mlx/mlx/backend/cuda/device/unary_ops.cuh
Awni Hannun c552ff2451
[CUDA] Fix back-end bugs and enable corresponding tests (#2296)
* Fix some cuda back-end bugs and enable corresponding tests

* more fixes

* enable more tests

* format
2025-06-16 08:45:40 -07:00

369 lines
7.3 KiB
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// Copyright © 2025 Apple Inc.
#pragma once
#include "mlx/backend/cuda/device/fp16_math.cuh"
#include "mlx/backend/cuda/device/utils.cuh"
#include <math_constants.h>
namespace mlx::core::cu {
struct Abs {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_unsigned_v<T>) {
return x;
} else if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return {sqrt(cuCrealf(x) * cuCrealf(x) + cuCimagf(x) * cuCimagf(x)), 0};
} else {
return abs(x);
}
}
};
struct ArcCos {
template <typename T>
__device__ T operator()(T x) {
return acos(x);
}
};
struct ArcCosh {
template <typename T>
__device__ T operator()(T x) {
return acosh(x);
}
};
struct ArcSin {
template <typename T>
__device__ T operator()(T x) {
return asin(x);
}
};
struct ArcSinh {
template <typename T>
__device__ T operator()(T x) {
return asinh(x);
}
};
struct ArcTan {
template <typename T>
__device__ T operator()(T x) {
return atan(x);
}
};
struct ArcTanh {
template <typename T>
__device__ T operator()(T x) {
return atanh(x);
}
};
struct BitwiseInvert {
template <typename T>
__device__ T operator()(T x) {
return ~x;
}
};
struct Ceil {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_integral_v<T>) {
return x;
} else {
return ceil(x);
}
}
};
struct Conjugate {
__device__ cuComplex operator()(cuComplex x) {
return {cuCrealf(x), -cuCimagf(x)};
}
};
struct Cos {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return {
cos(cuCrealf(x)) * cosh(cuCimagf(x)),
-sin(cuCrealf(x)) * sinh(cuCimagf(x))};
} else {
return cos(x);
}
}
};
struct Cosh {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return {
cosh(cuCrealf(x)) * cos(cuCimagf(x)),
sinh(cuCrealf(x)) * sin(cuCimagf(x))};
} else {
return cosh(x);
}
}
};
struct Erf {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, __half>) {
return erf(__half2float(x));
} else if constexpr (cuda::std::is_same_v<T, __nv_bfloat16>) {
return erf(__bfloat162float(x));
} else {
return erf(x);
}
}
};
struct ErfInv {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, __half>) {
return erfinv(__half2float(x));
} else if constexpr (cuda::std::is_same_v<T, __nv_bfloat16>) {
return erfinv(__bfloat162float(x));
} else {
return erfinv(x);
}
}
};
struct Exp {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
auto m = exp(cuCrealf(x));
return {m * cos(cuCimagf(x)), m * sinh(cuCimagf(x))};
} else {
return exp(x);
}
}
};
struct Expm1 {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, __half>) {
return expm1(__half2float(x));
} else if constexpr (cuda::std::is_same_v<T, __nv_bfloat16>) {
return expm1(__bfloat162float(x));
} else {
return expm1(x);
}
}
};
struct Floor {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_integral_v<T>) {
return x;
} else {
return floor(x);
}
}
};
struct Imag {
__device__ float operator()(cuComplex x) {
return cuCimagf(x);
}
};
struct Log {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
auto r = log(cuCrealf(Abs{}(x)));
auto i = atan2f(cuCimagf(x), cuCrealf(x));
return {r, i};
} else {
return log(x);
}
}
};
struct Log2 {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
auto y = Log{}(x);
return {cuCrealf(y) / CUDART_LN2_F, cuCimagf(y) / CUDART_LN2_F};
} else {
return log2(x);
}
}
};
struct Log10 {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
auto y = Log{}(x);
return {cuCrealf(y) / CUDART_LNT_F, cuCimagf(y) / CUDART_LNT_F};
return y;
} else {
return log10(x);
}
}
};
struct Log1p {
template <typename T>
__device__ T operator()(T x) {
return log1p(x);
}
};
struct LogicalNot {
__device__ bool operator()(bool x) {
return !x;
}
};
struct Negative {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return 0 - x;
} else {
return -x;
}
}
};
struct Real {
__device__ float operator()(cuComplex x) {
return cuCrealf(x);
}
};
struct Round {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return {rint(cuCrealf(x)), rint(cuCimagf(x))};
} else {
return rint(x);
}
}
};
struct Rsqrt {
template <typename T>
__device__ T operator()(T x) {
return rsqrt(x);
}
};
struct Sigmoid {
template <typename T>
__device__ T operator()(T x) {
T y = 1 / (1 + exp(-abs(x)));
return (x < 0) ? 1 - y : y;
}
};
struct Sign {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_unsigned_v<T>) {
return x != 0;
} else if constexpr (cuda::std::is_same_v<T, cuComplex>) {
if (cuCrealf(x) == 0 && cuCimagf(x) == 0) {
return x;
} else {
return x / Abs()(x);
}
} else if constexpr (cuda::std::is_same_v<T, __nv_bfloat16>) {
return static_cast<float>((x > T(0.f)) - (x < T(0.f)));
} else {
return (x > T(0)) - (x < T(0));
}
}
};
struct Sin {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return {
sin(cuCrealf(x)) * cosh(cuCimagf(x)),
cos(cuCrealf(x)) * sinh(cuCimagf(x))};
} else {
return sin(x);
}
}
};
struct Sinh {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
return {
sinh(cuCrealf(x)) * cos(cuCimagf(x)),
cosh(cuCrealf(x)) * sin(cuCimagf(x))};
} else {
return sinh(x);
}
}
};
struct Square {
template <typename T>
__device__ T operator()(T x) {
return x * x;
}
};
struct Sqrt {
template <typename T>
__device__ T operator()(T x) {
return sqrt(x);
}
};
struct Tan {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
float tan_a = tan(cuCrealf(x));
float tanh_b = tanh(cuCimagf(x));
float t1 = tan_a * tanh_b;
float denom = 1. + t1 * t1;
return {(tan_a - tanh_b * t1) / denom, (tanh_b + tan_a * t1) / denom};
} else {
return tan(x);
}
}
};
struct Tanh {
template <typename T>
__device__ T operator()(T x) {
if constexpr (cuda::std::is_same_v<T, cuComplex>) {
float tanh_a = tanh(cuCrealf(x));
float tan_b = tan(cuCimagf(x));
float t1 = tanh_a * tan_b;
float denom = 1. + t1 * t1;
return {(tanh_a + tan_b * t1) / denom, (tan_b - tanh_a * t1) / denom};
} else {
return tanh(x);
}
}
};
} // namespace mlx::core::cu