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139 lines
3.8 KiB
Plaintext
139 lines
3.8 KiB
Plaintext
// Copyright © 2025 Apple Inc.
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#pragma once
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#include <cuComplex.h>
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#include <cuda_bf16.h>
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#include <cuda_fp16.h>
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#include <thrust/iterator/transform_iterator.h>
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namespace mlx::core::cu {
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// An op that does static_cast, with custom conversions for some types.
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template <typename SrcT, typename DstT, typename = void>
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struct CastOp {
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static constexpr bool is_castable = cuda::std::is_convertible_v<SrcT, DstT>;
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__device__ DstT operator()(SrcT x) {
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return static_cast<DstT>(x);
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}
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};
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// Castings between complex and boolean.
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// TODO: Should make a custom complex type.
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template <>
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struct CastOp<cuComplex, bool> {
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static constexpr bool is_castable = true;
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__device__ bool operator()(cuComplex x) {
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return x.x != 0 && x.y != 0;
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}
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};
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template <>
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struct CastOp<bool, cuComplex> {
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static constexpr bool is_castable = true;
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__device__ cuComplex operator()(bool x) {
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return x ? make_cuFloatComplex(1, 1) : make_cuFloatComplex(0, 0);
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}
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};
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// Converting a complex number to real number discards the imaginary part.
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template <typename DstT>
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struct CastOp<
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cuComplex,
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DstT,
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cuda::std::enable_if_t<!cuda::std::is_same_v<cuComplex, DstT>>> {
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static constexpr bool is_castable = cuda::std::is_convertible_v<float, DstT>;
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__device__ DstT operator()(cuComplex x) {
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static_assert(!cuda::std::is_same_v<cuComplex, DstT>);
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return static_cast<DstT>(cuCrealf(x));
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}
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};
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// Allow converting a real number to complex number.
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template <typename SrcT>
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struct CastOp<
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SrcT,
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cuComplex,
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cuda::std::enable_if_t<!cuda::std::is_same_v<SrcT, cuComplex>>> {
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static constexpr bool is_castable = cuda::std::is_convertible_v<SrcT, float>;
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__device__ cuComplex operator()(SrcT x) {
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static_assert(!cuda::std::is_same_v<SrcT, cuComplex>);
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return cuComplex{static_cast<float>(x), 0};
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}
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};
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// Do nothing when no casting is needed.
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template <typename SrcT, typename DstT>
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struct CastOp<
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SrcT,
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DstT,
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cuda::std::enable_if_t<cuda::std::is_same_v<SrcT, DstT>>> {
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static constexpr bool is_castable = true;
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__device__ SrcT operator()(SrcT x) {
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return x;
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}
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};
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// In CUDA 11 the half types do not define conversions between some types,
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// provide fallbacks here.
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#if CUDART_VERSION < 12000
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template <typename SrcT, typename DstT>
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struct CastOp<
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SrcT,
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DstT,
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cuda::std::enable_if_t<
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!cuda::std::is_convertible_v<SrcT, DstT> &&
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!cuda::std::is_same_v<SrcT, cuComplex> &&
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(cuda::std::is_same_v<DstT, __half> ||
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cuda::std::is_same_v<DstT, __nv_bfloat16>)>> {
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static constexpr bool is_castable = true;
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__device__ DstT operator()(SrcT x) {
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return DstT(static_cast<float>(x));
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}
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};
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template <typename SrcT, typename DstT>
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struct CastOp<
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SrcT,
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DstT,
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cuda::std::enable_if_t<
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!cuda::std::is_convertible_v<SrcT, DstT> &&
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!cuda::std::is_same_v<DstT, cuComplex> &&
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!cuda::std::is_same_v<DstT, __half> &&
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!cuda::std::is_same_v<DstT, __nv_bfloat16> &&
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(cuda::std::is_same_v<SrcT, __half> ||
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cuda::std::is_same_v<SrcT, __nv_bfloat16>)>> {
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static constexpr bool is_castable = true;
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__device__ DstT operator()(SrcT x) {
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return DstT(static_cast<float>(x));
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}
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};
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#endif // CUDART_VERSION < 12000
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// Helper to deduce the SrcT.
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template <typename DstT, typename SrcT>
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inline __host__ __device__ auto cast_to(SrcT x) {
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return CastOp<SrcT, DstT>{}(x);
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}
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// Return an iterator that cast the value to DstT using CastOp.
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template <typename DstT, typename Iterator>
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inline __host__ __device__ auto make_cast_iterator(Iterator it) {
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using SrcT = typename cuda::std::iterator_traits<Iterator>::value_type;
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if constexpr (std::is_same_v<SrcT, DstT>) {
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return it;
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} else {
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return thrust::make_transform_iterator(it, CastOp<SrcT, DstT>{});
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}
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}
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} // namespace mlx::core::cu
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