#include <metal_stdlib>
using namespace metal;
constant bool IDS_CONTIGUOUS [[function_constant(0)]];
constant bool T_CONTIGUOUS [[function_constant(1)]];
constant bool F_CONTIGUOUS [[function_constant(2)]];
METAL_FUNC uint get_strided_index(
uint idx,
constant const size_t &num_dims,
constant const size_t *dims,
constant const size_t *strides
) {
uint strided_i = 0;
#pragma clang loop unroll(full)
for (uint d = 0; d < num_dims; d++) {
uint dim_idx = num_dims - 1 - d;
strided_i += (idx % dims[dim_idx]) * strides[dim_idx];
idx /= dims[dim_idx];
}
return strided_i;
}
template<uint Y>
constexpr uint div_ceil(uint x) {
return x / Y + (x % Y > 0);
}
template<uint X, uint Y>
constexpr uint div_ceil() {
return X / Y + (X % Y > 0);
}
template<typename T>
constexpr uint work_per_thread() {
return div_ceil<8, sizeof(T)>();
}
template<typename T, typename ID, uint W = work_per_thread<T>()>
METAL_FUNC void where_cond(
constant size_t &numel,
constant size_t &num_dims,
constant size_t *dims,
constant size_t *strides,
constant size_t *strides_t,
constant size_t *strides_f,
device const ID *ids,
device const T *t,
device const T *f,
device T *out,
uint tid [[ thread_position_in_grid ]]
) {
uint idx = 0;
uint t_idx = 0;
uint f_idx = 0;
const uint step = div_ceil<W>(numel);
#pragma clang loop unroll(full)
for (uint i = tid; i < numel; i += step) {
if (IDS_CONTIGUOUS) {
idx = i;
} else {
idx = get_strided_index(i, num_dims, dims, strides);
}
if (T_CONTIGUOUS) {
t_idx = i;
} else {
t_idx = get_strided_index(i, num_dims, dims, strides_t);
}
if (F_CONTIGUOUS) {
f_idx = i;
} else {
f_idx = get_strided_index(i, num_dims, dims, strides_f);
}
out[i] = select(f[f_idx], t[t_idx], ids[idx]);
}
}
#define WHERE_OP(T, ID, FN_NAME) \
kernel void FN_NAME( \
constant size_t &numel, \
constant size_t &num_dims, \
constant size_t *dims, \
constant size_t *strides, \
constant size_t *strides_t, \
constant size_t *strides_f, \
device const ID *ids, \
device const T *t, \
device const T *f, \
device T *out, \
uint i [[ thread_position_in_grid ]] \
) { \
where_cond<T, ID>(numel, num_dims, dims, strides, strides_t, strides_f, ids, t, f, out, i); \
} \
WHERE_OP(half, uint32_t, where_u32_f16)
WHERE_OP(float, uint32_t, where_u32_f32)
WHERE_OP(uint8_t, uint32_t, where_u32_u8)
WHERE_OP(uint32_t, uint32_t, where_u32_u32)
WHERE_OP(half, uint8_t, where_u8_f16)
WHERE_OP(float, uint8_t, where_u8_f32)
WHERE_OP(uint8_t, uint8_t, where_u8_u8)
WHERE_OP(uint32_t, uint8_t, where_u8_u32)
#if __METAL_VERSION__ >= 220
WHERE_OP(int64_t, uint8_t, where_u8_i64)
WHERE_OP(int64_t, uint32_t, where_u32_i64)
WHERE_OP(half, int64_t, where_i64_f16)
WHERE_OP(float, int64_t, where_i64_f32)
WHERE_OP(uint8_t, int64_t, where_i64_u8)
WHERE_OP(uint32_t, int64_t, where_i64_u32)
WHERE_OP(int64_t, int64_t, where_i64_i64)
#if defined(__HAVE_BFLOAT__)
WHERE_OP(bfloat, int64_t, where_i64_bf16)
#endif
#endif
#if defined(__HAVE_BFLOAT__)
WHERE_OP(bfloat, uint8_t, where_u8_bf16)
WHERE_OP(bfloat, uint32_t, where_u32_bf16)
#endif