AStarNet subprocess.CalledProcessError: Command '['ninja', '-v']' returned non-zero exit status 1.

`Loading /public/home/yqzhang/modeltest/0_path_model/AStarNet-master/datasets/knowledge_graphs/fb15k237_train.tx Loading /public/home/yqzhang/modeltest/0_path_model/AStarNet-master/datasets/knowledge_graphs/fb15k237_valid.tx Loading /public/home/yqzhang/modeltest/0_path_model/AStarNet-master/datasets/knowledge_graphs/fb15k237_test.txt 10:25:25 FB15k237( #entity: 14541 #relation: 237 #triplet: 310116 ) 10:25:25 #train: 272115, #valid: 17535, #test: 20466 Traceback (most recent call last): File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py", line 1906, in _run_ninja_build env=env) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/subprocess.py", line 512, in run output=stdout, stderr=stderr) subprocess.CalledProcessError: Command '['ninja', '-v']' returned non-zero exit status 1.

The above exception was the direct cause of the following exception:

Traceback (most recent call last): File "script/run.py", line 58, in solver = util.build_solver(cfg, dataset) File "/public/home/yqzhang/modeltest/0_path_model/AStarNet-master/reasoning/util.py", line 104, in build_solver task = core.Configurable.load_config_dict(cfg.task) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py", line 269, in load_config_dict v = Configurable.load_config_dict(v) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py", line 269, in load_config_dict v = Configurable.load_config_dict(v) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py", line 277, in load_config_dict return cls(**new_config) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/decorator.py", line 232, in fun return caller(func, *(extras + args), **kw) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py", line 296, in wrapper return init(self, *args, **kwargs) File "/public/home/yqzhang/modeltest/0_path_model/AStarNet-master/reasoning/layer.py", line 55, in init functional.generalized_rspmm(adjacency, relation_input, input, sum="add", mul="mul") File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/spmm.py", line 378, in generalized_rspmm return Function.apply(sparse.coalesce(), relation, input) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/spmm.py", line 174, in forward forward = spmm.rspmm_add_mul_forward_cpu File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/utils/torch.py", line 26, in getattr return getattr(self.module, key) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/utils/decorator.py", line 102, in get result = self.func(obj) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/utils/torch.py", line 32, in module self.verbose, **self.kwargs) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py", line 1296, in load keep_intermediates=keep_intermediates) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py", line 1518, in jit_compile is_standalone=is_standalone) File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py", line 1626, in write_ninja_file_and_build_library error_prefix=f"Error building extension '{name}'") File "/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py", line 1916, in run_ninja_build raise RuntimeError(message) from e RuntimeError: Error building extension 'spmm': [1/5] c++ -MMD -MF rspmm.o.d -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++14 -Ofast -fopenmp -DAT_PARALLEL_OPENMP -DCUDA_OP -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/rspmm.cpp -o rspmm.o [2/5] c++ -MMD -MF spmm.o.d -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++14 -Ofast -fopenmp -DAT_PARALLEL_OPENMP -DCUDA_OP -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/spmm.cpp -o spmm.o [3/5] /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/rspmm.cu -o rspmm.cuda.o FAILED: rspmm.cuda.o /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/rspmm.cu -o rspmm.cuda.o /usr/include/c++/11/bits/std_function.h:435:145: error: parameter packs not expanded with ‘...’: 435 | function(Functor&& f) | ^ /usr/include/c++/11/bits/std_function.h:435:145: note: ‘ArgTypes’ /usr/include/c++/11/bits/std_function.h:530:146: error: parameter packs not expanded with ‘...’: 530 | operator=(Functor&& f) | ^ /usr/include/c++/11/bits/std_function.h:530:146: note: ‘ArgTypes’ [4/5] /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/spmm.cu -o spmm.cuda.o FAILED: spmm.cuda.o /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS_ --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/spmm.cu -o spmm.cuda.o /usr/include/c++/11/bits/std_function.h:435:145: error: parameter packs not expanded with ‘...’: 435 | function(_Functor&& __f) | ^ /usr/include/c++/11/bits/std_function.h:435:145: note: ‘_ArgTypes’ /usr/include/c++/11/bits/std_function.h:530:146: error: parameter packs not expanded with ‘...’: 530 | operator=(_Functor&& __f) | ^ /usr/include/c++/11/bits/std_function.h:530:146: note: ‘_ArgTypes’ ninja: build stopped: subcommand failed.`

Hello, Thanks for your nice work. When I try to replicate your results in GPU, I meet the error about C++ spmm. Would you know how to fix this? Thanks, and have a nice day!

Sep 27 '24 03:09 Irena-Zhang

I also encounter similar issues. don't how to fix

Oct 09 '24 03:10 Wendysigh

I found the solution discussed in previous issue: https://github.com/DeepGraphLearning/AStarNet/issues/3 the problem is caused by TorchDrug, the missing header file in different versions, e.g., "ATen/SparseTensorUtils.h" should be change to "ATen/native/SparseTensorUtils.h".

Oct 09 '24 04:10 Wendysigh

I found the solution discussed in previous issue: #3 the problem is caused by TorchDrug, the missing header file in different versions, e.g., "ATen/SparseTensorUtils.h" should be change to "ATen/native/SparseTensorUtils.h".

Thanks for your tip! I will try to modify it.

Oct 29 '24 06:10 Irena-Zhang

'正在加载 /public/home/yqzhang/modeltest/0_path_model/AStarNet-master/datasets/knowledge_graphs/fb15k237_train.tx 加载 /public/home/yqzhang/modeltest/0_path_model/AStarNet-master/datasets/knowledge_graphs/fb15k237_valid.tx 加载 /public/home/yqzhang/modeltest/0_path_model/AStarNet-master/datasets/knowledge_graphs/fb15k237_test.txt 10：25：25 FB15k237（ #entity： 14541 #relation： 237 #triplet： 310116 ） 10：25：25 #train： 272115， #valid： 17535， #test： 20466 回溯（最近一次调用最后）：文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py“，第 1906 行，在 _run_ninja_build env=env）文件”/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/subprocess.py“，第 512 行，在运行输出=stdout， stderr=stderr）子进程中。CalledProcessError：命令 '['ninja'， '-v']' 返回非零退出状态 1。

上述异常是以下异常的直接原因：

回溯（最近一次调用最后）：文件“script/run.py”，第 58 行，在 solver = util.build_solver（cfg， dataset）文件“/public/home/yqzhang/modeltest/0_path_model/AStarNet-master/reasoning/util.py”，第 104 行，在build_solver task = core。Configurable.load_config_dict（cfg.task）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py”，第 269 行，load_config_dict v = Configurable.load_config_dict（v）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py”，第 269 行，load_config_dict v = Configurable.load_config_dict（v）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py”，第 277 行，load_config_dict返回 cls（**new_config）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/decorator.py”，第 232 行，在 fun 返回调用者（func， *（extras + args）， **kw）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/core/core.py”，第 296 行，在包装器中返回 init（self， *args， **kwargs）文件“/public/home/yqzhang/modeltest/0_path_model/AStarNet-master/reasoning/layer.py”，第 55 行，在 init functional.generalized_rspmm（adjacency， relation_input， input， sum=“add”， mul=“mul”）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/spmm.py”，第 378 行，generalized_rspmm返回 Function.apply（sparse.coalesce（）， relation， input）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/spmm.py”，第 174 行，向前 = spmm.rspmm_add_mul_forward_cpu文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/utils/torch.py”，第 26 行，在 getattr 中返回 getattr（self.module， key）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/utils/decorator.py”，第 102 行，在 get result = self.func（obj）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/utils/torch.py”，第 32 行，在模块 self.verbose， **self.kwargs）文件“/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py“，第 1296 行，加载 keep_intermediates=keep_intermediates）文件”/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py“，第 1518 行，jit_compile is_standalone=is_standalone）文件”/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py“，第 1626 行，write_ninja_file_and_build_libraryerror_prefix=f“构建扩展 '{name}' 时出错”）文件 “/public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/utils/cpp_extension.py”，第 1916 行，run_ninja_build 从 e RuntimeError：构建扩展 'spmm' 时出错： [1/5] c++ -MMD -MF rspmm.o.d -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=“gcc” -DPYBIND11_STDLIB=“libstdcpp“ -DPYBIND11_BUILD_ABI=”cxxabi1011“ -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++14 -ofast -fopenmp -DAT_PARALLEL_OPENMP -DCUDA_OP -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/rspmm.cpp -o rspmm.o [2/5] c++ -MMD -MF spmm.o.d -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=“gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++14 -Ofast -fopenmp -DAT_PARALLEL_OPENMP -DCUDA_OP -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/spmm.cpp -o spmm.o [3/5] /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE="gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS --expt-relaxed-constexpr -gencode=arch=compute_86，code=compute_86 -gencode=arch=compute_86，code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/rspmm.cu -o rspmm.cuda.o 失败： rspmm.cuda.o/public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=“gcc” -DPYBIND11_STDLIB=“libstdcpp” -DPYBIND11_BUILD_ABI=“cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS_ --expt-relaxed-constexpr -gencode=arch=compute_86，code=compute_86 -gencode=arch=compute_86，code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/rspmm.cu -o rspmm.cuda.o /usr/include/c++/11/bits/std_function.h：435：145：错误：参数包未用 '...' 展开：435 |function（Functor&& f） | ^ /usr/include/c++/11/bits/std_function.h：435：145：注意：注意：'ArgTypes' /usr/include/c++/11/bits/std_function.h：530：146：错误：参数包未用 '...' 扩展： 530 | operator=（Functor&& f） | ^ /usr/include/c++/11/bits/std_function.h：530：146：注意：'ArgTypes'[4/5] /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=“gcc" -DPYBIND11_STDLIB="libstdcpp" -DPYBIND11_BUILD_ABI="cxxabi1011" -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS --expt-relaxed-constexpr -gencode=arch=compute_86，code=compute_86 -gencode=arch=compute_86，code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/spmm.cu -o spmm.cuda.o 失败： spmm.cuda.o /public/home/yqzhang/cuda/cuda11/bin/nvcc -DTORCH_EXTENSION_NAME=spmm -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=“gcc” -DPYBIND11_STDLIB=“libstdcpp” -DPYBIND11_BUILD_ABI=“cxxabi1011” -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/torch/csrc/api/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/TH -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torch/include/THC -isystem /public/home/yqzhang/cuda/cuda11/include -isystem /public/home/yqzhang/anaconda3/envs/kgmodel/include/python3.7m -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS -D__CUDA_NO_HALF_CONVERSIONS -D__CUDA_NO_BFLOAT16_CONVERSIONS -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_86，code=compute_86 -gencode=arch=compute_86，code=sm_86 --compiler-options '-fPIC' -O3 -std=c++14 -c /public/home/yqzhang/anaconda3/envs/kgmodel/lib/python3.7/site-packages/torchdrug/layers/functional/extension/spmm.cu -o spmm.cuda.o /usr/include/c++/11/bits/std_function.h：435：145：145：错误：参数包未用“...”扩展：435 |函数（_Functor&__f） |^ /usr/include/c++/11/bits/std_function.h：435：145：注意：“_ArgTypes” /usr/include/c++/11/bits/std_function.h：530：146：错误：参数包未用“...”扩展：530 |运算符=（_Functor&& __f） |^ /usr/include/c++/11/bits/std_function.h：530：146：注意：“_ArgTypes”Ninja：构建停止：子命令失败。

您好，感谢您的出色工作。当我尝试在 GPU 中复制您的结果时，我遇到了有关 C++ spmm 的错误。你知道如何解决这个问题吗？谢谢，祝你有美好的一天！

Hello, I’m also facing the same issue. May I ask if you have found a solution?

Nov 12 '25 10:11 rainbowww24