Fix pk_int4 cast and add pk_int4 dtype in ck tile (#1854)

* Fix pk_int4 cast and add pk_int4 dtype in ck tile

* fixes

* Improvements

* fix typo
This commit is contained in:
Bartłomiej Kocot
2025-02-04 10:32:07 +01:00
committed by GitHub
parent 9c5b2f3936
commit 9ee69dd297
12 changed files with 406 additions and 73 deletions

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@@ -0,0 +1,140 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
#include "ck_tile/core/config.hpp"
#include "ck_tile/core/numeric/half.hpp"
#include "ck_tile/core/numeric/integral_constant.hpp"
#include "ck_tile/core/numeric/math.hpp"
#include "ck_tile/core/numeric/numeric.hpp"
#include "ck_tile/core/utility/bit_cast.hpp"
#include "ck_tile/core/utility/random.hpp"
#include <stdint.h>
#include <type_traits>
#include "ck_tile/core/numeric/int8.hpp"
#pragma once
namespace ck_tile {
// Packed 2xint4
struct pk_int4_t
{
using type = int8_t;
type data;
__host__ __device__ constexpr pk_int4_t() : data{type{}} {}
__host__ __device__ constexpr pk_int4_t(type init) : data{init} {}
};
// limits
template <class T>
struct numeric;
template <>
struct numeric<pk_int4_t>
{
// minimum finite value, or minimum positive normalized value for float
CK_TILE_HOST_DEVICE static constexpr pk_int4_t min()
{
constexpr uint8_t val = 0b10001000;
return pk_int4_t(bit_cast<int8_t>(val));
}
// minumum finite value
CK_TILE_HOST_DEVICE static constexpr pk_int4_t lowest()
{
constexpr uint8_t val = 0b10001000;
return pk_int4_t(bit_cast<int8_t>(val));
}
// maximum finite value
CK_TILE_HOST_DEVICE static constexpr pk_int4_t max()
{
constexpr uint8_t val = 0b01110111;
return pk_int4_t(bit_cast<int8_t>(val));
}
// difference between 1.0 and next value representable by float
CK_TILE_HOST_DEVICE static constexpr pk_int4_t epsilon()
{
return 1; // not used
}
CK_TILE_HOST_DEVICE static constexpr pk_int4_t round_error()
{
return 1; // not used
}
// positive infinity value
CK_TILE_HOST_DEVICE static constexpr pk_int4_t infinity()
{
return 1; // not used
}
// quiet NaN
CK_TILE_HOST_DEVICE static constexpr pk_int4_t quiet_NaN()
{
return 1; // not used
}
// signaling NaN
CK_TILE_HOST_DEVICE static constexpr pk_int4_t signaling_NaN()
{
return 1; // not used
}
// smallest positive subnormal value
CK_TILE_HOST_DEVICE static constexpr pk_int4_t denorm_min()
{
return 1; // not used
}
CK_TILE_HOST_DEVICE static constexpr pk_int4_t zero() { return 0; }
};
CK_TILE_HOST_DEVICE fp32x2_t pk_int4_t_to_fp32x2_t(const pk_int4_t& x)
{
uint8_t x_u8 = ck_tile::bit_cast<uint8_t>(x);
float x_l = ((x_u8 & 0x0f) >> 0) - 8.f;
float x_h = ((x_u8 & 0xf0) >> 4) - 8.f;
#ifdef CK_TILE_USE_PK4_LAYOUT_SHUFFLE
fp32x2_t res = {x_h, x_l};
#elif
fp32x2_t res = {x_l, x_h};
#endif
return res;
}
CK_TILE_HOST_DEVICE fp16x2_t pk_int4_t_to_halfx2_t(const pk_int4_t& x)
{
uint8_t x_u8 = ck_tile::bit_cast<uint8_t>(x);
#ifdef CK_TILE_USE_PK4_LAYOUT_SHUFFLE
uint32_t i4s = ((x_u8 & 0x0f) << 16) | ((x_u8 & 0xf0) >> 4);
#elif
uint32_t i4s = ((x_u8 & 0xf0) << 12) | (x_u8 & 0xf);
#endif
const int EX = 0x64006400;
const int SUB = 0xE408E408; //-8
int lo = i4s | EX;
return pk_add_f16(bit_cast<fp16x2_t>(lo), bit_cast<fp16x2_t>(SUB));
}
CK_TILE_HOST_DEVICE bf16x2_t pk_int4_t_to_bfloat16x2_t(const pk_int4_t& x)
{
uint8_t x_u8 = ck_tile::bit_cast<uint8_t>(x);
float x_l = ((x_u8 & 0x0f) >> 0) - 8.f;
float x_h = ((x_u8 & 0xf0) >> 4) - 8.f;
#ifdef CK_TILE_USE_PK4_LAYOUT_SHUFFLE
bf16x2_t res = {type_convert<bf16_t>(x_h), type_convert<bf16_t>(x_l)};
#elif
bf16x2_t res = {type_convert<bf16_t>(x_l), type_convert<bf16_t>(x_h)};
#endif
return res;
}
} // namespace ck_tile

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@@ -1,5 +1,5 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
@@ -200,4 +200,21 @@ using bf8x32_t = bf8_t __attribute((ext_vector_type(32)));
using bf8x64_t = bf8_t __attribute((ext_vector_type(64)));
#endif
__host__ fp16x2_t pk_add_f16(const fp16x2_t& x, const fp16x2_t& y)
{
fp16x2_t vector_res;
vector_res.x = x.x + y.x;
vector_res.y = x.y + y.y;
return vector_res;
}
__device__ fp16x2_t pk_add_f16(const fp16x2_t& x, const fp16x2_t& y)
{
fp16x2_t c;
asm volatile("v_pk_add_f16 %0, %1, %2" : "=v"(c) : "v"(x), "v"(y));
return c;
}
} // namespace ck_tile