mlx/examples/extensions/axpby/axpby.metal
Awni Hannun 610af352d4
Dispatch bf16 at run time when using the JIT (#1584)
* Dispatch bf16 at run time when using the JIT

* fix extension

* fix extension build

* fix extension build

* Update utils.h
2024-11-15 16:54:36 -08:00

63 lines
2.8 KiB
Metal

// Copyright © 2023 Apple Inc.
#include <metal_stdlib>
#include "mlx/backend/metal/kernels/utils.h"
template <typename T>
[[kernel]] void axpby_general(
device const T* x [[buffer(0)]],
device const T* y [[buffer(1)]],
device T* out [[buffer(2)]],
constant const float& alpha [[buffer(3)]],
constant const float& beta [[buffer(4)]],
constant const int* shape [[buffer(5)]],
constant const size_t* x_strides [[buffer(6)]],
constant const size_t* y_strides [[buffer(7)]],
constant const int& ndim [[buffer(8)]],
uint index [[thread_position_in_grid]]) {
auto x_offset = elem_to_loc(index, shape, x_strides, ndim);
auto y_offset = elem_to_loc(index, shape, y_strides, ndim);
out[index] =
static_cast<T>(alpha) * x[x_offset] + static_cast<T>(beta) * y[y_offset];
}
template <typename T>
[[kernel]] void axpby_contiguous(
device const T* x [[buffer(0)]],
device const T* y [[buffer(1)]],
device T* out [[buffer(2)]],
constant const float& alpha [[buffer(3)]],
constant const float& beta [[buffer(4)]],
uint index [[thread_position_in_grid]]) {
out[index] =
static_cast<T>(alpha) * x[index] + static_cast<T>(beta) * y[index];
}
#define instantiate_axpby(type_name, type) \
template [[host_name("axpby_general_" #type_name)]] [[kernel]] void \
axpby_general<type>( \
device const type* x [[buffer(0)]], \
device const type* y [[buffer(1)]], \
device type* out [[buffer(2)]], \
constant const float& alpha [[buffer(3)]], \
constant const float& beta [[buffer(4)]], \
constant const int* shape [[buffer(5)]], \
constant const size_t* x_strides [[buffer(6)]], \
constant const size_t* y_strides [[buffer(7)]], \
constant const int& ndim [[buffer(8)]], \
uint index [[thread_position_in_grid]]); \
template [[host_name("axpby_contiguous_" #type_name)]] [[kernel]] void \
axpby_contiguous<type>( \
device const type* x [[buffer(0)]], \
device const type* y [[buffer(1)]], \
device type* out [[buffer(2)]], \
constant const float& alpha [[buffer(3)]], \
constant const float& beta [[buffer(4)]], \
uint index [[thread_position_in_grid]]);
instantiate_axpby(float32, float);
instantiate_axpby(float16, half);
instantiate_axpby(bfloat16, bfloat16_t);
instantiate_axpby(complex64, complex64_t);