Commit 62f6a1ce authored by Rostyslav Geyyer's avatar Rostyslav Geyyer
Browse files

Switch default f8 conversion to stochastic rounding

parent 68f2b5e7
...@@ -134,6 +134,9 @@ ...@@ -134,6 +134,9 @@
// inner product using V_DOT with DPP8 modifiers // inner product using V_DOT with DPP8 modifiers
#define CK_USE_AMD_V_DOT_DPP8_INLINE_ASM 1 #define CK_USE_AMD_V_DOT_DPP8_INLINE_ASM 1
// set stochastic rounding as default for f8 conversions
#define CK_USE_SR_F8_CONVERSION 1
// block synchronization only s_wait lgkmcnt(0), not vmcnt(0) // block synchronization only s_wait lgkmcnt(0), not vmcnt(0)
#define CK_EXPERIMENTAL_BLOCK_SYNC_LDS_WITHOUT_SYNC_VMEM 1 #define CK_EXPERIMENTAL_BLOCK_SYNC_LDS_WITHOUT_SYNC_VMEM 1
......
...@@ -95,10 +95,112 @@ inline __host__ __device__ constexpr bhalf_t type_convert<bhalf_t, int8_t>(int8_ ...@@ -95,10 +95,112 @@ inline __host__ __device__ constexpr bhalf_t type_convert<bhalf_t, int8_t>(int8_
return type_convert<bhalf_t>(x_fp32); return type_convert<bhalf_t>(x_fp32);
} }
// Declare a template function for fp8 conversion using SR
template <typename Y, typename X>
__host__ __device__ constexpr Y f8_convert_sr(X x);
// convert fp32 to fp8 with stochastic rounding
template <>
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 clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
return utils::
cast_to_f8<float, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(x,
rng);
#endif
}
// convert fp16 to fp8 with stochastic rounding
template <>
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 clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
constexpr int seed = 42;
uint32_t rng = prand_generator<half_t, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils::
cast_to_f8<half_t, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng);
#endif
}
// convert fp32 to bf8 with stochastic rounding
template <>
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 clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
return utils::
cast_to_f8<float, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng);
#endif
}
// convert fp16 to bf8 with stochastic rounding
template <>
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 clip = true;
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<half_t, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils::
cast_to_f8<half_t, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng);
#endif
}
// convert fp32 to fp8 // convert fp32 to fp8
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 CK_USE_SR_F8_CONVERSION
return f8_convert_sr<f8_t>(x);
#else // defined CK_USE_SR_F8_CONVERSION
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__) #if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
float max_fp8 = 240.0f; float max_fp8 = 240.0f;
x = x > max_fp8 ? max_fp8 : (x < -max_fp8 ? -max_fp8 : x); x = x > max_fp8 ? max_fp8 : (x < -max_fp8 ? -max_fp8 : x);
...@@ -122,6 +224,7 @@ inline __host__ __device__ f8_t type_convert<f8_t, float>(float x) ...@@ -122,6 +224,7 @@ inline __host__ __device__ f8_t type_convert<f8_t, float>(float x)
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 #endif
#endif // defined CK_USE_SR_F8_CONVERSION
} }
// convert fp8 to fp32 // convert fp8 to fp32
...@@ -174,6 +277,9 @@ inline __host__ __device__ half2_t type_convert<half2_t, float2_t>(float2_t x) ...@@ -174,6 +277,9 @@ inline __host__ __device__ half2_t type_convert<half2_t, float2_t>(float2_t x)
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 CK_USE_SR_F8_CONVERSION
return f8_convert_sr<f8_t>(x);
#else // defined CK_USE_SR_F8_CONVERSION
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__) #if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// convert to float and use native converion // convert to float and use native converion
return type_convert<f8_t>(type_convert<float>(x)); return type_convert<f8_t>(type_convert<float>(x));
...@@ -186,6 +292,7 @@ inline __host__ __device__ f8_t type_convert<f8_t, half_t>(half_t x) ...@@ -186,6 +292,7 @@ inline __host__ __device__ f8_t type_convert<f8_t, half_t>(half_t x)
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 // defined CK_USE_SR_F8_CONVERSION
} }
// convert fp8 to fp16 // convert fp8 to fp16
...@@ -205,6 +312,9 @@ inline __host__ __device__ half_t type_convert<half_t, f8_t>(f8_t x) ...@@ -205,6 +312,9 @@ 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 CK_USE_SR_F8_CONVERSION
return f8_convert_sr<bf8_t>(x);
#else // defined CK_USE_SR_F8_CONVERSION
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__) #if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
union union
{ {
...@@ -226,6 +336,7 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, float>(float x) ...@@ -226,6 +336,7 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, float>(float x)
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 #endif
#endif // defined CK_USE_SR_F8_CONVERSION
} }
// convert bf8 to fp32 // convert bf8 to fp32
...@@ -248,6 +359,9 @@ inline __host__ __device__ float type_convert<float, bf8_t>(bf8_t x) ...@@ -248,6 +359,9 @@ inline __host__ __device__ float type_convert<float, bf8_t>(bf8_t x)
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 CK_USE_SR_F8_CONVERSION
return f8_convert_sr<bf8_t>(x);
#else // defined CK_USE_SR_F8_CONVERSION
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__) #if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
// convert to float and use native converion // convert to float and use native converion
return type_convert<bf8_t>(type_convert<float>(x)); return type_convert<bf8_t>(type_convert<float>(x));
...@@ -260,6 +374,7 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, half_t>(half_t x) ...@@ -260,6 +374,7 @@ inline __host__ __device__ bf8_t type_convert<bf8_t, half_t>(half_t x)
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 // defined CK_USE_SR_F8_CONVERSION
} }
// convert bf8 to fp16 // convert bf8 to fp16
...@@ -331,104 +446,4 @@ inline __host__ __device__ constexpr bhalf_t bf16_convert_rtn<bhalf_t, half_t>(h ...@@ -331,104 +446,4 @@ inline __host__ __device__ constexpr bhalf_t bf16_convert_rtn<bhalf_t, half_t>(h
return bf16_convert_rtn<bhalf_t>(x_fp32); return bf16_convert_rtn<bhalf_t>(x_fp32);
} }
// Declare a template function for fp8 conversion using SR
template <typename Y, typename X>
__host__ __device__ constexpr Y f8_convert_sr(X x);
// convert fp32 to fp8 with stochastic rounding
template <>
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 clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
return utils::
cast_to_f8<float, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(x,
rng);
#endif
}
// convert fp16 to fp8 with stochastic rounding
template <>
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 clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
constexpr int seed = 42;
uint32_t rng = prand_generator<half_t, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils::
cast_to_f8<half_t, f8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng);
#endif
}
// convert fp32 to bf8 with stochastic rounding
template <>
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 clip = true;
constexpr f8_rounding_mode rm = f8_rounding_mode::stochastic;
return utils::
cast_to_f8<float, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng);
#endif
}
// convert fp16 to bf8 with stochastic rounding
template <>
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 clip = true;
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<half_t, seed>(reinterpret_cast<uintptr_t>(&x), x);
return utils::
cast_to_f8<half_t, bf8_t, negative_zero_nan, clip, (rm == f8_rounding_mode::stochastic)>(
x, rng);
#endif
}
} // namespace ck } // namespace ck
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