pytorch
db7b3135 - Fix internal assert in CUDA caching allocator when trying to allocate ~2^64 memory (#57571)

Commit
4 years ago
Fix internal assert in CUDA caching allocator when trying to allocate ~2^64 memory (#57571) Summary: When the memory requested is huge, some internal logic in CUDA caching allocator could overflow. The result of the overflow is the caching allocator gives a confusing error message. For example: ```python import torch import torch.nn as nn from torch.utils import cpp_extension cuda_source = """ #include <c10/cuda/CUDACachingAllocator.h> void my_fun(void) { size_t temp_storage_bytes = 18446744073708433663UL; auto& caching_allocator = *::c10::cuda::CUDACachingAllocator::get(); auto temp_storage = caching_allocator.allocate(temp_storage_bytes); return; } """ cpp_source = """ void my_fun(void); """ module = torch.utils.cpp_extension.load_inline( name="cuda_test_extension", cpp_sources=cpp_source, cuda_sources=cuda_source, functions="my_fun", extra_cuda_cflags=["--extended-lambda"], verbose=True, ) module.my_fun() print('done') ``` gives ``` Traceback (most recent call last): File "/home/gaoxiang/misc/caching-allocator.py", line 26, in <module> module.my_fun() RuntimeError: p.block != nullptr && p.block->ptr != nullptrINTERNAL ASSERT FAILED at "../c10/cuda/CUDACachingAllocator.cpp":991, please report a bug to PyTorch. Exception raised from alloc_block at ../c10/cuda/CUDACachingAllocator.cpp:991 (most recent call first): frame #0: <unknown function> + 0x83e93 (0x7f424f05ee93 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10.so) frame https://github.com/pytorch/pytorch/issues/1: <unknown function> + 0x83bf9 (0x7f424f05ebf9 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10.so) frame https://github.com/pytorch/pytorch/issues/2: <unknown function> + 0x839bd (0x7f424f05e9bd in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10.so) frame https://github.com/pytorch/pytorch/issues/3: std::function<std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > ()>::operator()() const + 0x4c (0x7f428a3350a2 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libtorch_cpu.so) frame https://github.com/pytorch/pytorch/issues/4: c10::Error::Error(c10::SourceLocation, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> >) + 0x40 (0x7f424f05dc34 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10.so) frame https://github.com/pytorch/pytorch/issues/5: c10::detail::torchCheckFail(char const*, char const*, unsigned int, char const*) + 0x97 (0x7f424f05c42f in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10.so) frame https://github.com/pytorch/pytorch/issues/6: <unknown function> + 0x6948b4 (0x7f42978fd8b4 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libtorch_python.so) frame https://github.com/pytorch/pytorch/issues/7: <unknown function> + 0x22373 (0x7f424f0e2373 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10_cuda.so) frame https://github.com/pytorch/pytorch/issues/8: <unknown function> + 0x1fa6c (0x7f424f0dfa6c in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10_cuda.so) frame https://github.com/pytorch/pytorch/issues/9: <unknown function> + 0x2337a (0x7f424f0e337a in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10_cuda.so) frame https://github.com/pytorch/pytorch/issues/10: <unknown function> + 0x23f18 (0x7f424f0e3f18 in /home/gaoxiang/.local/lib/python3.9/site-packages/torch/lib/libc10_cuda.so) frame https://github.com/pytorch/pytorch/issues/11: my_fun() + 0x4b (0x7f4200338f74 in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) frame https://github.com/pytorch/pytorch/issues/12: torch::detail::wrap_pybind_function_impl_<void (&)()>(void (&)(), std::integer_sequence<unsigned long>)::{lambda()https://github.com/pytorch/pytorch/issues/1}::operator()() const + 0x3f (0x7f420031e575 in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) frame https://github.com/pytorch/pytorch/issues/13: <unknown function> + 0x570f2 (0x7f42003350f2 in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) frame https://github.com/pytorch/pytorch/issues/14: <unknown function> + 0x536e2 (0x7f42003316e2 in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) frame https://github.com/pytorch/pytorch/issues/15: <unknown function> + 0x4ef2f (0x7f420032cf2f in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) frame https://github.com/pytorch/pytorch/issues/16: <unknown function> + 0x4ef93 (0x7f420032cf93 in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) frame https://github.com/pytorch/pytorch/issues/17: <unknown function> + 0x3e7f2 (0x7f420031c7f2 in /home/gaoxiang/.cache/torch_extensions/cuda_test_extension/cuda_test_extension.so) <omitting python frames> frame https://github.com/pytorch/pytorch/issues/30: __libc_start_main + 0xd5 (0x7f42c60bab25 in /usr/lib/libc.so.6) ``` Pull Request resolved: https://github.com/pytorch/pytorch/pull/57571 Reviewed By: VitalyFedyunin Differential Revision: D28224574 Pulled By: ezyang fbshipit-source-id: df440961f6eaf58048af36ae2a06c59f3c18baec
Author
Parents
Loading