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#undef CUB_WRAPPED_NAMESPACE |
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#define CUB_WRAPPED_NAMESPACE megablocks |
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#include "new_sort.h" |
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#include <cstdint> |
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#include <cub/cub.cuh> |
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#include <c10/cuda/CUDAStream.h> |
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#define CUDA_CALL(code) \ |
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do { \ |
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cudaError_t status = code; \ |
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std::string err = cudaGetErrorString(status); \ |
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TORCH_CHECK(status == cudaSuccess, err); \ |
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} while (0) |
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namespace megablocks { |
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template <typename T> |
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void cub_radix_sort(torch::Tensor x, |
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int end_bit, |
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torch::Tensor x_out, |
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torch::Tensor iota_out) { |
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torch::Tensor iota = torch::arange(0, x.numel(), x.options()); |
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size_t scratchpad_bytes = 0; |
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CUDA_CALL(cub::DeviceRadixSort::SortPairs(nullptr, |
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scratchpad_bytes, |
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x.data_ptr<T>(), |
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x_out.data_ptr<T>(), |
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iota.data_ptr<T>(), |
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iota_out.data_ptr<T>(), |
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x.numel(), |
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0, |
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end_bit, |
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c10::cuda::getCurrentCUDAStream())); |
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auto options = torch::TensorOptions() |
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.dtype(torch::kInt8) |
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.device(x.device()); |
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torch::Tensor scratchpad = torch::empty(scratchpad_bytes, options); |
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CUDA_CALL(cub::DeviceRadixSort::SortPairs(scratchpad.data_ptr(), |
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scratchpad_bytes, |
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x.data_ptr<T>(), |
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x_out.data_ptr<T>(), |
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iota.data_ptr<T>(), |
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iota_out.data_ptr<T>(), |
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x.numel(), |
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0, |
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end_bit, |
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c10::cuda::getCurrentCUDAStream())); |
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} |
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void sort(torch::Tensor x, |
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int end_bit, |
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torch::Tensor x_out, |
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torch::Tensor iota_out) { |
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TORCH_CHECK(x.is_cuda()); |
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TORCH_CHECK(x.ndimension() == 1); |
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TORCH_CHECK(x.scalar_type() == torch::kInt16 || |
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x.scalar_type() == torch::kInt32 || |
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x.scalar_type() == torch::kInt64); |
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TORCH_CHECK(x_out.is_cuda()); |
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TORCH_CHECK(x_out.ndimension() == 1); |
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TORCH_CHECK(x_out.scalar_type() == x.scalar_type()); |
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TORCH_CHECK(iota_out.is_cuda()); |
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TORCH_CHECK(iota_out.ndimension() == 1); |
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TORCH_CHECK(iota_out.scalar_type() == x.scalar_type()); |
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if (x_out.numel() == 0) return; |
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switch (x.scalar_type()) { |
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case torch::kInt16: |
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return cub_radix_sort<short>(x, end_bit, x_out, iota_out); |
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case torch::kInt32: |
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return cub_radix_sort<int>(x, end_bit, x_out, iota_out); |
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} |
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TORCH_CHECK(x.scalar_type() == torch::kInt64); |
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return cub_radix_sort<long>(x, end_bit, x_out, iota_out); |
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} |
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} |
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#undef CUDA_CALL |
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#undef CUB_WRAPPED_NAMESPACE |