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amd_wmma.hpp 6.54 KB
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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.

#ifndef CK_AMD_WMMA_HPP
#define CK_AMD_WMMA_HPP

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#include "ck/utility/amd_inline_asm.hpp"
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#include "data_type.hpp"
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// TODO: Add arch limitation
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namespace ck {

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/********************************WAVE32 MODE***********************************************/

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// src: fp16, dst: fp32
template <index_t MPerWave, index_t NPerWave>
struct intrin_wmma_f32_16x16x16_f16_w32;

template <>
struct intrin_wmma_f32_16x16x16_f16_w32<16, 16>
{
    template <class FloatC>
    __device__ static void Run(const half16_t& reg_a, const half16_t& reg_b, FloatC& reg_c)
    {
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        // * Inline assembly need to elimate the duplicated data load, compiler won't help you delete them.
        amd_assembly_wmma_f32_16x16x16_f16_w32(reg_a, reg_b, reg_c.template AsType<float8_t>()(Number<0>{}));
        // reg_c.template AsType<float8_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f32_16x16x16_f16_w32(
            // reg_a, reg_b, reg_c.template AsType<float8_t>()[Number<0>{}]);
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    }
};

// src: bf16, dst: fp32
template <index_t MPerWave, index_t NPerWave>
struct intrin_wmma_f32_16x16x16_bf16_w32;

template <>
struct intrin_wmma_f32_16x16x16_bf16_w32<16, 16>
{
    template <class FloatC>
    __device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c)
    {
        reg_c.template AsType<float8_t>()(Number<0>{}) =
            __builtin_amdgcn_wmma_f32_16x16x16_bf16_w32(
                reg_a, reg_b, reg_c.template AsType<float8_t>()[Number<0>{}]);
    }
};

// src: fp16, dst: fp16
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template <index_t MPerWave, index_t NPerWave, index_t Opsel>
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struct intrin_wmma_f16_16x16x16_f16_w32;

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template <index_t Opsel>
struct intrin_wmma_f16_16x16x16_f16_w32<16, 16, Opsel>
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{
    template <class FloatC>
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    __device__ static void Run(const half16_t& reg_a, const half16_t& reg_b, FloatC& reg_c)
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    {
        // opsel usage
        // false: D0.[0:15] = result
        // true : D0.[16:31]= result
        reg_c.template AsType<half16_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f16_16x16x16_f16_w32(
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            reg_a, reg_b, reg_c.template AsType<half16_t>()[Number<0>{}], Opsel);
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    }
};

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// src: bf16, dst: bf16
template <index_t MPerWave, index_t NPerWave, index_t Opsel>
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struct intrin_wmma_bf16_16x16x16_bf16_w32;

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template <index_t Opsel>
struct intrin_wmma_bf16_16x16x16_bf16_w32<16, 16, Opsel>
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{
    template <class FloatC>
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    __device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c)
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    {
        // opsel usage
        // false: D0.[0:15] = result
        // true : D0.[16:31]= result
        reg_c.template AsType<bhalf16_t>()(Number<0>{}) =
            __builtin_amdgcn_wmma_bf16_16x16x16_bf16_w32(
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                reg_a, reg_b, reg_c.template AsType<bhalf16_t>()[Number<0>{}], Opsel);
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    }
};

// src: iu8, dst: i32
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template <index_t MPerWave, index_t NPerWave, bool neg_a, bool neg_b, bool clamp>
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struct intrin_wmma_i32_16x16x16_iu8_w32;

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template <bool neg_a, bool neg_b, bool clamp>
struct intrin_wmma_i32_16x16x16_iu8_w32<16, 16, neg_a, neg_b, clamp>
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{
    template <class FloatC>
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    __device__ static void Run(const int8x16_t& reg_a, const int8x16_t& reg_b, FloatC& reg_c)
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    {
        reg_c.template AsType<int32x8_t>()(Number<0>{}) =
            __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32(
                neg_a,
                bit_cast<int32x4_t>(reg_a),
                neg_b,
                bit_cast<int32x4_t>(reg_b),
                reg_c.template AsType<int32x8_t>()[Number<0>{}],
                clamp);
    }
};

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/********************************WAVE64 MODE***********************************************/

template <index_t MPerWave, index_t NPerWave>
struct intrin_wmma_f32_16x16x16_f16_w64;

template <>
struct intrin_wmma_f32_16x16x16_f16_w64<16, 16>
{
    template <class FloatC>
    __device__ static void Run(const half16_t& reg_a, const half16_t& reg_b, FloatC& reg_c)
    {
        reg_c.template AsType<float4_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f32_16x16x16_f16_w64(
            reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}]);
    }
};

// src: bf16, dst: fp32
template <index_t MPerWave, index_t NPerWave>
struct intrin_wmma_f32_16x16x16_bf16_w64;

template <>
struct intrin_wmma_f32_16x16x16_bf16_w64<16, 16>
{
    template <class FloatC>
    __device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c)
    {
        reg_c.template AsType<float4_t>()(Number<0>{}) =
            __builtin_amdgcn_wmma_f32_16x16x16_bf16_w64(
                reg_a, reg_b, reg_c.template AsType<float4_t>()[Number<0>{}]);
    }
};

// src: fp16, dst: fp16
template <index_t MPerWave, index_t NPerWave, index_t Opsel>
struct intrin_wmma_f16_16x16x16_f16_w64;

template <index_t Opsel>
struct intrin_wmma_f16_16x16x16_f16_w64<16, 16, Opsel>
{
    template <class FloatC>
    __device__ static void Run(const half16_t& reg_a, const half16_t& reg_b, FloatC& reg_c)
    {
        // opsel usage
        // false: D0.[0:15] = result
        // true : D0.[16:31]= result
        reg_c.template AsType<half8_t>()(Number<0>{}) = __builtin_amdgcn_wmma_f16_16x16x16_f16_w64(
            reg_a, reg_b, reg_c.template AsType<half8_t>()[Number<0>{}], Opsel);
    }
};

// src: bf16, dst: bf16
template <index_t MPerWave, index_t NPerWave, index_t Opsel>
struct intrin_wmma_bf16_16x16x16_bf16_w64;

template <index_t Opsel>
struct intrin_wmma_bf16_16x16x16_bf16_w64<16, 16, Opsel>
{
    template <class FloatC>
    __device__ static void Run(const bhalf16_t& reg_a, const bhalf16_t& reg_b, FloatC& reg_c)
    {
        // opsel usage
        // false: D0.[0:15] = result
        // true : D0.[16:31]= result
        reg_c.template AsType<bhalf8_t>()(Number<0>{}) =
            __builtin_amdgcn_wmma_bf16_16x16x16_bf16_w64(
                reg_a, reg_b, reg_c.template AsType<bhalf8_t>()[Number<0>{}], Opsel);
    }
};

// src: iu8, dst: i32
template <index_t MPerWave, index_t NPerWave, bool neg_a, bool neg_b, bool clamp>
struct intrin_wmma_i32_16x16x16_iu8_w64;

template <bool neg_a, bool neg_b, bool clamp>
struct intrin_wmma_i32_16x16x16_iu8_w64<16, 16, neg_a, neg_b, clamp>
{
    template <class FloatC>
    __device__ static void Run(const int8x16_t& reg_a, const int8x16_t& reg_b, FloatC& reg_c)
    {
        reg_c.template AsType<int32x4_t>()(Number<0>{}) =
            __builtin_amdgcn_wmma_i32_16x16x16_iu8_w64(
                neg_a,
                bit_cast<int32x4_t>(reg_a),
                neg_b,
                bit_cast<int32x4_t>(reg_b),
                reg_c.template AsType<int32x4_t>()[Number<0>{}],
                clamp);
    }
};

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} // namespace ck
#endif