ; done"
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libc10.so libc10.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libc10_cuda.so libc10_cuda.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch.so libtorch.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cpu.so libtorch_cpu.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so libtorch_cuda.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda_linalg.so libtorch_cuda_linalg.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_global_deps.so libtorch_global_deps.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/lib/libcaffe2_nvrtc.so libcaffe2_nvrtc.so
# TODO: Revisit when not needed by making it part of cuda base container.
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/cuda/lib64/libcusparseLt.so libcusparseLt.so
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/libtorchvision.so libtorchvision.so
COMMAND /bin/sh -c "if [ ${TRITON_PYTORCH_ENABLE_TORCHTRT} = 'ON' ]; then docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch_tensorrt/lib/libtorchtrt_runtime.so libtorchtrt_runtime.so; fi"
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch_tensorrt/bin/torchtrtc torchtrtc || echo "error ignored..." || true
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/pytorch/LICENSE LICENSE.pytorch
COMMAND docker cp pytorch_backend_ptlib:/usr/local/lib/python3.10/dist-packages/torch/include include/torch
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/pytorch/torch/csrc/jit/codegen include/torch/torch/csrc/jit/.
COMMAND docker cp pytorch_backend_ptlib:/opt/pytorch/vision/torchvision/csrc include/torchvision/torchvision
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_videoio.so libopencv_videoio.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_highgui.so libopencv_highgui.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_video.so libopencv_video.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_imgcodecs.so libopencv_imgcodecs.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_imgproc.so libopencv_imgproc.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_core.so libopencv_core.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_calib3d.so libopencv_calib3d.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_features2d.so libopencv_features2d.so
COMMAND docker cp -L pytorch_backend_ptlib:/usr/local/lib/libopencv_flann.so libopencv_flann.so
COMMAND docker cp pytorch_backend_ptlib:/usr/lib/${LIBS_ARCH}-linux-gnu/libpng16.so.16.37.0 libpng16.so
COMMAND docker cp pytorch_backend_ptlib:/usr/lib/${LIBS_ARCH}-linux-gnu/libjpeg.so.8.2.2 libjpeg.so
COMMAND /bin/sh -c "if [ -f libmkl_def.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_def.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx2.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_avx2.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx2.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_avx2.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx512.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_avx512.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_avx512.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_avx512.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_gnu_thread.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_intel_thread.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_vml_def.so.1 ]; then patchelf --add-needed libmkl_core.so.1 libmkl_vml_def.so.1; fi"
COMMAND /bin/sh -c "if [ -f libmkl_intel_thread.so.1 ]; then patchelf --add-needed libmkl_intel_lp64.so.1 libmkl_intel_thread.so.1; fi"
COMMAND docker rm pytorch_backend_ptlib
COMMENT "Extracting pytorch and torchvision libraries and includes from ${TRITON_PYTORCH_DOCKER_IMAGE}"
VERBATIM
)
endif() # RHEL_BUILD
add_custom_target(ptlib_target DEPENDS ${PT_LIBS} ${LIBTORCH_LIBS} ${OPENCV_LIBS})
add_library(ptlib SHARED IMPORTED GLOBAL)
add_dependencies(ptlib ptlib_target)
Expand Down
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