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CUDA backend: indexing ops (#2277)
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67
mlx/backend/cuda/device/scatter_axis.cuh
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67
mlx/backend/cuda/device/scatter_axis.cuh
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// Copyright © 2025 Apple Inc.
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#include "mlx/backend/cuda/device/indexing.cuh"
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#include "mlx/backend/cuda/device/scatter_ops.cuh"
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#include "mlx/backend/cuda/device/utils.cuh"
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#include <cooperative_groups.h>
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namespace mlx::core::cu {
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namespace cg = cooperative_groups;
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template <
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typename T,
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typename IdxT,
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typename Op,
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int NDIM,
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bool UpdC,
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bool IdxC,
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typename LocT>
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__global__ void scatter_axis(
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const T* upd,
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const IdxT* indices,
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T* out,
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LocT idx_size_pre,
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LocT idx_size_axis,
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LocT idx_size_post,
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const __grid_constant__ cuda::std::array<int32_t, NDIM> shape,
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const __grid_constant__ cuda::std::array<int64_t, NDIM> upd_strides,
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const __grid_constant__ cuda::std::array<int64_t, NDIM> idx_strides,
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int32_t axis,
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int32_t axis_size,
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int64_t upd_stride_axis,
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int64_t idx_stride_axis) {
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LocT index = cg::this_grid().thread_rank();
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if (index >= idx_size_pre * idx_size_axis * idx_size_post) {
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return;
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}
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auto [x, y, z] = index_to_dims(index, idx_size_axis, idx_size_pre);
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LocT elem_idx = z * idx_size_post;
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LocT idx_loc = y * idx_stride_axis;
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if constexpr (IdxC) {
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idx_loc += elem_idx * idx_size_axis + x;
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} else {
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idx_loc +=
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elem_to_loc_nd<NDIM>(elem_idx + x, shape.data(), idx_strides.data());
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}
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auto idx_val = absolute_index(indices[idx_loc], axis_size);
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LocT upd_loc = y * upd_stride_axis;
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if constexpr (UpdC) {
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upd_loc += elem_idx * idx_size_axis + x;
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} else {
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upd_loc +=
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elem_to_loc_nd<NDIM>(elem_idx + x, shape.data(), upd_strides.data());
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}
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LocT out_idx = idx_val * idx_size_post + elem_idx * axis_size + x;
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Op{}(out + out_idx, upd[upd_loc]);
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}
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} // namespace mlx::core::cu
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