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Add bfp16/int8 support into XDL GEMM operator (#50)

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* init StaticBufferV2

* clean

* adopt old output stage for staticBufferV2

* clean

* remove hack

* clean

* clean

* add parameters

* clean code

* move c_buffer alloc into blockwise gemm

* add adaptors for m/n_thread_data_on_grid

* tweak gemm

* adjust blockwise_gemm_xdlops

* tweak

* update conv

* update script

* adding bwd 1x1

* update script

* adding 1x1 bwd

* debugging bwd 1x1 failure

* update script

* update script

* test

* test v100

* add bf16_1k

* clang-format

* clean

* add bfp16 for gfx908

* add verification

* clean up

* clean code

* restore bfl16

* clean

* add bfp16 support into gemm_driver

* apply new generator to other drivers

* add int8 support

* cleanb

* clean

* clean

* clean

Co-authored-by: Chao Liu <chao.liu2@amd.com>
Co-authored-by: Chao Liu <lc.roy86@gmail.com>
Co-authored-by: root <root@hayabusa6111.amd.com>

[ROCm/composable_kernel commit: 3737bb039a]
This commit is contained in:
zjing14
2021-11-15 10:24:39 -06:00
committed by GitHub
parent 8791d26e52
commit 456f5306df
11 changed files with 668 additions and 332 deletions
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37
host/host_tensor/include/host_tensor.hpp
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@@ -321,4 +321,41 @@ void check_error(const Tensor<T>& ref, const Tensor<T>& result)
std::cout << "max_diff: " << max_diff << ", " << ref_value << ", " << result_value << std::endl;
}
float bf16_to_f32(ushort src_val)
{
typedef union
{
ushort x, y;
float f32;
} bf16_f32_t;
bf16_f32_t v;
v.x = 0;
v.y = src_val;
return v.f32;
}
template <>
void check_error<ushort>(const Tensor<ushort>& ref, const Tensor<ushort>& result)
{
float error = 0;
float max_diff = -1;
float ref_value = 0, result_value = 0;
for(int i = 0; i < ref.mData.size(); ++i)
{
error += std::abs(bf16_to_f32(ref.mData[i]) - bf16_to_f32(result.mData[i]));
float diff = std::abs(bf16_to_f32(ref.mData[i]) - bf16_to_f32(result.mData[i]));
if(max_diff < diff)
{
max_diff = diff;
ref_value = bf16_to_f32(ref.mData[i]);
result_value = bf16_to_f32(result.mData[i]);
}
}
std::cout << "error: " << error << std::endl;
std::cout << "max_diff: " << max_diff << ", ref: " << ref_value << ", res: " << result_value
<< std::endl;
}
#endif