Files
composable_kernel/src/include/threadwise_tensor_op.cuh
Chao Liu 220f5aea05 refactor
[ROCm/composable_kernel commit: 0b8e67ef08]
2019-01-08 14:05:03 -06:00

169 lines
5.9 KiB
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#pragma once
#include "constant_tensor_descriptor.cuh"
template <class Float, class Desc, class F>
__device__ void threadwise_4d_tensor_pointwise_operation_unary(Desc, Float* __restrict__ p, F f)
{
constexpr auto I0 = Number<0>{};
constexpr auto I1 = Number<1>{};
constexpr auto I2 = Number<2>{};
constexpr auto I3 = Number<3>{};
constexpr auto desc = Desc{};
#if 0
if(threadIdx.x == 0)
{
print_ConstantTensorDescriptor(desc, "threadwise_4d_tensor_op_unary: ");
}
#endif
for(unsigned did0 = 0; did0 < desc.GetLength(I0); ++did0)
{
for(unsigned did1 = 0; did1 < desc.GetLength(I1); ++did1)
{
for(unsigned did2 = 0; did2 < desc.GetLength(I2); ++did2)
{
for(unsigned did3 = 0; did3 < desc.GetLength(I3); ++did3)
{
const unsigned dindex = desc.Get1dIndex(did0, did1, did2, did3);
f(p[dindex]);
}
}
}
}
}
// TODO: in order to optimize mem access for different mem type,
// need to write specialized version
template <class Float, class SrcDesc, class DstDesc, class RefDesc, class Reorder, class F>
__device__ void
threadwise_4d_tensor_pointwise_operation_binary_reorder(SrcDesc,
Float* const __restrict__ p_src,
DstDesc,
Float* __restrict__ p_dst,
RefDesc,
Reorder,
F f)
{
constexpr auto I0 = Number<0>{};
constexpr auto I1 = Number<1>{};
constexpr auto I2 = Number<2>{};
constexpr auto I3 = Number<3>{};
constexpr unsigned IT0 = Reorder{}.Get(I0);
constexpr unsigned IT1 = Reorder{}.Get(I1);
constexpr unsigned IT2 = Reorder{}.Get(I2);
constexpr unsigned IT3 = Reorder{}.Get(I3);
constexpr auto src_desc = SrcDesc{};
constexpr auto dst_desc = DstDesc{};
constexpr auto ref_desc = RefDesc{};
for(unsigned did0 = 0; did0 < ref_desc.GetLength(I0); ++did0)
{
for(unsigned did1 = 0; did1 < ref_desc.GetLength(I1); ++did1)
{
for(unsigned did2 = 0; did2 < ref_desc.GetLength(I2); ++did2)
{
for(unsigned did3 = 0; did3 < ref_desc.GetLength(I3); ++did3)
{
const unsigned aindex = src_desc.Get1dIndex(did0, did1, did2, did3);
const unsigned did[4] = {did0, did1, did2, did3};
const unsigned bindex =
dst_desc.Get1dIndex(did[IT0], did[IT1], did[IT2], did[IT3]);
f(p_src[aindex], p_dst[bindex]);
}
}
}
}
}
template <class Float, class Desc>
__device__ void threadwise_4d_tensor_set_zero(Desc, Float* __restrict__ p)
{
auto f_set_zero = [](Float& v) { v = Float(0); };
threadwise_4d_tensor_pointwise_operation_unary<Float, Desc, decltype(f_set_zero)>(
Desc{}, p, f_set_zero);
}
template <class Float, class SrcDesc, class DstDesc, class RefDesc, class Reorder>
__device__ void threadwise_4d_tensor_copy_reorder(
SrcDesc, Float* const __restrict__ p_src, DstDesc, Float* __restrict__ p_dst, RefDesc, Reorder)
{
auto f_copy = [](const Float& src, Float& dst) { dst = src; };
threadwise_4d_tensor_pointwise_operation_binary_reorder<Float,
SrcDesc,
DstDesc,
RefDesc,
Reorder,
decltype(f_copy)>(
SrcDesc{}, p_src, DstDesc{}, p_dst, RefDesc{}, Reorder{}, f_copy);
}
template <class Float, class SrcDesc, class DstDesc, class RefDesc>
__device__ void threadwise_4d_tensor_copy(
SrcDesc, Float* const __restrict__ p_src, DstDesc, Float* __restrict__ p_dst, RefDesc)
{
auto reorder = Sequence<0, 1, 2, 3>{};
threadwise_4d_tensor_copy_reorder<Float, SrcDesc, DstDesc, RefDesc, decltype(reorder)>(
SrcDesc{}, p_src, DstDesc{}, p_dst, RefDesc{}, reorder);
}
template <class Float, class Desc, class IDim, class NShift>
__device__ void threadwise_4d_tensor_shift_down(Desc, Float* __restrict__ p, IDim, NShift)
{
constexpr auto I0 = Number<0>{};
constexpr auto I1 = Number<1>{};
constexpr auto I2 = Number<2>{};
constexpr auto I3 = Number<3>{};
constexpr auto desc = Desc{};
#if 0
if(threadIdx.x == 0)
{
print_ConstantTensorDescriptor(desc, "threadwise_4d_tensor_shift_down: ");
}
#endif
constexpr unsigned nshift = NShift::mValue;
constexpr unsigned did0_end =
is_same<decltype(I0), IDim>::value ? desc.GetLength(I0) - nshift : desc.GetLength(I0);
constexpr unsigned did1_end =
is_same<decltype(I1), IDim>::value ? desc.GetLength(I1) - nshift : desc.GetLength(I1);
constexpr unsigned did2_end =
is_same<decltype(I2), IDim>::value ? desc.GetLength(I2) - nshift : desc.GetLength(I2);
constexpr unsigned did3_end =
is_same<decltype(I3), IDim>::value ? desc.GetLength(I3) - nshift : desc.GetLength(I3);
for(unsigned did0 = 0; did0 < did0_end; ++did0)
{
for(unsigned did1 = 0; did1 < did1_end; ++did1)
{
for(unsigned did2 = 0; did2 < did2_end; ++did2)
{
for(unsigned did3 = 0; did3 < did3_end; ++did3)
{
const unsigned dindex = desc.Get1dIndex(did0, did1, did2, did3);
const unsigned sindex = dindex + nshift * desc.GetStride(IDim{});
p[dindex] = p[sindex];
}
}
}
}
}