Files
composable_kernel/include/ck/utility/amd_xdlops.hpp
Rostyslav Geyyer 62d4af7449 Refactor f8_t, add bf8_t (#792)
* Refactor f8_t to add bf8_t

* Add check_err impl for f8_t

* Update fp8 test

* Format

* Revert the fix

* Update vector_type implementation

* Add bf8 test

* Add bf8, use BitInt types

* Add bf8 conversion methods

* Update type_convert for fp8/bf8

* Add check_err fp8/bf8 support

* Add subnorm fp8 tests

* Add subnorm bf8 tests

* Fix conversion

* Add bf8 cmake bindings

* Add macros to enable build with disabled fp8/bf8

* Remove is_native method

* Update flag combination for mixed precision instances

* Add more flag checks

* Add another flag to a client example

* Add type traits, decouple f8/bf8 casting

* Clean up

* Decouple fp8 and bf8 flags

* Remove more redundant flags

* Remove leftover comments
2023-09-12 17:04:27 -05:00

424 lines
14 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#ifndef CK_AMD_XDLOPS_HPP
#define CK_AMD_XDLOPS_HPP
#include "data_type.hpp"
namespace ck {
// fp32
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x1f32;
template <>
struct intrin_mfma_f32_32x32x1f32<64, 64>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float32_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x1f32(
reg_a, reg_b, reg_c.template AsType<float32_t>()[Number<0>{}], 1, 0, 0);
reg_c.template AsType<float32_t>()(Number<1>{}) = __builtin_amdgcn_mfma_f32_32x32x1f32(
reg_a, reg_b, reg_c.template AsType<float32_t>()[Number<1>{}], 1, 1, 0);
}
};
template <>
struct intrin_mfma_f32_32x32x1f32<32, 64>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float32_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x1f32(
reg_a, reg_b, reg_c.template AsType<float32_t>()[Number<0>{}], 1, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x2f32;
template <>
struct intrin_mfma_f32_32x32x2f32<32, 32>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float16_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x2f32(
reg_a, reg_b, reg_c.template AsType<float16_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x4f32;
template <>
struct intrin_mfma_f32_16x16x4f32<16, 16>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x4f32(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x1f32;
template <>
struct intrin_mfma_f32_16x16x1f32<16, 64>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float16_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x1f32(
reg_a, reg_b, reg_c.template AsType<float16_t>()[Number<0>{}], 2, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_4x4x1f32;
template <>
struct intrin_mfma_f32_4x4x1f32<4, 64>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_4x4x1f32(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 4, 0, 0);
}
};
template <>
struct intrin_mfma_f32_4x4x1f32<8, 64>
{
template <class FloatC>
__device__ static void Run(const float& reg_a, const float& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_4x4x1f32(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 4, 0, 0);
reg_c.template AsType<float4_t>()(Number<1>{}) = __builtin_amdgcn_mfma_f32_4x4x1f32(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<1>{}], 4, 1, 0);
}
};
// fp16
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x4f16;
template <>
struct intrin_mfma_f32_32x32x4f16<64, 64>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float32_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x4f16(
reg_a, reg_b, reg_c.template AsType<float32_t>()[Number<0>{}], 1, 0, 0);
reg_c.template AsType<float32_t>()(Number<1>{}) = __builtin_amdgcn_mfma_f32_32x32x4f16(
reg_a, reg_b, reg_c.template AsType<float32_t>()[Number<1>{}], 1, 1, 0);
}
};
template <>
struct intrin_mfma_f32_32x32x4f16<32, 64>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float32_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x4f16(
reg_a, reg_b, reg_c.template AsType<float32_t>()[Number<0>{}], 1, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x8f16;
template <>
struct intrin_mfma_f32_32x32x8f16<32, 32>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float16_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x8f16(
reg_a, reg_b, reg_c.template AsType<float16_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x16f16;
template <>
struct intrin_mfma_f32_16x16x16f16<16, 16>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x16f16(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x4f16;
template <>
struct intrin_mfma_f32_16x16x4f16<16, 64>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float16_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x4f16(
reg_a, reg_b, reg_c.template AsType<float16_t>()[Number<0>{}], 2, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_4x4x4f16;
template <>
struct intrin_mfma_f32_4x4x4f16<4, 64>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_4x4x4f16(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 4, 0, 0);
}
};
template <>
struct intrin_mfma_f32_4x4x4f16<8, 64>
{
template <class FloatC>
__device__ static void Run(const half4_t& reg_a, const half4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_4x4x4f16(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 4, 0, 0);
reg_c.template AsType<float4_t>()(Number<1>{}) = __builtin_amdgcn_mfma_f32_4x4x4f16(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<1>{}], 4, 1, 0);
}
};
// bfp16
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x8bf16_1k;
template <>
struct intrin_mfma_f32_32x32x8bf16_1k<32, 32>
{
template <class FloatC>
__device__ static void Run(const bhalf4_t& reg_a, const bhalf4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float16_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x8bf16_1k(
reg_a, reg_b, reg_c.template AsType<float16_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x16bf16_1k;
template <>
struct intrin_mfma_f32_16x16x16bf16_1k<16, 16>
{
template <class FloatC>
__device__ static void Run(const bhalf4_t& reg_a, const bhalf4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x16bf16_1k(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x4bf16;
template <>
struct intrin_mfma_f32_32x32x4bf16<32, 32>
{
template <class FloatC>
__device__ static void Run(const bhalf2_t& reg_a, const bhalf2_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float16_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_32x32x4bf16(
reg_a, reg_b, reg_c.template AsType<float16_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x8bf16;
template <>
struct intrin_mfma_f32_16x16x8bf16<16, 16>
{
template <class FloatC>
__device__ static void Run(const bhalf2_t& reg_a, const bhalf2_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x8bf16(
reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}], 0, 0, 0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_i32_32x32x8i8;
template <>
struct intrin_mfma_i32_32x32x8i8<32, 32>
{
template <class FloatC>
__device__ static void Run(const int8x4_t& reg_a, const int8x4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<int32x16_t>()(Number<0>{}) =
__builtin_amdgcn_mfma_i32_32x32x8i8(bit_cast<int32_t>(reg_a),
bit_cast<int32_t>(reg_b),
reg_c.template AsType<int32x16_t>()[Number<0>{}],
0,
0,
0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_i32_16x16x16i8;
template <>
struct intrin_mfma_i32_16x16x16i8<16, 16>
{
template <class FloatC>
__device__ static void Run(const int8x4_t& reg_a, const int8x4_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<int32x4_t>()(Number<0>{}) =
__builtin_amdgcn_mfma_i32_16x16x16i8(bit_cast<int32_t>(reg_a),
bit_cast<int32_t>(reg_b),
reg_c.template AsType<int32x4_t>()[Number<0>{}],
0,
0,
0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_i32_32x32x16i8;
template <>
struct intrin_mfma_i32_32x32x16i8<32, 32>
{
template <class FloatC>
__device__ static void Run(const int8x8_t& reg_a, const int8x8_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<int32x16_t>()(Number<0>{}) =
__builtin_amdgcn_mfma_i32_32x32x16_i8(bit_cast<int64_t>(reg_a),
bit_cast<int64_t>(reg_b),
reg_c.template AsType<int32x16_t>()[Number<0>{}],
0,
0,
0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_i32_16x16x32i8;
template <>
struct intrin_mfma_i32_16x16x32i8<16, 16>
{
template <class FloatC>
__device__ static void Run(const int8x8_t& reg_a, const int8x8_t& reg_b, FloatC& reg_c)
{
reg_c.template AsType<int32x4_t>()(Number<0>{}) =
__builtin_amdgcn_mfma_i32_16x16x32i8(bit_cast<int64_t>(reg_a),
bit_cast<int64_t>(reg_b),
reg_c.template AsType<int32x4_t>()[Number<0>{}],
0,
0,
0);
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f64_16x16x4f64;
template <>
struct intrin_mfma_f64_16x16x4f64<16, 16>
{
template <class FloatC>
__device__ static void Run(const double& reg_a, const double& reg_b, FloatC& reg_c)
{
#if defined(__gfx90a__) || defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
reg_c.template AsType<double4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f64_16x16x4f64(
reg_a, reg_b, reg_c.template AsType<double4_t>()[Number<0>{}], 0, 0, 0);
#else
ignore = reg_a;
ignore = reg_b;
ignore = reg_c;
#endif
}
};
#if defined CK_ENABLE_FP8
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_32x32x16f8f8;
template <>
struct intrin_mfma_f32_32x32x16f8f8<32, 32>
{
template <class FloatC>
__device__ static void Run(const f8x8_t& reg_a, const f8x8_t& reg_b, FloatC& reg_c)
{
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
reg_c.template AsType<float16_t>()(Number<0>{}) =
__builtin_amdgcn_mfma_f32_32x32x16_fp8_fp8(
bit_cast<long>(reg_a),
bit_cast<long>(reg_b),
reg_c.template AsType<float16_t>()[Number<0>{}],
0,
0,
0);
#else
vector_type<f8_t, 8> reg_a_v(reg_a);
vector_type<f8_t, 8> reg_b_v(reg_b);
static_for<0, 8, 1>{}([&](auto k) {
float reg_a_f32 = type_convert<float>(reg_a_v.template AsType<f8_t>()[Number<k>{}]);
float reg_b_f32 = type_convert<float>(reg_b_v.template AsType<f8_t>()[Number<k>{}]);
intrin_mfma_f32_32x32x2f32<32, 32>::Run(reg_a_f32, reg_b_f32, reg_c);
});
#endif
}
};
template <index_t MPerWave, index_t NPerWave>
struct intrin_mfma_f32_16x16x32f8f8;
template <>
struct intrin_mfma_f32_16x16x32f8f8<16, 16>
{
template <class FloatC>
__device__ static void Run(const f8x8_t& reg_a, const f8x8_t& reg_b, FloatC& reg_c)
{
#if defined(__gfx940__) || defined(__gfx941__) || defined(__gfx942__)
reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_mfma_f32_16x16x32_fp8_fp8(
bit_cast<long>(reg_a),
bit_cast<long>(reg_b),
reg_c.template AsType<float4_t>()[Number<0>{}],
0,
0,
0);
#else
vector_type<f8_t, 8> reg_a_v(reg_a);
vector_type<f8_t, 8> reg_b_v(reg_b);
static_for<0, 8, 1>{}([&](auto k) {
float reg_a_f32 = type_convert<float>(reg_a_v.template AsType<f8_t>()[Number<k>{}]);
float reg_b_f32 = type_convert<float>(reg_b_v.template AsType<f8_t>()[Number<k>{}]);
intrin_mfma_f32_16x16x4f32<16, 16>::Run(reg_a_f32, reg_b_f32, reg_c);
});
#endif
}
};
#endif
} // namespace ck
#endif