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Check for support of CUDA Memory Pools at runtime (#4679)
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Some CUDA GPUs, like the Quadro M3000M don't support Memory Pools
operations like cudaMallocAsync/cudaFreeAsync even on driver versions
newer than 11020, and this can result in errors like:

  CUDA runtime error: operation not supported

So check for support at runtime instead of compile time.
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ao2 committed Oct 21, 2023
1 parent 3ddc69b commit aa1fb43
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Showing 3 changed files with 35 additions and 11 deletions.
18 changes: 18 additions & 0 deletions cpp/open3d/core/CUDAUtils.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -108,6 +108,24 @@ void AssertCUDADeviceAvailable(const Device& device) {
}
}

bool SupportsMemoryPools(const Device & device) {
#ifdef BUILD_CUDA_MODULE
if (device.IsCUDA()) {
int driverVersion = 0;
int deviceSupportsMemoryPools = 0;
OPEN3D_CUDA_CHECK(cudaDriverGetVersion(&driverVersion));
if (driverVersion >= 11020) { // avoid invalid value error in cudaDeviceGetAttribute
OPEN3D_CUDA_CHECK(cudaDeviceGetAttribute(&deviceSupportsMemoryPools, cudaDevAttrMemoryPoolsSupported, device.GetID());
}
return !!deviceSupportsMemoryPools;
} else {
return false;
}
#else
return false;
#endif
}

#ifdef BUILD_CUDA_MODULE
int GetDevice() {
int device;
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6 changes: 6 additions & 0 deletions cpp/open3d/core/CUDAUtils.h
Original file line number Diff line number Diff line change
Expand Up @@ -255,6 +255,12 @@ void AssertCUDADeviceAvailable(int device_id);
/// \param device The device to be checked.
void AssertCUDADeviceAvailable(const Device& device);

/// Checks if the CUDA device support Memory Pools
/// used by the Stream Ordered Memory Allocator,
/// see https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__MEMORY__POOLS.html
/// \param device The device to be checked.
bool SupportsMemoryPools(const Device & device);

#ifdef BUILD_CUDA_MODULE

int GetDevice();
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22 changes: 11 additions & 11 deletions cpp/open3d/core/MemoryManagerCUDA.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -19,12 +19,12 @@ void* MemoryManagerCUDA::Malloc(size_t byte_size, const Device& device) {

void* ptr;
if (device.IsCUDA()) {
#if CUDART_VERSION >= 11020
OPEN3D_CUDA_CHECK(cudaMallocAsync(static_cast<void**>(&ptr), byte_size,
cuda::GetStream()));
#else
OPEN3D_CUDA_CHECK(cudaMalloc(static_cast<void**>(&ptr), byte_size));
#endif
if (cuda::SupportsMemoryPools(device)) {
OPEN3D_CUDA_CHECK(cudaMallocAsync(static_cast<void**>(&ptr), byte_size,
cuda::GetStream()));
} else {
OPEN3D_CUDA_CHECK(cudaMalloc(static_cast<void**>(&ptr), byte_size));
}
} else {
utility::LogError("Internal error: Unimplemented device {}.",
device.ToString());
Expand All @@ -37,11 +37,11 @@ void MemoryManagerCUDA::Free(void* ptr, const Device& device) {

if (device.IsCUDA()) {
if (ptr && IsCUDAPointer(ptr, device)) {
#if CUDART_VERSION >= 11020
OPEN3D_CUDA_CHECK(cudaFreeAsync(ptr, cuda::GetStream()));
#else
OPEN3D_CUDA_CHECK(cudaFree(ptr));
#endif
if (cuda::SupportsMemoryPools(device)) {
OPEN3D_CUDA_CHECK(cudaFreeAsync(ptr, cuda::GetStream()));
} else {
OPEN3D_CUDA_CHECK(cudaFree(ptr));
}
}
} else {
utility::LogError("Internal error: Unimplemented device {}.",
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