Unverified Commit f17af2e9 authored by Rostyslav Geyyer's avatar Rostyslav Geyyer Committed by GitHub
Browse files

Add native conversions fp8<->fp32 (#908)

* Add native conversions

* Add bf8 conversions
parent bc2d0583
...@@ -5,6 +5,8 @@ ...@@ -5,6 +5,8 @@
#include "ck/utility/data_type.hpp" #include "ck/utility/data_type.hpp"
// these conversions are disabled if native conversions available
#if !defined(__gfx940__) && !defined(__gfx941__) && !defined(__gfx942__)
#if defined CK_ENABLE_FP8 || defined CK_ENABLE_BF8 #if defined CK_ENABLE_FP8 || defined CK_ENABLE_BF8
namespace ck { namespace ck {
...@@ -242,4 +244,5 @@ __host__ __device__ Y cast_from_f8(X x) ...@@ -242,4 +244,5 @@ __host__ __device__ Y cast_from_f8(X x)
} }
} // namespace ck::utils } // namespace ck::utils
#endif #endif // #if defined CK_ENABLE_FP8 || defined CK_ENABLE_BF8
#endif // #if !defined(__gfx940__) && !defined(__gfx941__) && !defined(__gfx942__)
...@@ -85,6 +85,19 @@ inline __host__ __device__ constexpr bhalf_t type_convert<bhalf_t, int8_t>(int8_ ...@@ -85,6 +85,19 @@ inline __host__ __device__ constexpr bhalf_t type_convert<bhalf_t, int8_t>(int8_
template <> template <>
inline __host__ __device__ f8_t type_convert<f8_t, float>(float x) inline __host__ __device__ f8_t type_convert<f8_t, float>(float x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
union
{
float fval;
uint32_t i32val;
uint8_t i8val[4]; // not endian independent
} val;
val.fval = x;
uint32_t ival = 0;
ival = __builtin_amdgcn_cvt_pk_fp8_f32(val.fval, val.fval, ival, false); // false -> WORD0
val.i32val = ival;
return val.i8val[0];
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::standard; constexpr f8_rounding_mode rm = f8_rounding_mode::standard;
...@@ -92,20 +105,33 @@ inline __host__ __device__ f8_t type_convert<f8_t, float>(float x) ...@@ -92,20 +105,33 @@ inline __host__ __device__ f8_t type_convert<f8_t, float>(float x)
return utils:: return utils::
cast_to_f8<float, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(x, cast_to_f8<float, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(x,
rng); rng);
#endif
} }
// convert fp8 to fp32 // convert fp8 to fp32
template <> template <>
inline __host__ __device__ float type_convert<float, f8_t>(f8_t x) inline __host__ __device__ float type_convert<float, f8_t>(f8_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
float fval;
uint32_t i32val = static_cast<uint32_t>(x);
fval = __builtin_amdgcn_cvt_f32_fp8(i32val, 0);
// asm volatile("v_cvt_f32_fp8 %0, %1 src0_sel:BYTE_0" : "=v"(fval) : "v"(i32val));
return fval;
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
return utils::cast_from_f8<f8_t, float, negative_zero_nan>(x); return utils::cast_from_f8<f8_t, float, negative_zero_nan>(x);
#endif
} }
// convert fp16 to fp8 // convert fp16 to fp8
template <> template <>
inline __host__ __device__ f8_t type_convert<f8_t, half_t>(half_t x) inline __host__ __device__ f8_t type_convert<f8_t, half_t>(half_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// convert to float and use native converion
return type_convert<f8_t>(type_convert<float>(x));
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::standard; constexpr f8_rounding_mode rm = f8_rounding_mode::standard;
...@@ -113,14 +139,20 @@ inline __host__ __device__ f8_t type_convert<f8_t, half_t>(half_t x) ...@@ -113,14 +139,20 @@ inline __host__ __device__ f8_t type_convert<f8_t, half_t>(half_t x)
return utils:: return utils::
cast_to_f8<half_t, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>( cast_to_f8<half_t, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng); x, rng);
#endif
} }
// convert fp8 to fp16 // convert fp8 to fp16
template <> template <>
inline __host__ __device__ half_t type_convert<half_t, f8_t>(f8_t x) inline __host__ __device__ half_t type_convert<half_t, f8_t>(f8_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// use native conversion to float and convert to fp16
return type_convert<half_t>(type_convert<float>(x));
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
return utils::cast_from_f8<f8_t, half_t, negative_zero_nan>(x); return utils::cast_from_f8<f8_t, half_t, negative_zero_nan>(x);
#endif
} }
#endif #endif
...@@ -129,6 +161,19 @@ inline __host__ __device__ half_t type_convert<half_t, f8_t>(f8_t x) ...@@ -129,6 +161,19 @@ inline __host__ __device__ half_t type_convert<half_t, f8_t>(f8_t x)
template <> template <>
inline __host__ __device__ bf8_t type_convert<bf8_t, float>(float x) inline __host__ __device__ bf8_t type_convert<bf8_t, float>(float x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
union
{
float fval;
uint32_t i32val;
uint8_t i8val[4]; // not endian independent
} val;
val.fval = x;
uint32_t ival = 0;
ival = __builtin_amdgcn_cvt_pk_bf8_f32(val.fval, val.fval, ival, false); // false -> WORD0
val.i32val = ival;
return val.i8val[0];
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::standard; constexpr f8_rounding_mode rm = f8_rounding_mode::standard;
...@@ -136,20 +181,33 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, float>(float x) ...@@ -136,20 +181,33 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, float>(float x)
return utils:: return utils::
cast_to_f8<float, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>( cast_to_f8<float, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng); x, rng);
#endif
} }
// convert bf8 to fp32 // convert bf8 to fp32
template <> template <>
inline __host__ __device__ float type_convert<float, bf8_t>(bf8_t x) inline __host__ __device__ float type_convert<float, bf8_t>(bf8_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
float fval;
uint32_t i32val = static_cast<uint32_t>(x);
fval = __builtin_amdgcn_cvt_f32_bf8(i32val, 0);
// asm volatile("v_cvt_f32_bf8 %0, %1 src0_sel:BYTE_0" : "=v"(fval) : "v"(i32val));
return fval;
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
return utils::cast_from_f8<bf8_t, float, negative_zero_nan>(x); return utils::cast_from_f8<bf8_t, float, negative_zero_nan>(x);
#endif
} }
// convert fp16 to bf8 // convert fp16 to bf8
template <> template <>
inline __host__ __device__ bf8_t type_convert<bf8_t, half_t>(half_t x) inline __host__ __device__ bf8_t type_convert<bf8_t, half_t>(half_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// convert to float and use native converion
return type_convert<f8_t>(type_convert<float>(x));
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::standard; constexpr f8_rounding_mode rm = f8_rounding_mode::standard;
...@@ -157,14 +215,20 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, half_t>(half_t x) ...@@ -157,14 +215,20 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, half_t>(half_t x)
return utils:: return utils::
cast_to_f8<half_t, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>( cast_to_f8<half_t, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng); x, rng);
#endif
} }
// convert bf8 to fp16 // convert bf8 to fp16
template <> template <>
inline __host__ __device__ half_t type_convert<half_t, bf8_t>(bf8_t x) inline __host__ __device__ half_t type_convert<half_t, bf8_t>(bf8_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// use native conversion to float and convert to fp16
return type_convert<half_t>(type_convert<float>(x));
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
return utils::cast_from_f8<bf8_t, half_t, negative_zero_nan>(x); return utils::cast_from_f8<bf8_t, half_t, negative_zero_nan>(x);
#endif
} }
#endif #endif
...@@ -234,30 +298,47 @@ __host__ __device__ constexpr Y f8_convert_sr(X x); ...@@ -234,30 +298,47 @@ __host__ __device__ constexpr Y f8_convert_sr(X x);
template <> template <>
inline __host__ __device__ f8_t f8_convert_sr<f8_t, float>(float x) inline __host__ __device__ f8_t f8_convert_sr<f8_t, float>(float x)
{ {
constexpr int seed = 42;
uint32_t rng = prand_generator<float, seed>(reinterpret_cast<uintptr_t>(&x), x);
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
union
{
float fval;
uint32_t i32val;
uint8_t i8val[4]; // not endian independent
} val;
val.fval = x;
uint32_t ival = 0;
ival = __builtin_amdgcn_cvt_sr_fp8_f32(val.fval, rng, ival, 0); // 0 pos
val.i32val = ival;
return val.i8val[0]; // little endian
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic; constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
constexpr int seed = 42;
// as thread id is not available on host, use 0 for prn generation
uint32_t rng = prand_generator<float, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils:: return utils::
cast_to_f8<float, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(x, cast_to_f8<float, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(x,
rng); rng);
#endif
} }
// convert fp16 to fp8 with stochastic rounding // convert fp16 to fp8 with stochastic rounding
template <> template <>
inline __host__ __device__ f8_t f8_convert_sr<f8_t, half_t>(half_t x) inline __host__ __device__ f8_t f8_convert_sr<f8_t, half_t>(half_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// convert to float and use native converion
return f8_convert_sr<f8_t>(type_convert<float>(x));
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic; constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
constexpr int seed = 42; constexpr int seed = 42;
// as thread id is not available on host, use 0 for prn generation
uint32_t rng = prand_generator<half_t, seed>(reinterpret_cast<uintptr_t>(&x), x); uint32_t rng = prand_generator<half_t, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils:: return utils::
cast_to_f8<half_t, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>( cast_to_f8<half_t, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng); x, rng);
#endif
} }
#endif #endif
...@@ -266,21 +347,38 @@ inline __host__ __device__ f8_t f8_convert_sr<f8_t, half_t>(half_t x) ...@@ -266,21 +347,38 @@ inline __host__ __device__ f8_t f8_convert_sr<f8_t, half_t>(half_t x)
template <> template <>
inline __host__ __device__ bf8_t f8_convert_sr<bf8_t, float>(float x) inline __host__ __device__ bf8_t f8_convert_sr<bf8_t, float>(float x)
{ {
constexpr int seed = 42;
uint32_t rng = prand_generator<float, seed>(reinterpret_cast<uintptr_t>(&x), x);
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
union
{
float fval;
uint32_t i32val;
uint8_t i8val[4]; // not endian independent
} val;
val.fval = x;
uint32_t ival = 0;
ival = __builtin_amdgcn_cvt_sr_bf8_f32(val.fval, rng, ival, 0); // 0 pos
val.i32val = ival;
return val.i8val[0]; // little endian
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic; constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
constexpr int seed = 42;
// as thread id is not available on host, use 0 for prn generation
uint32_t rng = prand_generator<float, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils:: return utils::
cast_to_f8<float, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>( cast_to_f8<float, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng); x, rng);
#endif
} }
// convert fp16 to bf8 with stochastic rounding // convert fp16 to bf8 with stochastic rounding
template <> template <>
inline __host__ __device__ bf8_t f8_convert_sr<bf8_t, half_t>(half_t x) inline __host__ __device__ bf8_t f8_convert_sr<bf8_t, half_t>(half_t x)
{ {
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// convert to float and use native converion
return f8_convert_sr<f8_t>(type_convert<float>(x));
#else
constexpr bool negative_zero_nan = true; constexpr bool negative_zero_nan = true;
constexpr bool clip = true; constexpr bool clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic; constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
...@@ -290,6 +388,7 @@ inline __host__ __device__ bf8_t f8_convert_sr<bf8_t, half_t>(half_t x) ...@@ -290,6 +388,7 @@ inline __host__ __device__ bf8_t f8_convert_sr<bf8_t, half_t>(half_t x)
return utils:: return utils::
cast_to_f8<half_t, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>( cast_to_f8<half_t, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng); x, rng);
#endif
} }
#endif #endif
......
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