Failing to compile torchvision C++ API from source (>C++14 compiler required, which is installed)
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Description
🐛 Bug
I have installed PyTorch version 1.8.0 from source and am now attempting to install the C++ API to torchvision 0.9.0 from source.
When making torchvision's C++ API I am getting an error that I need to use a C++14 or later compatible compiler (I am using gcc 9.3.0 which supports C++14):
root@pc:/resources/vision/build# make VERBOSE=1 -j4
...
...
...
[ 71%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp
[ 73%] Building CUDA object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu.o
/usr/local/cuda/bin/nvcc -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem=/usr/local/lib/python3.8/dist-packages/torch/include -isystem=/usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem=/usr/include/python3.8 --expt-relaxed-constexpr -Xcompiler=-fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++11 -x cu -c /resources/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu.o
In file included from /resources/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu:69:
/usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:4:2: error: #error C++14 or later compatible compiler is required to use ATen.
4 | #error C++14 or later compatible compiler is required to use ATen.
| ^~~~~
In file included from /usr/local/lib/python3.8/dist-packages/torch/include/c10/util/ArrayRef.h:19,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/DispatchKey.h:7,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/Backend.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/Layout.h:3,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/core/TensorBody.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/Tensor.h:3,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/Context.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:9,
from /resources/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu:69:
/usr/local/lib/python3.8/dist-packages/torch/include/c10/util/C++17.h:24:2: error: #error You need C++14 to compile PyTorch
24 | #error You need C++14 to compile PyTorch
| ^~~~~
[ 75%] Building CUDA object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/nms_kernel.cu.o
/usr/local/cuda/bin/nvcc -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem=/usr/local/lib/python3.8/dist-packages/torch/include -isystem=/usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem=/usr/include/python3.8 --expt-relaxed-constexpr -Xcompiler=-fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++11 -x cu -c /resources/vision/torchvision/csrc/ops/cuda/nms_kernel.cu -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/nms_kernel.cu.o
In file included from /resources/vision/torchvision/csrc/ops/cuda/nms_kernel.cu:1:
/usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:4:2: error: #error C++14 or later compatible compiler is required to use ATen.
4 | #error C++14 or later compatible compiler is required to use ATen.
| ^~~~~
I think the places of interest are the following:
- [ 71%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp.o
- Uses the flag
-std=gnu++14
- Uses the flag
- [ 75%] Building CUDA object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/nms_kernel.cu.o
- Uses the flag
-std=c++11
- Uses the flag
It seems like all of the CPU builds use the C++14 flag and the CUDA builds (incorrectly) use the C++11 flag.
Can I point this to CMAKE_CUDA_FLAGS being set in vision/CMakeLists.txt? It looks like CUDA_FLAGS contains the flag -std=c++11 as shown in vision/build/CMakeFiles/torchvision.dir/flags.make:
# CMAKE generated file: DO NOT EDIT!
# Generated by "Unix Makefiles" Generator, CMake Version 3.16
# compile CUDA with /usr/local/cuda/bin/nvcc
# compile CXX with /usr/bin/c++
CUDA_FLAGS = --expt-relaxed-constexpr -Xcompiler=-fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++11
Any idea where this is coming from? How it's getting set? And how to change it so that it is set to -std=gnu++14 or similar? Is it coming from my PyTorch install?
To Reproduce
Steps to reproduce the behavior:
git clone https://github.com/pytorch/vision.git
cd vision
git checkout v0.9.0
mkdir build && cd build
cmake -DTorch_DIR=/usr/local/lib/python3.8/dist-packages/torch/share/cmake/Torch/ -DWITH_CUDA=on ..
root@pc:/resources/vision/build# cmake -DTorch_DIR=/usr/local/lib/python3.8/dist-packages/torch/share/cmake/Torch/ -DWITH_CUDA=on ..
-- The C compiler identification is GNU 9.3.0
-- The CXX compiler identification is GNU 9.3.0
-- Check for working C compiler: /usr/bin/cc
-- Check for working C compiler: /usr/bin/cc -- works
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Detecting C compile features
-- Detecting C compile features - done
-- Check for working CXX compiler: /usr/bin/c++
-- Check for working CXX compiler: /usr/bin/c++ -- works
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- The CUDA compiler identification is NVIDIA 11.2.67
-- Check for working CUDA compiler: /usr/local/cuda/bin/nvcc
-- Check for working CUDA compiler: /usr/local/cuda/bin/nvcc -- works
-- Detecting CUDA compiler ABI info
-- Detecting CUDA compiler ABI info - done
-- Found Python3: /usr/lib/x86_64-linux-gnu/libpython3.8.so (found version "3.8") found components: Development
-- Looking for pthread.h
-- Looking for pthread.h - found
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD - Failed
-- Looking for pthread_create in pthreads
-- Looking for pthread_create in pthreads - not found
-- Looking for pthread_create in pthread
-- Looking for pthread_create in pthread - found
-- Found Threads: TRUE
-- Caffe2: Found protobuf with new-style protobuf targets.
-- Caffe2: Protobuf version 3.6.1
-- Found CUDA: /usr/local/cuda (found version "11.2")
-- Caffe2: CUDA detected: 11.2
-- Caffe2: CUDA nvcc is: /usr/local/cuda/bin/nvcc
-- Caffe2: CUDA toolkit directory: /usr/local/cuda
-- Caffe2: Header version is: 11.2
-- Found CUDNN: /usr/lib/x86_64-linux-gnu/libcudnn.so
-- Found cuDNN: v8.1.0 (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libcudnn.so)
CMake Warning at /usr/local/lib/python3.8/dist-packages/torch/share/cmake/Caffe2/public/cuda.cmake:198 (message):
Failed to compute shorthash for libnvrtc.so
Call Stack (most recent call first):
/usr/local/lib/python3.8/dist-packages/torch/share/cmake/Caffe2/Caffe2Config.cmake:88 (include)
/usr/local/lib/python3.8/dist-packages/torch/share/cmake/Torch/TorchConfig.cmake:68 (find_package)
CMakeLists.txt:17 (find_package)
-- Autodetected CUDA architecture(s): 6.1 6.1 6.1
-- Added CUDA NVCC flags for: -gencode;arch=compute_61,code=sm_61
-- Found Torch: /usr/local/lib/python3.8/dist-packages/torch/lib/libtorch.so
-- Found ZLIB: /usr/lib/x86_64-linux-gnu/libz.so (found version "1.2.11")
-- Found PNG: /usr/lib/x86_64-linux-gnu/libpng.so (found version "1.6.37")
-- Found JPEG: /usr/lib/x86_64-linux-gnu/libjpeg.so (found version "80")
-- Configuring done
-- Generating done
-- Build files have been written to: /resources/vision/build
make -j4
root@pc:/resources/vision/build# make VERBOSE=1 -j4
/usr/bin/cmake -S/resources/vision -B/resources/vision/build --check-build-system CMakeFiles/Makefile.cmake 0
/usr/bin/cmake -E cmake_progress_start /resources/vision/build/CMakeFiles /resources/vision/build/CMakeFiles/progress.marks
make -f CMakeFiles/Makefile2 all
make[1]: Entering directory '/resources/vision/build'
make -f CMakeFiles/torchvision.dir/build.make CMakeFiles/torchvision.dir/depend
make[2]: Entering directory '/resources/vision/build'
cd /resources/vision/build && /usr/bin/cmake -E cmake_depends "Unix Makefiles" /resources/vision /resources/vision /resources/vision/build /resources/vision/build /resources/vision/build/CMakeFiles/torchvision.dir/DependInfo.cmake --color=
make[2]: Leaving directory '/resources/vision/build'
make -f CMakeFiles/torchvision.dir/build.make CMakeFiles/torchvision.dir/build
make[2]: Entering directory '/resources/vision/build'
[ 2%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/common_jpeg.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/common_jpeg.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/common_jpeg.cpp
[ 6%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/decode_png.cpp.o
[ 6%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/decode_image.cpp.o
[ 8%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/decode_jpeg.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/decode_png.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/decode_png.cpp
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/decode_image.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/decode_image.cpp
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/decode_jpeg.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/decode_jpeg.cpp
[ 10%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/encode_jpeg.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/encode_jpeg.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/encode_jpeg.cpp
[ 12%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/encode_png.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/encode_png.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/encode_png.cpp
[ 14%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/read_write_file.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/cpu/read_write_file.cpp.o -c /resources/vision/torchvision/csrc/io/image/cpu/read_write_file.cpp
[ 16%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/io/image/image.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/io/image/image.cpp.o -c /resources/vision/torchvision/csrc/io/image/image.cpp
[ 18%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/alexnet.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/alexnet.cpp.o -c /resources/vision/torchvision/csrc/models/alexnet.cpp
[ 20%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/densenet.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/densenet.cpp.o -c /resources/vision/torchvision/csrc/models/densenet.cpp
[ 22%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/googlenet.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/googlenet.cpp.o -c /resources/vision/torchvision/csrc/models/googlenet.cpp
[ 24%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/inception.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/inception.cpp.o -c /resources/vision/torchvision/csrc/models/inception.cpp
[ 26%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/mnasnet.cpp.o
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[ 28%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/mobilenet.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/mobilenet.cpp.o -c /resources/vision/torchvision/csrc/models/mobilenet.cpp
[ 30%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/resnet.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/resnet.cpp.o -c /resources/vision/torchvision/csrc/models/resnet.cpp
[ 32%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/shufflenetv2.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/shufflenetv2.cpp.o -c /resources/vision/torchvision/csrc/models/shufflenetv2.cpp
[ 34%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/squeezenet.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/squeezenet.cpp.o -c /resources/vision/torchvision/csrc/models/squeezenet.cpp
[ 36%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/models/vgg.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/models/vgg.cpp.o -c /resources/vision/torchvision/csrc/models/vgg.cpp
[ 38%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/deform_conv2d_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/deform_conv2d_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/autocast/deform_conv2d_kernel.cpp
[ 40%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/nms_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/nms_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/autocast/nms_kernel.cpp
[ 42%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/ps_roi_align_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/ps_roi_align_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/autocast/ps_roi_align_kernel.cpp
[ 44%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/ps_roi_pool_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/ps_roi_pool_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/autocast/ps_roi_pool_kernel.cpp
[ 46%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/roi_align_kernel.cpp.o
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[ 48%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autocast/roi_pool_kernel.cpp.o
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[ 51%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autograd/deform_conv2d_kernel.cpp.o
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[ 59%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/autograd/roi_pool_kernel.cpp.o
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[ 61%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/deform_conv2d_kernel.cpp.o
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[ 63%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/nms_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/nms_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/cpu/nms_kernel.cpp
[ 65%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/ps_roi_align_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/ps_roi_align_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/cpu/ps_roi_align_kernel.cpp
[ 67%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/ps_roi_pool_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/ps_roi_pool_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/cpu/ps_roi_pool_kernel.cpp
[ 69%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/roi_align_kernel.cpp.o
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[ 71%] Building CXX object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp.o
/usr/bin/c++ -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem /usr/local/lib/python3.8/dist-packages/torch/include -isystem /usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/cuda/include -isystem /usr/include/python3.8 -fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=gnu++14 -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp.o -c /resources/vision/torchvision/csrc/ops/cpu/roi_pool_kernel.cpp
[ 73%] Building CUDA object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu.o
/usr/local/cuda/bin/nvcc -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem=/usr/local/lib/python3.8/dist-packages/torch/include -isystem=/usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem=/usr/include/python3.8 --expt-relaxed-constexpr -Xcompiler=-fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++11 -x cu -c /resources/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu.o
In file included from /resources/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu:69:
/usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:4:2: error: #error C++14 or later compatible compiler is required to use ATen.
4 | #error C++14 or later compatible compiler is required to use ATen.
| ^~~~~
In file included from /usr/local/lib/python3.8/dist-packages/torch/include/c10/util/ArrayRef.h:19,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/DispatchKey.h:7,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/Backend.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/Layout.h:3,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/core/TensorBody.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/Tensor.h:3,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/Context.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:9,
from /resources/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu:69:
/usr/local/lib/python3.8/dist-packages/torch/include/c10/util/C++17.h:24:2: error: #error You need C++14 to compile PyTorch
24 | #error You need C++14 to compile PyTorch
| ^~~~~
[ 75%] Building CUDA object CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/nms_kernel.cu.o
/usr/local/cuda/bin/nvcc -DWITH_CUDA -D__CUDA_NO_HALF_OPERATORS__ -Dtorchvision_EXPORTS -I/resources/vision/torchvision/csrc -isystem=/usr/local/lib/python3.8/dist-packages/torch/include -isystem=/usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -isystem=/usr/include/python3.8 --expt-relaxed-constexpr -Xcompiler=-fPIC -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++11 -x cu -c /resources/vision/torchvision/csrc/ops/cuda/nms_kernel.cu -o CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/nms_kernel.cu.o
In file included from /resources/vision/torchvision/csrc/ops/cuda/nms_kernel.cu:1:
/usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:4:2: error: #error C++14 or later compatible compiler is required to use ATen.
4 | #error C++14 or later compatible compiler is required to use ATen.
| ^~~~~
make[2]: *** [CMakeFiles/torchvision.dir/build.make:518: CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu.o] Error 1
make[2]: *** Waiting for unfinished jobs....
In file included from /usr/local/lib/python3.8/dist-packages/torch/include/c10/util/ArrayRef.h:19,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/DispatchKey.h:7,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/Backend.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/c10/core/Layout.h:3,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/core/TensorBody.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/Tensor.h:3,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/Context.h:4,
from /usr/local/lib/python3.8/dist-packages/torch/include/ATen/ATen.h:9,
from /resources/vision/torchvision/csrc/ops/cuda/nms_kernel.cu:1:
/usr/local/lib/python3.8/dist-packages/torch/include/c10/util/C++17.h:24:2: error: #error You need C++14 to compile PyTorch
24 | #error You need C++14 to compile PyTorch
| ^~~~~
make[2]: *** [CMakeFiles/torchvision.dir/build.make:531: CMakeFiles/torchvision.dir/torchvision/csrc/ops/cuda/nms_kernel.cu.o] Error 1
make[2]: Leaving directory '/resources/vision/build'
make[1]: *** [CMakeFiles/Makefile2:76: CMakeFiles/torchvision.dir/all] Error 2
make[1]: Leaving directory '/resources/vision/build'
make: *** [Makefile:130: all] Error 2
Expected behavior
The make (build) completes without error.
Environment
Click to display environment
root@pc:~# python3 -m torch.utils.collect_env
Collecting environment information...
PyTorch version: 1.8.0a0+56b43f4
Is debug build: False
CUDA used to build PyTorch: 11.2
ROCM used to build PyTorch: N/A
OS: Ubuntu 20.04.1 LTS (x86_64)
GCC version: (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0
Clang version: Could not collect
CMake version: version 3.16.3
Python version: 3.8 (64-bit runtime)
Is CUDA available: True
CUDA runtime version: Could not collect
GPU models and configuration:
GPU 0: GeForce GTX 1080
GPU 1: GeForce GTX 1080
GPU 2: GeForce GTX 1080
Nvidia driver version: 460.84
cuDNN version: Probably one of the following:
/usr/lib/x86_64-linux-gnu/libcudnn.so.8.1.0
/usr/lib/x86_64-linux-gnu/libcudnn_adv_infer.so.8.1.0
/usr/lib/x86_64-linux-gnu/libcudnn_adv_train.so.8.1.0
/usr/lib/x86_64-linux-gnu/libcudnn_cnn_infer.so.8.1.0
/usr/lib/x86_64-linux-gnu/libcudnn_cnn_train.so.8.1.0
/usr/lib/x86_64-linux-gnu/libcudnn_ops_infer.so.8.1.0
/usr/lib/x86_64-linux-gnu/libcudnn_ops_train.so.8.1.0
HIP runtime version: N/A
MIOpen runtime version: N/A
Versions of relevant libraries:
[pip3] numpy==1.21.0
[pip3] pytorch-lightning==1.3.8
[pip3] torch==1.8.0a0+56b43f4
[pip3] torchmetrics==0.4.1
[pip3] torchvision==0.9.0a0+01dfa8e
[conda] Could not collect
- PyTorch / torchvision Version (e.g., 1.0 / 0.4.0): 1.8.0 / 0.9.0
- OS (e.g., Linux): Ubuntu 20.04
- How you installed PyTorch / torchvision (
conda,pip, source): source / source - Build command you used (if compiling from source): Listed above
- Python version: 3.8
- CUDA/cuDNN version: 11.2
- GPU models and configuration: 3x GeForce GTX 1080
Additional context
The commands I used to build PyTorch:
git clone https://github.com/pytorch/pytorch.git
cd pytorch
git checkout v1.8.0
git submodule sync
git submodule update --init --recursive
python3 setup.py build -j4 --cmake-only
cd build
cmake -DBUILD_CUSTOM_PROTOBUF=0 ..
cmake --build . -j4 --target install
cd ..
python3 setup.py install
Additionally,
python maps to Python 2.7.18
python3 maps to Python 3.8.10
Lastly, I do have a Dockerfile that I am using... but it builds cuDNN, PyTorch, openCV, and torchvision from source... it's about 20GB and takes a few hours to build.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start with vision/CMakeLists.txt and the generated build/CMakeFiles/torchvision.dir/flags.make, then compare the CXX and CUDA compile flags shown in the reproduction. Trace where the CUDA standard flag is set and verify the reproduced torchvision v0.9.0 CUDA build completes with the required C++ standard.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- cmake, cpp
- Domain
- build-system
- Issue type
- Bug
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 42/100