pytorch / pytorch/vision

Error Compiling from Source with GPU on MacOS

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module: ops topic: build
Dominant language
Python
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Description

🐛 Bug

Got the following error when build from source with GPU on MacOS
torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu(1210): error: expression must have a constant value

To Reproduce

Steps to reproduce the behavior:

  1. Use Mac GPU machine
  2. Build the latest PyTorch from source
  3. Follow the instruction to build torchvision from source

MACOSX_DEPLOYMENT_TARGET=10.9 CC=clang CXX=clang++ python setup.py install

Expected behavior

FAILED: /Users/hangzhang/git/vision/build/temp.macosx-10.7-x86_64-3.7/Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.o 
/usr/local/cuda/bin/nvcc  -DWITH_CUDA -I/Users/hangzhang/git/vision/torchvision/csrc -I/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include -I/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -I/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include/TH -I/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include/THC -I/usr/local/cuda/include -I/Users/hangzhang/anaconda3/include/python3.7m -c -c /Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu -o /Users/hangzhang/git/vision/build/temp.macosx-10.7-x86_64-3.7/Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options ''"'"'-fPIC'"'"'' -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE="_clang"' '-DPYBIND11_STDLIB="_libcpp"' '-DPYBIND11_BUILD_ABI="_cxxabi1002"' -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=0 -gencode=arch=compute_61,code=compute_61 -gencode=arch=compute_61,code=sm_61 -ccbin clang -std=c++14
/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include/c10/util/BFloat16.h(57): warning: calling a __host__ function from a __host__ __device__ function is not allowed

/Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu(1210): error: expression must have a constant value
/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include/ATen/core/op_registration/op_whitelist.h(62): note: cannot call non-constexpr function "__builtin_expect" (declared implicitly)

/Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu(1209): error: more than one instance of overloaded function "torch::Library::impl" matches the argument list:
            function template "torch::Library &torch::Library::impl(torch::detail::SelectiveStr<false>, Func &&) &"
            function template "torch::Library &torch::Library::impl(torch::detail::SelectiveStr<true>, Func &&) &"
            argument types are: (torch::detail::SelectiveStr<<error-constant>>, c10::CompileTimeFunctionPointer<std::__1::remove_pointer_t<std::__1::remove_reference_t<at::Tensor (const at::Tensor &, const at::Tensor &, const at::Tensor &, const at::Tensor &, const at::Tensor &, int64_t, int64_t, int64_t, int64_t, int64_t, int64_t, int64_t, int64_t, bool)>>, vision::ops::<unnamed>::deform_conv2d_forward_kernel>)
            object type is: torch::Library

/Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu(1213): error: expression must have a constant value
/Users/hangzhang/anaconda3/lib/python3.7/site-packages/torch/include/ATen/core/op_registration/op_whitelist.h(62): note: cannot call non-constexpr function "__builtin_expect" (declared implicitly)

/Users/hangzhang/git/vision/torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu(1212): error: more than one instance of overloaded function "torch::Library::impl" matches the argument list:
            function template "torch::Library &torch::Library::impl(torch::detail::SelectiveStr<false>, Func &&) &"
            function template "torch::Library &torch::Library::impl(torch::detail::SelectiveStr<true>, Func &&) &"
            argument types are: (torch::detail::SelectiveStr<<error-constant>>, c10::CompileTimeFunctionPointer<std::__1::remove_pointer_t<std::__1::remove_reference_t<std::__1::tuple<at::Tensor, at::Tensor, at::Tensor, at::Tensor, at::Tensor> (const at::Tensor &, const at::Tensor &, const at::Tensor &, const at::Tensor &, const at::Tensor &, const at::Tensor &, int64_t, int64_t, int64_t, int64_t, int64_t, int64_t, int64_t, int64_t, bool)>>, vision::ops::<unnamed>::deform_conv2d_backward_kernel>)
            object type is: torch::Library

Environment

Please copy and paste the output from our
environment collection script
(or fill out the checklist below manually).

You can get the script and run it with:

wget https://raw.githubusercontent.com/pytorch/pytorch/master/torch/utils/collect_env.py
# For security purposes, please check the contents of collect_env.py before running it.
python collect_env.py

Collecting environment information...
PyTorch version: 1.8.0a0+eaf5ca0
Is debug build: False
CUDA used to build PyTorch: 10.1
ROCM used to build PyTorch: N/A

OS: macOS 10.13.6 (x86_64)
GCC version: Could not collect
Clang version: Could not collect
CMake version: version 3.14.0

Python version: 3.7 (64-bit runtime)
Is CUDA available: True
CUDA runtime version: 10.1.105
GPU models and configuration: TITAN Xp
Nvidia driver version: 1.1.0
cuDNN version: Probably one of the following:
/usr/local/cuda/lib/libcudnn.7.dylib
/usr/local/cuda/lib/libcudnn.dylib
/usr/local/cuda/lib/libcudnn_static.a
HIP runtime version: N/A
MIOpen runtime version: N/A

Versions of relevant libraries:
[pip3] autotorch==0.0.2
[pip3] numpy==1.16.2
[pip3] numpydoc==1.1.0
[pip3] torch==1.8.0a0+unknown
[pip3] torch-encoding==1.2.2b20210127
[conda] autotorch 0.0.2 dev_0
[conda] blas 1.0 mkl
[conda] mkl 2019.4 233
[conda] mkl-include 2020.2 260
[conda] mkl-service 2.3.0 py37hfbe908c_0
[conda] mkl_fft 1.1.0 py37hc64f4ea_0
[conda] mkl_random 1.1.1 py37h959d312_0
[conda] numpy 1.15.2 pypi_0 pypi
[conda] numpy-base 1.16.2 py37h6575580_0
[conda] numpydoc 1.1.0 py_0
[conda] torch 1.4.0a0+7404463 pypi_0 pypi
[conda] torch-encoding 1.2.2b20210127 dev_0

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with torchvision/csrc/ops/cuda/deform_conv2d_kernel.cu around lines 1209-1213 and the listed PyTorch, CUDA, macOS, and compiler environment. Reproduce the failure with the provided setup.py install command and determine what is needed for that source to compile successfully; done means the build completes without the reported errors.

Written by the indexing model from the issue text.

Assessment

Tech stack
cpp, python
Domain
build-system, computer-vision
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
35/100

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