Files
composable_kernel/external/rocm/include/bfloat16_dev.hpp
zjing14 3737bb039a Add bfp16/int8 support into XDL GEMM operator (#50)
* 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>
2021-11-15 10:24:39 -06:00

126 lines
4.8 KiB
C++

/*******************************************************************************
*
* MIT License
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* Copyright (c) 2019 Advanced Micro Devices, Inc.
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#ifndef BFLOAT16_DEVICE_HPP
#define BFLOAT16_DEVICE_HPP
#ifdef __cplusplus
extern "C" {
#endif
#ifdef __HIP_PLATFORM_HCC__
#define EXECUTION_SPECIFIER __device__ __host__
#else
#define EXECUTION_SPECIFIER
#endif // MIOPEN_BACKEND_HIP
typedef union
{
uint u32;
ushort2 ushortx2;
// Composable kernels are written in HIP language. The language doesnt support
// ushort2.hi or ushort2.low.
#ifdef __HIP_PLATFORM_HCC__
ushort ushortvec[2];
#endif // MIOPEN_BACKEND_HIP
float f32;
} cvt_bf16_fp32_t;
EXECUTION_SPECIFIER float bfloat16_to_float(ushort src_val)
{
cvt_bf16_fp32_t target_val;
#ifdef __HIP_PLATFORM_HCC__
target_val.ushortx2 = make_ushort2(0, src_val);
#else
target_val.ushortx2 = (ushort2)(0, src_val);
#endif
return target_val.f32;
}
EXECUTION_SPECIFIER ushort float_to_bfloat16(float src_val)
{
cvt_bf16_fp32_t target_val;
target_val.f32 = src_val;
// BF16 round and NaN preservation code matches
// https://github.com/ROCmSoftwarePlatform/rocBLAS/blob/develop/library/include/rocblas_bfloat16.h
if((~target_val.u32 & 0x7f800000) == 0) // Inf or NaN
{
// When all of the exponent bits are 1, the value is Inf or NaN.
// Inf is indicated by a zero mantissa. NaN is indicated by any nonzero
// mantissa bit. Quiet NaN is indicated by the most significant mantissa
// bit being 1. Signaling NaN is indicated by the most significant
// mantissa bit being 0 but some other bit(s) being 1. If any of the
// lower 16 bits of the mantissa are 1, we set the least significant bit
// of the bfloat16 mantissa, in order to preserve signaling NaN in case
// the bloat16's mantissa bits are all 0.
if((target_val.u32 & 0xffff) != 0)
{
target_val.u32 |= 0x10000; // Preserve signaling NaN
}
}
else
{
#ifdef MIOPEN_USE_RNE_BFLOAT16
// When the exponent bits are not all 1s, then the value is zero, normal,
// or subnormal. We round the bfloat16 mantissa up by adding 0x7FFF, plus
// 1 if the least significant bit of the bfloat16 mantissa is 1 (odd).
// This causes the bfloat16's mantissa to be incremented by 1 if the 16
// least significant bits of the float mantissa are greater than 0x8000,
// or if they are equal to 0x8000 and the least significant bit of the
// bfloat16 mantissa is 1 (odd). This causes it to be rounded to even when
// the lower 16 bits are exactly 0x8000. If the bfloat16 mantissa already
// has the value 0x7f, then incrementing it causes it to become 0x00 and
// the exponent is incremented by one, which is the next higher FP value
// to the unrounded bfloat16 value. When the bfloat16 value is subnormal
// with an exponent of 0x00 and a mantissa of 0x7F, it may be rounded up
// to a normal value with an exponent of 0x01 and a mantissa of 0x00.
// When the bfloat16 value has an exponent of 0xFE and a mantissa of 0x7F,
// incrementing it causes it to become an exponent of 0xFF and a mantissa
// of 0x00, which is Inf, the next higher value to the unrounded value.
#ifdef __HIP_PLATFORM_HCC__
target_val.u32 += (0x7fff + (target_val.ushortvec[1] & 1));
#else
target_val.u32 +=
(0x7fff + (target_val.ushortx2.hi & 1)); // Round to nearest, round to even
#endif // MIOPEN_BACKEND_HIP
#endif // MIOPEN_USE_RNE_BFLOAT16
}
#ifdef __HIP_PLATFORM_HCC__
return target_val.ushortvec[1];
#else
return target_val.ushortx2.hi;
#endif // MIOPEN_BACKEND_HIP
}
#ifdef __cplusplus
}
#endif
#endif // BFLOAT16_DEVICE_HPP