MinkowskiEngine
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NVIDIA
Can't install with CUDA 12.1
I have two docker containers based on ubuntu 20.04.
- In first container I need to install Minkowski Engine using pip. First I define my graphics card architecture:
export TORCH_CUDA_ARCH_LIST="8.9"
And simple pip installation:
pip install -U git+https://github.com/NVIDIA/MinkowskiEngine@8f81ae6 -v --install-option="--blas=openblas" --install-option="--force_cuda" --no-deps
But I always get error with thrust
FAILED: /tmp/pip-req-build-iprqa3__/build/temp.linux-x86_64-3.8/tmp/pip-req-build-iprqa3__/src/coordinate_map_manager.o
/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.8/dist-packages/torch/include -I/usr/local/lib/python3.8/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.8/dist-packages/torch/include/TH -I/usr/local/lib/python3.8/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/tmp/pip-req-build-iprqa3__/src -I/tmp/pip-req-build-iprqa3__/src/3rdparty -I/usr/include/python3.8 -c -c /tmp/pip-req-build-iprqa3__/src/coordinate_map_manager.cu -o /tmp/pip-req-build-iprqa3__/build/temp.linux-x86_64-3.8/tmp/pip-req-build-iprqa3__/src/coordinate_map_manager.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'"'"'' --expt-relaxed-constexpr --expt-extended-lambda -O3 -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE="_gcc"' '-DPYBIND11_STDLIB="_libstdcpp"' '-DPYBIND11_BUILD_ABI="_cxxabi1013"' -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=1 -gencode=arch=compute_89,code=sm_89 -std=c++17
/tmp/pip-req-build-iprqa3__/src/3rdparty/concurrent_unordered_map.cuh(503): error: namespace "thrust" has no member "device"
return thrust::count_if(thrust::device, m_hashtbl_values, m_hashtbl_values + m_capacity,
^
==========System==========
Linux-5.4.0-149-generic-x86_64-with-glibc2.29
DISTRIB_ID=Ubuntu
DISTRIB_RELEASE=20.04
DISTRIB_CODENAME=focal
DISTRIB_DESCRIPTION="Ubuntu 20.04.6 LTS"
3.8.10 (default, Mar 13 2023, 10:26:41)
[GCC 9.4.0]
==========Pytorch==========
2.0.0a0+gite9ebda2
/usr/local/lib/python3.8/dist-packages/torch/cuda/__init__.py:107: UserWarning: CUDA initialization: Unexpected error from cudaGetDeviceCount(). Did you run some cuda functions before calling NumCudaDevices() that might have already set an error? Error 804: forward compatibility was attempted on non supported HW (Triggered internally at /pytorch/c10/cuda/CUDAFunctions.cpp:109.)
return torch._C._cuda_getDeviceCount() > 0
torch.cuda.is_available(): False
==========NVIDIA-SMI==========
/usr/bin/nvidia-smi
Driver Version 525.116.04
CUDA Version 12.1
VBIOS Version 95.03.2B.00.77
Image Version G002.0000.00.03
GSP Firmware Version N/A
==========NVCC==========
/usr/local/cuda/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Mon_Apr__3_17:16:06_PDT_2023
Cuda compilation tools, release 12.1, V12.1.105
Build cuda_12.1.r12.1/compiler.32688072_0
==========CC==========
/usr/bin/c++
c++ (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0
Copyright (C) 2019 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
- In second container I have minkowski as submodule to my gitlab project and compiling it with this project.
When I try to compile my project using cmake I get same thrust error as on pip installation of Minkowski.
I tried solving this issue by manualy including headers
#include <thrust/execution_policy.h>inconcurrent_unordered_map.cuhbut then i ended up with error.
==========System==========
Linux-5.4.0-149-generic-x86_64-with-glibc2.29
DISTRIB_ID=Ubuntu
DISTRIB_RELEASE=20.04
DISTRIB_CODENAME=focal
DISTRIB_DESCRIPTION="Ubuntu 20.04.6 LTS"
3.8.10 (default, Mar 13 2023, 10:26:41)
[GCC 9.4.0]
==========Pytorch==========
torch not installed
==========NVIDIA-SMI==========
/usr/bin/nvidia-smi
Driver Version 525.116.04
CUDA Version 12.1
VBIOS Version 95.03.2B.00.77
Image Version G002.0000.00.03
GSP Firmware Version N/A
==========NVCC==========
/usr/local/cuda/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Mon_Apr__3_17:16:06_PDT_2023
Cuda compilation tools, release 12.1, V12.1.105
Build cuda_12.1.r12.1/compiler.32688072_0
==========CC==========
/usr/bin/c++
c++ (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0
Copyright (C) 2019 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
==========MinkowskiEngine==========
MinkowskiEngine not installed
I do have installed libtorch 2.0.1 in 2nd container.
I haven't tried compiling it for cuda 12.x but my best bet is that you need to correctly link and include libcu++. I.e., see breaking changes of thrust 2.x. https://github.com/NVIDIA/thrust/releases/tag/2.0.0
I've also encountered that problem. Ubuntu 22.04, CUDA 12.2, nvcc cuda_12.2.r12.2, PyTorch 2.1.0
I've managed to install it by fixing all errors by adding some headers to 4 files. So you need to download this repo and modify the source code.
1 - .../MinkowskiEngine/src/convolution_kernel.cuh
Add header:
#include <thrust/execution_policy.h>
2 - .../MinkowskiEngine/src/coordinate_map_gpu.cu
Add headers:
#include <thrust/unique.h>
#include <thrust/remove.h>
3 - .../MinkowskiEngine/src/spmm.cu
Add headers:
#include <thrust/execution_policy.h>
#include <thrust/reduce.h>
#include <thrust/sort.h>
4 - .../MinkowskiEngine/src/3rdparty/concurrent_unordered_map.cuh
Add header:
#include <thrust/execution_policy.h>
I'm installing it in venv through python setup.py install
If it is the correct solution may be better to add it to the main readme file about CUDA 12.1+ installation
I've also encountered that problem. Ubuntu 22.04, CUDA 12.2, nvcc cuda_12.2.r12.2, PyTorch 2.1.0
It doesn't work in Ubuntu20.04, cuda 12.1, pytorch 2.2.2+cu121
I've also encountered that problem. Ubuntu 22.04, CUDA 12.2, nvcc cuda_12.2.r12.2, PyTorch 2.1.0
I've managed to install it by fixing all errors by adding some headers to 4 files. So you need to download this repo and modify the source code.
1 - .../MinkowskiEngine/src/convolution_kernel.cuh
Add header:
#include <thrust/execution_policy.h>2 - .../MinkowskiEngine/src/coordinate_map_gpu.cu
Add headers:
#include <thrust/unique.h> #include <thrust/remove.h>3 - .../MinkowskiEngine/src/spmm.cu
Add headers:
#include <thrust/execution_policy.h> #include <thrust/reduce.h> #include <thrust/sort.h>4 - .../MinkowskiEngine/src/3rdparty/concurrent_unordered_map.cuh
Add header:
#include <thrust/execution_policy.h>I'm installing it in venv through
python setup.py installIf it is the correct solution may be better to add it to the main readme file about CUDA 12.1+ installation
It works for me,my environment is Ubuntu20.04, cuda 12.2, torchvision 0.13,pytorch_lightning 1.6.0, and so on.
J'ai également rencontré ce problème. Ubuntu 22.04, CUDA 12.2, nvcc cuda_12.2.r12.2, PyTorch 2.1.0
Cela ne fonctionne pas dans Ubuntu20.04, cuda 12.1, pytorch 2.2.2+cu121
The same thing didn't work for me. Have you found a solution?
J'ai également rencontré ce problème. Ubuntu 22.04, CUDA 12.2, nvcc cuda_12.2.r12.2, PyTorch 2.1.0 J'ai réussi à l'installer en corrigeant toutes les erreurs en ajoutant des en-têtes à 4 fichiers. Vous devez donc télécharger ce dépôt et modifier le code source. 1 - .../MinkowskiEngine/src/convolution_kernel.cuh Ajouter un en-tête :
#include <thrust/execution_policy.h>2 - .../MinkowskiEngine/src/coordonnée_map_gpu.cu Ajouter des en-têtes :#include <thrust/unique.h> #include <thrust/remove.h>3 - .../MinkowskiEngine/src/spmm.cu Ajouter des en-têtes :
#include <thrust/execution_policy.h> #include <thrust/reduce.h> #include <thrust/sort.h>4 - .../MinkowskiEngine/src/3rdparty/concurrent_unordered_map.cuh Ajouter un en-tête :
#include <thrust/execution_policy.h>Je l'installe dans venv viapython setup.py installSi c'est la bonne solution, il est peut-être préférable de l'ajouter au fichier Lisez-moi principal sur l'installation de CUDA 12.1+.Cela fonctionne pour moi, mon environnement est Ubuntu20.04, cuda 12.2, torchvision 0.13,pytorch_lightning 1.6.0, etc.
Does this work on Google Colab? because ti don't work for me it give me the error: Does this work on Google Colab? Because it doesn't work for me; it gives me an error:
WARNING: Skipping MinkowskiEngine as it is not installed.
| CUDA compilation set |
/content/drive/MyDrive/MinkowskiEngine-master/setup.py:201: DeprecationWarning:
numpy.distutils is deprecated since NumPy 1.23.0, as a result
of the deprecation of distutils itself. It will be removed for
Python >= 3.12. For older Python versions it will remain present.
It is recommended to use setuptools < 60.0 for those Python versions.
For more details, see:
https://numpy.org/devdocs/reference/distutils_status_migration.html
import numpy.distutils.system_info as sysinfo
Using BLAS=openblas Using the default compiler running install /usr/local/lib/python3.10/dist-packages/setuptools/_distutils/cmd.py:66: SetuptoolsDeprecationWarning: setup.py install is deprecated. !!
********************************************************************************
Please avoid running ``setup.py`` directly.
Instead, use pypa/build, pypa/installer, pypa/build or
other standards-based tools.
See https://blog.ganssle.io/articles/2021/10/setup-py-deprecated.html for details.
********************************************************************************
!! self.initialize_options() /usr/local/lib/python3.10/dist-packages/setuptools/_distutils/cmd.py:66: EasyInstallDeprecationWarning: easy_install command is deprecated. !!
********************************************************************************
Please avoid running ``setup.py`` and ``easy_install``.
Instead, use pypa/build, pypa/installer, pypa/build or
other standards-based tools.
See https://github.com/pypa/setuptools/issues/917 for details.
********************************************************************************
!! self.initialize_options() running bdist_egg running egg_info writing MinkowskiEngine.egg-info/PKG-INFO writing dependency_links to MinkowskiEngine.egg-info/dependency_links.txt writing requirements to MinkowskiEngine.egg-info/requires.txt writing top-level names to MinkowskiEngine.egg-info/top_level.txt /usr/local/lib/python3.10/dist-packages/torch/utils/cpp_extension.py:499: UserWarning: Attempted to use ninja as the BuildExtension backend but we could not find ninja.. Falling back to using the slow distutils backend. warnings.warn(msg.format('we could not find ninja.')) reading manifest file 'MinkowskiEngine.egg-info/SOURCES.txt' reading manifest template 'MANIFEST.in' adding license file 'LICENSE' writing manifest file 'MinkowskiEngine.egg-info/SOURCES.txt' installing library code to build/bdist.linux-x86_64/egg running install_lib running build_py creating build creating build/lib.linux-x86_64-cpython-310 creating build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiPruning.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiNetwork.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiSparseTensor.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiCoordinateManager.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/sparse_matrix_functions.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiFunctional.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiBroadcast.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiCommon.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiOps.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiPooling.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiNormalization.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiKernelGenerator.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiConvolution.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiTensor.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiInterpolation.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiChannelwiseConvolution.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiTensorField.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/init.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/diagnostics.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiNonlinearity.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine copying ./MinkowskiEngine/MinkowskiUnion.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine creating build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/coords.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/init.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/summary.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/quantization.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/gradcheck.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/init.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils copying ./MinkowskiEngine/utils/collation.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/utils creating build/lib.linux-x86_64-cpython-310/MinkowskiEngine/modules copying ./MinkowskiEngine/modules/init.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/modules copying ./MinkowskiEngine/modules/senet_block.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/modules copying ./MinkowskiEngine/modules/resnet_block.py -> build/lib.linux-x86_64-cpython-310/MinkowskiEngine/modules running build_ext /usr/local/lib/python3.10/dist-packages/torch/utils/cpp_extension.py:418: UserWarning: The detected CUDA version (12.2) has a minor version mismatch with the version that was used to compile PyTorch (12.1). Most likely this shouldn't be a problem. warnings.warn(CUDA_MISMATCH_WARN.format(cuda_str_version, torch.version.cuda)) /usr/local/lib/python3.10/dist-packages/torch/utils/cpp_extension.py:428: UserWarning: There are no x86_64-linux-gnu-g++ version bounds defined for CUDA version 12.2 warnings.warn(f'There are no {compiler_name} version bounds defined for CUDA version {cuda_str_version}') building 'MinkowskiEngineBackend._C' extension INFO: C compiler: x86_64-linux-gnu-gcc -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC
creating build/temp.linux-x86_64-cpython-310 creating build/temp.linux-x86_64-cpython-310/content creating build/temp.linux-x86_64-cpython-310/content/drive creating build/temp.linux-x86_64-cpython-310/content/drive/MyDrive creating build/temp.linux-x86_64-cpython-310/content/drive/MyDrive/MinkowskiEngine-master creating build/temp.linux-x86_64-cpython-310/content/drive/MyDrive/MinkowskiEngine-master/src creating build/temp.linux-x86_64-cpython-310/pybind INFO: compile options: '-I/usr/local/lib/python3.10/dist-packages/torch/include -I/usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.10/dist-packages/torch/include/TH -I/usr/local/lib/python3.10/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/content/drive/MyDrive/MinkowskiEngine-master/src -I/content/drive/MyDrive/MinkowskiEngine-master/src/3rdparty -I/usr/include/python3.10 -c' extra options: 'cxx nvcc' /usr/local/lib/python3.10/dist-packages/torch/utils/cpp_extension.py:1967: UserWarning: TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation. If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST']. warnings.warn( INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/broadcast_gpu.cu INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/broadcast_kernel.cu INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/convolution_gpu.cu INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/convolution_kernel.cu /content/drive/MyDrive/MinkowskiEngine-master/src/convolution_kernel.cu(334): warning #68-D: integer conversion resulted in a change of sign size_t n_active_in_volume, shared_mem_size = -1; ^
Remark: The warnings can be suppressed with "-diag-suppress
/content/drive/MyDrive/MinkowskiEngine-master/src/convolution_kernel.cu(573): warning #68-D: integer conversion resulted in a change of sign size_t n_active_in_volume, shared_mem_size = -1; ^
/content/drive/MyDrive/MinkowskiEngine-master/src/convolution_kernel.cu(334): warning #68-D: integer conversion resulted in a change of sign size_t n_active_in_volume, shared_mem_size = -1; ^
Remark: The warnings can be suppressed with "-diag-suppress
/content/drive/MyDrive/MinkowskiEngine-master/src/convolution_kernel.cu(573): warning #68-D: integer conversion resulted in a change of sign size_t n_active_in_volume, shared_mem_size = -1; ^
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/convolution_transpose_gpu.cu INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu /content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed : base_type{other.region_type(), other.coordinate_size(), ^ detected during: instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 627 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu instantiation of "minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::self_type minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_region(minkowski::cpu_kernel_region<coordinate_type> &, const minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_type &) const [with coordinate_type=int32_t, TemplatedAllocator=minkowski::detail::default_allocator]" at line 2462 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu
Remark: The warnings can be suppressed with "-diag-suppress
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed : base_type{other.region_type(), other.coordinate_size(), ^ detected during: instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 627 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu instantiation of "minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::self_type minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_region(minkowski::cpu_kernel_region<coordinate_type> &, const minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_type &) const [with coordinate_type=int32_t, TemplatedAllocator=minkowski::detail::default_allocator]" at line 2462 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed : base_type{other.region_type(), other.coordinate_size(), ^ detected during: instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 627 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu instantiation of "minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::self_type minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_region(minkowski::cpu_kernel_region<coordinate_type> &, const minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_type &) const [with coordinate_type=int32_t, TemplatedAllocator=minkowski::detail::default_allocator]" at line 2462 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed : base_type{other.region_type(), other.coordinate_size(), ^ detected during: instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 627 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu instantiation of "minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::self_type minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_region(minkowski::cpu_kernel_region<coordinate_type> &, const minkowski::CoordinateMapGPU<coordinate_type, TemplatedAllocator>::stride_type &) const [with coordinate_type=int32_t, TemplatedAllocator=minkowski::detail::default_allocator]" at line 2462 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_gpu.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp(717): warning #430-D: returning reference to local temporary return detail::empty_map_functor<coordinate_type, TemplatedAllocator, ^ detected during instantiation of "const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type &minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, minkowski::RegionType::Type, const at::Tensor &, bool, bool) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=std::allocator, CoordinateMapType=minkowski::CoordinateMapCPU]" at line 1451
Remark: The warnings can be suppressed with "-diag-suppress
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp(717): warning #430-D: returning reference to local temporary return detail::empty_map_functor<coordinate_type, TemplatedAllocator, ^ detected during instantiation of "const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type &minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, minkowski::RegionType::Type, const at::Tensor &, bool, bool) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=minkowski::detail::default_allocator, CoordinateMapType=minkowski::CoordinateMapGPU]" at line 401 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp(717): warning #430-D: returning reference to local temporary return detail::empty_map_functor<coordinate_type, TemplatedAllocator, ^ detected during instantiation of "const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type &minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, minkowski::RegionType::Type, const at::Tensor &, bool, bool) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=minkowski::detail::c10_allocator, CoordinateMapType=minkowski::CoordinateMapGPU]" at line 404 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(429): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(429): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(430): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(431): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_cpu.hpp(58): warning #177-D: variable "float_type" was declared but never referenced at::ScalarType const float_type = ^ detected during: instantiation of "std::pair<at::Tensor, at::Tensor> minkowski::CoordinateMapCPU<coordinate_type, TemplatedAllocator>::field_map(const coordinate_field_type *, minkowski::CoordinateMapCPU<coordinate_type, TemplatedAllocator>::size_type) const [with coordinate_type=int32_t, TemplatedAllocator=std::allocator, coordinate_field_type=float]" at line 329 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp instantiation of "std::pair<at::Tensor, at::Tensor> minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::field_to_sparse_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=std::allocator, CoordinateMapType=minkowski::CoordinateMapCPU]" at line 1451 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp
Remark: The warnings can be suppressed with "-diag-suppress
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp(717): warning #430-D: returning reference to local temporary return detail::empty_map_functor<coordinate_type, TemplatedAllocator, ^ detected during instantiation of "const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type &minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, minkowski::RegionType::Type, const at::Tensor &, __nv_bool, __nv_bool) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=std::allocator, CoordinateMapType=minkowski::CoordinateMapCPU]" at line 1451
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp(717): warning #430-D: returning reference to local temporary return detail::empty_map_functor<coordinate_type, TemplatedAllocator, ^ detected during instantiation of "const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type &minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, minkowski::RegionType::Type, const at::Tensor &, __nv_bool, __nv_bool) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=minkowski::detail::default_allocator, CoordinateMapType=minkowski::CoordinateMapGPU]" at line 401 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed
: base_type{other.region_type(), other.coordinate_size(),
^
detected during:
instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 205 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
instantiation of "minkowski::gpu_kernel_map<minkowski::type_wrapper<uint32_t, int32_t, float>::index_type, TemplatedAllocator
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed
: base_type{other.region_type(), other.coordinate_size(),
^
detected during:
instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 205 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
instantiation of "minkowski::gpu_kernel_map<minkowski::type_wrapper<uint32_t, int32_t, float>::index_type, TemplatedAllocator
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed
: base_type{other.region_type(), other.coordinate_size(),
^
detected during:
instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 205 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
instantiation of "minkowski::gpu_kernel_map<minkowski::type_wrapper<uint32_t, int32_t, float>::index_type, TemplatedAllocator
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(428): warning #20014-D: calling a host function from a host device function is not allowed
: base_type{other.region_type(), other.coordinate_size(),
^
detected during:
instantiation of "minkowski::gpu_kernel_region<coordinate_type>::gpu_kernel_region(const minkowski::cpu_kernel_region<coordinate_type> &) [with coordinate_type=int32_t]" at line 205 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
instantiation of "minkowski::gpu_kernel_map<minkowski::type_wrapper<uint32_t, int32_t, float>::index_type, TemplatedAllocator
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp(717): warning #430-D: returning reference to local temporary return detail::empty_map_functor<coordinate_type, TemplatedAllocator, ^ detected during instantiation of "const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type &minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapKey *, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, const minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type &, minkowski::RegionType::Type, const at::Tensor &, __nv_bool, __nv_bool) [with coordinate_type=int32_t, coordinate_field_type=float, TemplatedAllocator=minkowski::detail::c10_allocator, CoordinateMapType=minkowski::CoordinateMapGPU]" at line 404 of /content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(429): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(429): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(430): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
/content/drive/MyDrive/MinkowskiEngine-master/src/kernel_region.hpp(431): warning #20011-D: calling a host function("minkowski::cpu_kernel_region
INFO: x86_64-linux-gnu-gcc: /content/drive/MyDrive/MinkowskiEngine-master/src/direct_max_pool.cpp
/content/drive/MyDrive/MinkowskiEngine-master/src/coordinate_map_manager.cpp: In instantiation of ‘const kernel_map_type& minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map(const minkowski::CoordinateMapKey*, const minkowski::CoordinateMapKey*, const stride_type&, const stride_type&, const stride_type&, minkowski::RegionType::Type, const at::Tensor&, bool, bool) [with coordinate_type = int; coordinate_field_type = float; TemplatedAllocator = std::allocator; CoordinateMapType = minkowski::CoordinateMapCPU; minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::kernel_map_type = minkowski::cpu_kernel_map; minkowski::CoordinateMapManager<coordinate_type, coordinate_field_type, TemplatedAllocator, CoordinateMapType>::stride_type = std::vector<unsigned int, std::allocator
Remark: The warnings can be suppressed with "-diag-suppress
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/interpolation_gpu.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/local_pooling_gpu.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/local_pooling_transpose_gpu.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_cpu.cpp
nvcc fatal : Unknown option '-fopenmp'
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/pooling_avg_kernel.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu: In function ‘void minkowski::sort_coo_gpu(cusparseHandle_t, int, int, int, int*, int*, allocator_type&)’:
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu:181:69: warning: ‘cusparseStatus_t cusparseCreateIdentityPermutation(cusparseHandle_t, int, int*)’ is deprecated: The routine will be removed in the next major release [-Wdeprecated-declarations]
181 | CUSPARSE_CHECK(cusparseCreateIdentityPermutation(handle, nnz, P));
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu: In instantiation of ‘void minkowski::sort_coo_gpu(cusparseHandle_t, int, int, int, int*, int*, allocator_type&) [with allocator_type = minkowski::detail::default_allocator
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu:181:69: warning: ‘cusparseStatus_t cusparseCreateIdentityPermutation(cusparseHandle_t, int, int*)’ is deprecated: The routine will be removed in the next major release [-Wdeprecated-declarations]
181 | CUSPARSE_CHECK(cusparseCreateIdentityPermutation(handle, nnz, P));
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu:181:69: warning: ‘cusparseStatus_t cusparseCreateIdentityPermutation(cusparseHandle_t, int, int*)’ is deprecated: The routine will be removed in the next major release [-Wdeprecated-declarations]
181 | CUSPARSE_CHECK(cusparseCreateIdentityPermutation(handle, nnz, P));
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu: In instantiation of ‘void minkowski::sort_coo_gpu(cusparseHandle_t, int, int, int, int*, int*, allocator_type&) [with allocator_type = minkowski::detail::c10_allocator
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu:181:69: warning: ‘cusparseStatus_t cusparseCreateIdentityPermutation(cusparseHandle_t, int, int*)’ is deprecated: The routine will be removed in the next major release [-Wdeprecated-declarations]
181 | CUSPARSE_CHECK(cusparseCreateIdentityPermutation(handle, nnz, P));
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_gpu.cu:181:69: warning: ‘cusparseStatus_t cusparseCreateIdentityPermutation(cusparseHandle_t, int, int*)’ is deprecated: The routine will be removed in the next major release [-Wdeprecated-declarations]
181 | CUSPARSE_CHECK(cusparseCreateIdentityPermutation(handle, nnz, P));
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^
/usr/local/cuda/include/cusparse.h:4060:1: note: declared here
4060 | cusparseCreateIdentityPermutation(cusparseHandle_t handle,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/pooling_max_kernel.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/pruning_gpu.cu
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/quantization.cpp
nvcc fatal : Unknown option '-fopenmp'
INFO: nvcc: /content/drive/MyDrive/MinkowskiEngine-master/src/spmm.cu
/content/drive/MyDrive/MinkowskiEngine-master/src/spmm.cu(96): warning #177-D: variable "is_int64" was declared but never referenced
constexpr bool is_int64 = std::is_same<th_int_type, int64_t>::value;
^
Remark: The warnings can be suppressed with "-diag-suppress
/content/drive/MyDrive/MinkowskiEngine-master/src/spmm.cu(358): warning #177-D: variable "is_int64" was declared but never referenced constexpr bool is_int64 = std::is_same<th_int_type, int64_t>::value; ^
INFO: nvcc: pybind/minkowski.cu error: Command "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.10/dist-packages/torch/include -I/usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.10/dist-packages/torch/include/TH -I/usr/local/lib/python3.10/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/content/drive/MyDrive/MinkowskiEngine-master/src -I/content/drive/MyDrive/MinkowskiEngine-master/src/3rdparty -I/usr/include/python3.10 -c /content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_cpu.cpp -o build/temp.linux-x86_64-cpython-310/content/drive/MyDrive/MinkowskiEngine-master/src/math_functions_cpu.o -fopenmp -O3 -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="_gcc" -DPYBIND11_STDLIB="_libstdcpp" -DPYBIND11_BUILD_ABI="_cxxabi1011" -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++17" failed with exit status 1
J'ai également rencontré ce problème. Ubuntu 22.04, CUDA 12.2, nvcc cuda_12.2.r12.2, PyTorch 2.1.0
Cela ne fonctionne pas dans Ubuntu20.04, cuda 12.1, pytorch 2.2.2+cu121
The same thing didn't work for me. Have you found a solution?
install libopenblas-dev before install MinkowskiEngine, and then the solution works for me.
sudo apt install libopenblas-dev
