mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-04-19 22:39:03 +00:00
Merge origin/develop into andriy/ck_tile/basic-tutorials
This commit is contained in:
@@ -1,3 +1,6 @@
|
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# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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# SPDX-License-Identifier: MIT
|
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|
||||
add_custom_target(example_gemm_dl)
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add_example_executable(example_gemm_dl_fp32 gemm_dl_fp32.cpp)
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@@ -105,7 +108,7 @@ foreach(gpu IN LISTS GPU_TARGETS)
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endif()
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endforeach()
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list(APPEND gpu_list_tf32 gfx942)
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list(APPEND gpu_list_tf32 gfx942 gfx950)
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set(target 0)
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foreach(gpu IN LISTS GPU_TARGETS)
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if(gpu IN_LIST gpu_list_tf32 AND target EQUAL 0)
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@@ -146,3 +149,7 @@ add_example_executable(example_gemm_wmma_fp16_fp8_v3 gemm_wmma_fp16_fp8_v3.cpp)
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add_example_dependencies(example_gemm_wmma example_gemm_wmma_fp16_fp8_v3)
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add_example_executable(example_gemm_wmma_fp16_pk_i4_v3_b_scale gemm_wmma_fp16_pk_i4_v3_b_scale.cpp)
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add_example_dependencies(example_gemm_wmma example_gemm_wmma_fp16_pk_i4_v3_b_scale)
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add_example_executable(example_gemm_wmma_fp8_bpreshuffle gemm_wmma_fp8_bpreshuffle.cpp)
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add_example_dependencies(example_gemm_wmma example_gemm_wmma_fp8_bpreshuffle)
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add_example_executable(example_gemm_wmma_fp16_bpreshuffle gemm_wmma_fp16_bpreshuffle.cpp)
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add_example_dependencies(example_gemm_wmma example_gemm_wmma_fp16_bpreshuffle)
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@@ -1,5 +1,5 @@
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// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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||||
// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
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#pragma once
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@@ -25,6 +25,11 @@
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#include "ck/library/utility/literals.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
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#include "ck/library/reference_tensor_operation/gpu/reference_gemm.hpp"
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#include "ck/host_utility/kernel_launch.hpp"
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using ::ck::DeviceMem;
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using ::ck::HostTensorDescriptor;
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using ::ck::Tensor;
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struct ProblemSize final
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{
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@@ -1,5 +1,5 @@
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// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
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||||
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#include "common.hpp"
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@@ -1,5 +1,5 @@
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||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
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#include "common.hpp"
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|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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||||
// SPDX-License-Identifier: MIT
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||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
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#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
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|
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|
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@@ -1,5 +1,5 @@
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// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
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||||
|
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#include "common.hpp"
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|
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|
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@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
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#include "common.hpp"
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|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
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#include "common.hpp"
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|
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|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
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||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
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||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
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||||
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70
example/01_gemm/gemm_wmma_fp16_bpreshuffle.cpp
Normal file
70
example/01_gemm/gemm_wmma_fp16_bpreshuffle.cpp
Normal file
@@ -0,0 +1,70 @@
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// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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||||
// SPDX-License-Identifier: MIT
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||||
|
||||
#include "common.hpp"
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#include "ck/ck.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
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#include "ck/library/utility/check_err.hpp"
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#include "ck/library/utility/device_memory.hpp"
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#include "ck/library/utility/host_tensor.hpp"
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#include "ck/library/utility/host_tensor_generator.hpp"
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#include "ck/library/utility/literals.hpp"
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#include "ck/stream_config.hpp"
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#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
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#include "ck/tensor_operation/gpu/device/impl/device_gemm_wmma_cshuffle_v3_b_preshuffle.hpp"
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#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
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#include "ck/utility/data_type.hpp"
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#include "ck/utility/get_id.hpp"
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#include "ck/utility/scheduler_enum.hpp"
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#include <cstddef>
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#include <iostream>
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#include <type_traits>
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using F16 = ck::half_t;
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using F32 = float;
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using ADataType = F16;
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using BDataType = F16;
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using AccDataType = F32;
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using CShuffleDataType = F32;
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using CDataType = F16;
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using ComputeTypeA = F16;
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using ComputeTypeB = F16;
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||||
using ALayout = Row;
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||||
using BLayout = Col;
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using CLayout = Row;
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||||
using AElementOp = PassThrough;
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using BElementOp = PassThrough;
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using CElementOp = PassThrough;
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||||
static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecialization::Default;
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||||
static constexpr bool PermuteA = false;
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||||
static constexpr bool PermuteB = false;
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||||
static constexpr int KPack = 8; // int4 -> 32, fp8 -> 16, fp16 -> 8
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// clang-format off
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||||
using DeviceOpInstance =
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||||
ck::tensor_operation::device::DeviceGemm_Wmma_CShuffleV3_BPreshuffle<
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||||
ALayout, BLayout, CLayout,
|
||||
ADataType, BDataType, CDataType, AccDataType, CShuffleDataType,
|
||||
AElementOp, BElementOp, CElementOp, GemmDefault,
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||||
128,
|
||||
32, 128, 128,
|
||||
8, 8,
|
||||
16, 16,
|
||||
2, 2,
|
||||
S<16, 8, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 8, 8, 0,
|
||||
S<16, 8, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 8, 8, 0,
|
||||
1, 1, S<1, 16, 1, 8>, S<4, 4, 1>,
|
||||
ck::BlockGemmPipelineScheduler::Intrawave, ck::BlockGemmPipelineVersion::v1, ComputeTypeA, ComputeTypeB, PermuteA, PermuteB>;
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||||
// clang-format on
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||||
|
||||
#include "run_gemm_wmma_bpreshuffle_example.inc"
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||||
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||||
int main(int argc, char* argv[]) { return !run_gemm_splitk_example(argc, argv); }
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
@@ -19,22 +19,22 @@ using AElementOp = PassThrough;
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||||
using BElementOp = PassThrough;
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||||
using CElementOp = PassThrough;
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||||
|
||||
static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecialization::Default;
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||||
static constexpr auto GemmSpec = ck::tensor_operation::device::GemmSpecialization::MNKPadding;
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||||
// clang-format off
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||||
using DeviceGemmV2Instance = ck::tensor_operation::device::DeviceGemm_Wmma_CShuffleV3<
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||||
ALayout, BLayout, CLayout,
|
||||
ADataType, BDataType, CDataType, AccDataType, CShuffleDataType,
|
||||
PassThrough, PassThrough, PassThrough, GemmDefault,
|
||||
PassThrough, PassThrough, PassThrough, GemmSpec,
|
||||
256,
|
||||
128, 256, 64,
|
||||
8, 8,
|
||||
16, 16,
|
||||
2, 8,
|
||||
S<8, 16, 1>, S<0, 2, 1>, S<0, 2, 1>,
|
||||
1, 8, 8, 1,
|
||||
S<8, 32, 1>, S<0, 2, 1>, S<0, 2, 1>,
|
||||
1, 1, 8, 1,
|
||||
S<8, 32, 1>, S<0, 2, 1>, S<0, 2, 1>,
|
||||
1, 1, 8, 1,
|
||||
1, 8, 8, 1,
|
||||
1, 1,
|
||||
S<1, 64, 1, 4>, 8,
|
||||
ck::BlockGemmPipelineScheduler::Intrawave, ck::BlockGemmPipelineVersion::v1>;
|
||||
|
||||
72
example/01_gemm/gemm_wmma_fp8_bpreshuffle.cpp
Normal file
72
example/01_gemm/gemm_wmma_fp8_bpreshuffle.cpp
Normal file
@@ -0,0 +1,72 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/device_memory.hpp"
|
||||
#include "ck/library/utility/host_tensor.hpp"
|
||||
#include "ck/library/utility/host_tensor_generator.hpp"
|
||||
#include "ck/library/utility/literals.hpp"
|
||||
#include "ck/stream_config.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/impl/device_gemm_wmma_cshuffle_v3_b_preshuffle.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/utility/amd_ck_fp8.hpp"
|
||||
#include "ck/utility/data_type.hpp"
|
||||
#include "ck/utility/get_id.hpp"
|
||||
#include "ck/utility/scheduler_enum.hpp"
|
||||
|
||||
#include <cstddef>
|
||||
#include <iostream>
|
||||
#include <type_traits>
|
||||
|
||||
using F8 = ck::f8_t;
|
||||
using F16 = ck::half_t;
|
||||
using F32 = float;
|
||||
|
||||
using ADataType = F8;
|
||||
using BDataType = F8;
|
||||
using AccDataType = F32;
|
||||
using CShuffleDataType = F32;
|
||||
using CDataType = F16;
|
||||
using ComputeTypeA = F8;
|
||||
using ComputeTypeB = F8;
|
||||
|
||||
using ALayout = Row;
|
||||
using BLayout = Col;
|
||||
using CLayout = Row;
|
||||
|
||||
using AElementOp = PassThrough;
|
||||
using BElementOp = PassThrough;
|
||||
using CElementOp = PassThrough;
|
||||
|
||||
static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecialization::Default;
|
||||
|
||||
static constexpr bool PermuteA = false;
|
||||
static constexpr bool PermuteB = false;
|
||||
static constexpr int KPack = 16; // int4 -> 32, fp8 -> 16, fp16 -> 8
|
||||
// clang-format off
|
||||
using DeviceOpInstance =
|
||||
ck::tensor_operation::device::DeviceGemm_Wmma_CShuffleV3_BPreshuffle<
|
||||
ALayout, BLayout, CLayout,
|
||||
ADataType, BDataType, CDataType, AccDataType, CShuffleDataType,
|
||||
AElementOp, BElementOp, CElementOp, GemmDefault,
|
||||
256,
|
||||
32, 128, 256,
|
||||
16, 16,
|
||||
16, 16,
|
||||
2, 1,
|
||||
S<16, 16, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 16, 16, 0,
|
||||
S<16, 16, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 16, 16, 0,
|
||||
1, 1, S<1, 16, 1, 16>, S<8, 8, 1>,
|
||||
ck::BlockGemmPipelineScheduler::Intrawave, ck::BlockGemmPipelineVersion::v1, ComputeTypeA, ComputeTypeB, PermuteA, PermuteB>;
|
||||
// clang-format on
|
||||
|
||||
#include "run_gemm_wmma_bpreshuffle_example.inc"
|
||||
|
||||
int main(int argc, char* argv[]) { return !run_gemm_splitk_example(argc, argv); }
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
@@ -13,7 +13,7 @@ using CDataType = ck::bhalf_t;
|
||||
using ComputeTypeA = ck::f8_t;
|
||||
using ComputeTypeB = ck::f8_t;
|
||||
|
||||
using ALayout = Row;
|
||||
using ALayout = Col;
|
||||
using BLayout = Col;
|
||||
using CLayout = Row;
|
||||
|
||||
@@ -30,13 +30,13 @@ using DeviceGemmV2Instance = ck::tensor_operation::device::DeviceGemm_Wmma_CShuf
|
||||
PassThrough, PassThrough, PassThrough, GemmDefault,
|
||||
128,
|
||||
128, 64, 64,
|
||||
8, 8,
|
||||
16, 16, // AK1, BK1
|
||||
16, 16,
|
||||
4, 2,
|
||||
S<4, 32, 1>, S<0, 2, 1>, S<0, 2, 1>,
|
||||
1, 4, 16, 0,
|
||||
S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 8, 8, 0,
|
||||
S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 8, 8, 0,
|
||||
2, 16, 16, 0,
|
||||
1, 1, S<1, 32, 1, 4>, 8,
|
||||
ck::BlockGemmPipelineScheduler::Intrawave, ck::BlockGemmPipelineVersion::v1,
|
||||
ComputeTypeA, ComputeTypeB>;
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
@@ -28,10 +28,10 @@ using DeviceGemmV2Instance =
|
||||
ADataType, BDataType, CDataType, AccDataType, CShuffleDataType,
|
||||
AElementOp, BElementOp, CElementOp, GemmDefault,
|
||||
64,
|
||||
16, 16,
|
||||
32, 32,
|
||||
256, 8, 16,
|
||||
16, 16,
|
||||
1, 1,
|
||||
2, 2,
|
||||
S<32, 2, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 8, 8, 0,
|
||||
S<16, 4, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
@@ -28,10 +28,10 @@ using DeviceGemmV2Instance =
|
||||
ADataType, BDataType, CDataType, AccDataType, CShuffleDataType,
|
||||
PassThrough, PassThrough, PassThrough, GemmDefault,
|
||||
64,
|
||||
16, 16,
|
||||
32, 32,
|
||||
256, 8, 8,
|
||||
16, 16,
|
||||
1, 1,
|
||||
2, 2,
|
||||
S<32, 2, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
2, 8, 8, 0,
|
||||
S<32, 2, 1>, S<1, 0, 2>, S<1, 0, 2>,
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2023-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2023-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2023-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
206
example/01_gemm/run_gemm_wmma_bpreshuffle_example.inc
Normal file
206
example/01_gemm/run_gemm_wmma_bpreshuffle_example.inc
Normal file
@@ -0,0 +1,206 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
|
||||
#pragma once
|
||||
|
||||
template <typename ProblemType>
|
||||
bool run_gemm(const ProblemType& problem_size, const ExecutionConfig& config)
|
||||
{
|
||||
using namespace ck::literals;
|
||||
|
||||
auto M = problem_size.M;
|
||||
auto N = problem_size.N;
|
||||
auto K = problem_size.K;
|
||||
auto StrideA = problem_size.StrideA;
|
||||
auto StrideB = problem_size.StrideB;
|
||||
auto StrideC = problem_size.StrideC;
|
||||
auto KBatch = problem_size.KBatch;
|
||||
|
||||
auto f_host_tensor_descriptor =
|
||||
[](std::size_t row, std::size_t col, std::size_t stride, auto layout) {
|
||||
if constexpr(std::is_same_v<decltype(layout), ck::tensor_layout::gemm::RowMajor>)
|
||||
{
|
||||
return HostTensorDescriptor({row, col}, {stride, 1_uz});
|
||||
}
|
||||
else
|
||||
{
|
||||
return HostTensorDescriptor({row, col}, {1_uz, stride});
|
||||
}
|
||||
};
|
||||
|
||||
auto f_get_default_stride =
|
||||
[](std::size_t row, std::size_t col, ck::index_t stride, auto layout) {
|
||||
if(stride == -1)
|
||||
{
|
||||
// give a chance if stride is -1, return a default packed stride
|
||||
if constexpr(std::is_same_v<decltype(layout), ck::tensor_layout::gemm::RowMajor>)
|
||||
{
|
||||
return static_cast<std::size_t>(col);
|
||||
}
|
||||
else
|
||||
{
|
||||
return static_cast<std::size_t>(row);
|
||||
}
|
||||
}
|
||||
else
|
||||
return static_cast<std::size_t>(stride);
|
||||
};
|
||||
|
||||
StrideA = f_get_default_stride(M, K, StrideA, ALayout{});
|
||||
StrideB = f_get_default_stride(K, N, StrideB, BLayout{});
|
||||
StrideC = f_get_default_stride(M, N, StrideC, CLayout{});
|
||||
|
||||
Tensor<ADataType> a_m_k(f_host_tensor_descriptor(M, K, StrideA, ALayout{}));
|
||||
Tensor<BDataType> b_k_n(f_host_tensor_descriptor(K, N, StrideB, BLayout{}));
|
||||
Tensor<BDataType> b_k_n_preshuffled(f_host_tensor_descriptor(K, N, StrideB, BLayout{}));
|
||||
|
||||
switch(config.init_method)
|
||||
{
|
||||
case 0: break;
|
||||
case 1:
|
||||
a_m_k.GenerateTensorValue(GeneratorTensor_2<ADataType>{-2, 2});
|
||||
b_k_n.GenerateTensorValue(GeneratorTensor_2<BDataType>{0, 2});
|
||||
break;
|
||||
case 2:
|
||||
a_m_k.GenerateTensorValue(GeneratorTensor_1<ADataType>{});
|
||||
b_k_n.GenerateTensorValue(GeneratorTensor_1<BDataType>{});
|
||||
break;
|
||||
default:
|
||||
a_m_k.GenerateTensorValue(GeneratorTensor_3<ADataType>{0.0, 1.0});
|
||||
b_k_n.GenerateTensorValue(GeneratorTensor_3<BDataType>{-0.5, 0.5});
|
||||
}
|
||||
|
||||
Tensor<CDataType> c_m_n_host_result(f_host_tensor_descriptor(M, N, StrideC, CLayout{}));
|
||||
Tensor<CDataType> c_m_n_device_result(f_host_tensor_descriptor(M, N, StrideC, CLayout{}));
|
||||
|
||||
std::cout << "a_m_k: " << a_m_k.mDesc << std::endl;
|
||||
std::cout << "b_k_n: " << b_k_n.mDesc << std::endl;
|
||||
std::cout << "b_k_n_preshuffled: " << b_k_n_preshuffled.mDesc << std::endl;
|
||||
std::cout << "c_m_n: " << c_m_n_host_result.mDesc << std::endl;
|
||||
|
||||
DeviceMem a_m_k_device_buf(sizeof(ADataType) * a_m_k.mDesc.GetElementSpaceSize());
|
||||
DeviceMem b_k_n_device_buf(sizeof(BDataType) * b_k_n.mDesc.GetElementSpaceSize());
|
||||
DeviceMem c_m_n_device_buf(sizeof(CDataType) * c_m_n_device_result.mDesc.GetElementSpaceSize());
|
||||
|
||||
// do GEMM
|
||||
auto device_op = DeviceOpInstance{};
|
||||
|
||||
// weight pre-shuffle
|
||||
int NPerWmma = device_op.GetPreShuffleParameters();
|
||||
int KLane = ck::get_warp_size() / NPerWmma;
|
||||
|
||||
int K0 = K / (KLane * KPack);
|
||||
// K -> K0 KLane KPack
|
||||
// N -> N0 NPerWmma
|
||||
// N, K -> N0 K0 KLane NPerWmma KPack
|
||||
int tempk;
|
||||
for(int n = 0; n < N; ++n)
|
||||
{
|
||||
for(int k = 0; k < K; ++k)
|
||||
{
|
||||
int n0 = n / NPerWmma;
|
||||
int n1 = n % NPerWmma;
|
||||
|
||||
int k0 = k / (KLane * KPack);
|
||||
tempk = k % (KLane * KPack);
|
||||
int k1 = tempk / KPack;
|
||||
int k2 = tempk % KPack;
|
||||
|
||||
int outputIndex = n0 * KPack * NPerWmma * KLane * K0 + k0 * KPack * NPerWmma * KLane +
|
||||
k1 * KPack * NPerWmma + n1 * KPack + k2;
|
||||
|
||||
b_k_n_preshuffled(outputIndex) = b_k_n(n * K + k);
|
||||
}
|
||||
}
|
||||
|
||||
a_m_k_device_buf.ToDevice(a_m_k.mData.data());
|
||||
b_k_n_device_buf.ToDevice(b_k_n_preshuffled.mData.data());
|
||||
c_m_n_device_buf.ToDevice(c_m_n_device_result.mData.data());
|
||||
|
||||
auto a_element_op = AElementOp{};
|
||||
auto b_element_op = BElementOp{};
|
||||
auto c_element_op = CElementOp{};
|
||||
|
||||
auto invoker = device_op.MakeInvoker();
|
||||
|
||||
auto argument =
|
||||
device_op.MakeArgument(static_cast<ADataType*>(a_m_k_device_buf.GetDeviceBuffer()),
|
||||
static_cast<BDataType*>(b_k_n_device_buf.GetDeviceBuffer()),
|
||||
static_cast<CDataType*>(c_m_n_device_buf.GetDeviceBuffer()),
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
StrideA,
|
||||
StrideB,
|
||||
StrideC,
|
||||
KBatch,
|
||||
a_element_op,
|
||||
b_element_op,
|
||||
c_element_op);
|
||||
|
||||
if(!device_op.IsSupportedArgument(argument))
|
||||
{
|
||||
std::cerr << device_op.GetTypeString() << " does not support this problem" << std::endl;
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
float ave_time =
|
||||
invoker.Run(argument, StreamConfig{nullptr, config.time_kernel, 0, 50, 50, false, 1});
|
||||
|
||||
bool pass = true;
|
||||
if(config.do_verification)
|
||||
{
|
||||
using ReferenceGemmInstance = ck::tensor_operation::host::ReferenceGemm<ADataType,
|
||||
BDataType,
|
||||
CDataType,
|
||||
AccDataType,
|
||||
PassThrough,
|
||||
PassThrough,
|
||||
PassThrough>;
|
||||
|
||||
auto ref_gemm = ReferenceGemmInstance{};
|
||||
auto ref_invoker = ref_gemm.MakeInvoker();
|
||||
|
||||
auto ref_argument = ref_gemm.MakeArgument(
|
||||
a_m_k, b_k_n, c_m_n_host_result, PassThrough{}, PassThrough{}, PassThrough{});
|
||||
|
||||
ref_invoker.Run(ref_argument);
|
||||
|
||||
invoker.Run(argument, StreamConfig{nullptr, false, 0});
|
||||
c_m_n_device_buf.FromDevice(c_m_n_device_result.mData.data());
|
||||
|
||||
pass &= ck::utils::check_err(c_m_n_device_result,
|
||||
c_m_n_host_result,
|
||||
"Error: Incorrect results!",
|
||||
get_rtol<CDataType>(),
|
||||
get_atol<CDataType>());
|
||||
}
|
||||
|
||||
if(config.time_kernel)
|
||||
{
|
||||
ave_time =
|
||||
invoker.Run(argument, StreamConfig{nullptr, config.time_kernel, 0, 20, 50, true, 50});
|
||||
|
||||
std::size_t flop = 2_uz * M * N * K;
|
||||
std::size_t num_btype =
|
||||
sizeof(ADataType) * M * K + sizeof(BDataType) * K * N + sizeof(CDataType) * M * N;
|
||||
|
||||
float tflops = static_cast<float>(flop) / 1.E9 / ave_time;
|
||||
|
||||
float gb_per_sec = num_btype / 1.E6 / ave_time;
|
||||
|
||||
std::cout << "Perf: " << ave_time << " ms, " << tflops << " TFlops, " << gb_per_sec
|
||||
<< " GB/s, " << device_op.GetTypeString() << std::endl;
|
||||
}
|
||||
|
||||
return pass;
|
||||
}
|
||||
|
||||
bool run_gemm_splitk_example(int argc, char* argv[])
|
||||
{
|
||||
ProblemSizeSplitK problem_size{3840, 4096, 4096, 4096, 4096, 4096, 1};
|
||||
ExecutionConfig config;
|
||||
|
||||
return parse_cmd_args(argc, argv, problem_size, config) && run_gemm(problem_size, config);
|
||||
}
|
||||
@@ -1,3 +1,6 @@
|
||||
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
# SPDX-License-Identifier: MIT
|
||||
|
||||
add_example_executable(example_gemm_bilinear_wmma_fp16 gemm_bilinear_wmma_fp16.cpp)
|
||||
add_example_executable(example_gemm_bilinear_wmma_int8 gemm_bilinear_wmma_int8.cpp)
|
||||
add_example_executable(example_gemm_bilinear_xdl_fp16 gemm_bilinear_xdl_fp16.cpp)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <numeric>
|
||||
@@ -19,6 +19,10 @@
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/host_utility/device_prop.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
struct AlphaBetaAdd
|
||||
{
|
||||
AlphaBetaAdd(float alpha, float beta) : alpha_(alpha), beta_(beta){};
|
||||
@@ -115,7 +119,7 @@ int main(int argc, char* argv[])
|
||||
{
|
||||
bool do_verification = true;
|
||||
int init_method = 1;
|
||||
bool time_kernel = true;
|
||||
bool time_kernel = false;
|
||||
|
||||
// GEMM shape
|
||||
ck::index_t M = 3840;
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <numeric>
|
||||
@@ -19,6 +19,10 @@
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/host_utility/device_prop.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
struct AlphaBetaAdd
|
||||
{
|
||||
AlphaBetaAdd(int alpha, int beta) : alpha_(alpha), beta_(beta){};
|
||||
@@ -115,7 +119,7 @@ int main(int argc, char* argv[])
|
||||
{
|
||||
bool do_verification = true;
|
||||
int init_method = 1;
|
||||
bool time_kernel = true;
|
||||
bool time_kernel = false;
|
||||
|
||||
// GEMM shape
|
||||
ck::index_t M = 3840;
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <numeric>
|
||||
@@ -18,6 +18,10 @@
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
struct AlphaBetaAdd
|
||||
{
|
||||
AlphaBetaAdd(float alpha, float beta) : alpha_(alpha), beta_(beta){};
|
||||
|
||||
@@ -1 +1,4 @@
|
||||
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
# SPDX-License-Identifier: MIT
|
||||
|
||||
add_example_executable(example_gemm_bias_relu_xdl_fp16 gemm_bias_relu_xdl_fp16.cpp)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <numeric>
|
||||
@@ -19,6 +19,10 @@
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
template <ck::index_t... Is>
|
||||
using S = ck::Sequence<Is...>;
|
||||
|
||||
|
||||
@@ -1,3 +1,6 @@
|
||||
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
# SPDX-License-Identifier: MIT
|
||||
|
||||
add_custom_target(example_gemm_add_add_fastgelu_xdl)
|
||||
add_example_executable(example_gemm_add_add_fastgelu_xdl_bf16 gemm_add_add_fastgelu_xdl_bf16.cpp)
|
||||
add_example_dependencies(example_gemm_add_add_fastgelu_xdl example_gemm_add_add_fastgelu_xdl_bf16)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
@@ -23,6 +23,10 @@
|
||||
#include "ck/library/utility/host_tensor_generator.hpp"
|
||||
#include "ck/library/utility/literals.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
template <ck::index_t... Is>
|
||||
using S = ck::Sequence<Is...>;
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,3 +1,6 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2023-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,3 +1,6 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
|
||||
#pragma once
|
||||
|
||||
bool run_gemm_add_add_fastgelu(const ProblemSize& problem_size, const ExecutionConfig& config)
|
||||
|
||||
@@ -1,3 +1,6 @@
|
||||
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
# SPDX-License-Identifier: MIT
|
||||
|
||||
add_example_executable(example_convnd_fwd_xdl_fp32 convnd_fwd_xdl_fp32.cpp)
|
||||
add_example_executable(example_convnd_fwd_xdl_fp16 convnd_fwd_xdl_fp16.cpp)
|
||||
add_example_executable(example_convnd_fwd_xdl_bf16 convnd_fwd_xdl_bf16.cpp)
|
||||
@@ -21,7 +24,7 @@ foreach(gpu IN LISTS GPU_TARGETS)
|
||||
endif()
|
||||
endforeach()
|
||||
|
||||
list(APPEND gpu_list_tf32 gfx942)
|
||||
list(APPEND gpu_list_tf32 gfx942 gfx950)
|
||||
set(target 0)
|
||||
foreach(gpu IN LISTS GPU_TARGETS)
|
||||
if(gpu IN_LIST gpu_list_tf32 AND target EQUAL 0)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <cstdlib>
|
||||
#include <iostream>
|
||||
@@ -18,10 +18,16 @@
|
||||
#include "ck/library/utility/convolution_parameter.hpp"
|
||||
#include "ck/library/utility/convolution_host_tensor_descriptor_helper.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_conv_fwd.hpp"
|
||||
#include "ck/library/reference_tensor_operation/gpu/naive_conv_fwd_gpu.hpp"
|
||||
#include "ck_tile/host/hip_check_error.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
void print_helper_msg()
|
||||
{
|
||||
std::cout << "arg1: verification (0=no, 1=yes)\n"
|
||||
std::cout << "arg1: verification (0=no, 1=CPU, 2=GPU)\n"
|
||||
<< "arg2: initialization (0=no init, 1=integer value, 2=decimal value)\n"
|
||||
<< "arg3: time kernel (0=no, 1=yes)\n"
|
||||
<< ck::utils::conv::get_conv_param_parser_helper_msg() << std::endl;
|
||||
@@ -77,7 +83,7 @@ inline __host__ __device__ constexpr double get_atol()
|
||||
{
|
||||
if constexpr(std::is_same_v<DataType, float> && std::is_same_v<GemmType, ck::tf32_t>)
|
||||
{
|
||||
return 1e-2;
|
||||
return 1e-3;
|
||||
}
|
||||
else if constexpr(std::is_same_v<DataType, float>)
|
||||
{
|
||||
@@ -125,8 +131,11 @@ template <ck::index_t NDimSpatial,
|
||||
typename WeiElementOp,
|
||||
typename OutElementOp,
|
||||
typename DeviceConvNDFwdInstance,
|
||||
typename InLayout,
|
||||
typename WeiLayout,
|
||||
typename OutLayout,
|
||||
typename ComputeDataType = OutDataType>
|
||||
bool run_grouped_conv_fwd(bool do_verification,
|
||||
bool run_grouped_conv_fwd(int do_verification,
|
||||
int init_method,
|
||||
bool time_kernel,
|
||||
const ck::utils::conv::ConvParam& conv_param,
|
||||
@@ -229,8 +238,11 @@ bool run_grouped_conv_fwd(bool do_verification,
|
||||
std::cout << "Perf: " << avg_time << " ms, " << tflops << " TFlops, " << gb_per_sec << " GB/s, "
|
||||
<< conv.GetTypeString() << std::endl;
|
||||
|
||||
if(do_verification)
|
||||
std::cout << "do_verification = " << do_verification << std::endl;
|
||||
|
||||
if(do_verification == 1)
|
||||
{
|
||||
// CPU verification
|
||||
auto ref_conv = ck::tensor_operation::host::ReferenceConvFwd<NDimSpatial,
|
||||
InDataType,
|
||||
WeiDataType,
|
||||
@@ -265,6 +277,54 @@ bool run_grouped_conv_fwd(bool do_verification,
|
||||
get_rtol<OutDataType, ComputeDataType>(),
|
||||
get_atol<OutDataType, ComputeDataType>());
|
||||
}
|
||||
else if(do_verification == 2)
|
||||
{
|
||||
// GPU verification using naive GPU reference
|
||||
std::cout << "Running GPU verification..." << std::endl;
|
||||
|
||||
// Allocate and ZERO GPU memory for reference output
|
||||
DeviceMem out_device_ref_buf(sizeof(OutDataType) * out_device.mDesc.GetElementSpaceSize());
|
||||
out_device_ref_buf.SetZero();
|
||||
|
||||
// Call GPU reference with ConvParam directly, using the correct layout types
|
||||
ck::ref::naive_conv_fwd<InLayout,
|
||||
WeiLayout,
|
||||
OutLayout,
|
||||
InDataType,
|
||||
WeiDataType,
|
||||
OutDataType,
|
||||
InElementOp,
|
||||
WeiElementOp,
|
||||
OutElementOp>(
|
||||
reinterpret_cast<const InDataType*>(in_device_buf.GetDeviceBuffer()),
|
||||
reinterpret_cast<const WeiDataType*>(wei_device_buf.GetDeviceBuffer()),
|
||||
reinterpret_cast<OutDataType*>(out_device_ref_buf.GetDeviceBuffer()),
|
||||
conv_param);
|
||||
|
||||
HIP_CHECK_ERROR(hipDeviceSynchronize());
|
||||
|
||||
std::cout << "GPU reference function completed successfully, copying results..."
|
||||
<< std::endl;
|
||||
|
||||
// Copy GPU reference result to host
|
||||
out_device_ref_buf.FromDevice(out_host.mData.data());
|
||||
|
||||
// Copy GPU kernel result to host
|
||||
out_device_buf.FromDevice(out_device.mData.data());
|
||||
|
||||
std::cout << "Comparing GPU kernel output vs GPU reference..." << std::endl;
|
||||
|
||||
// Compare GPU kernel vs GPU reference
|
||||
bool pass = ck::utils::check_err(out_device,
|
||||
out_host,
|
||||
"Error: incorrect results!",
|
||||
get_rtol<OutDataType, ComputeDataType>(),
|
||||
get_atol<OutDataType, ComputeDataType>());
|
||||
|
||||
std::cout << "GPU verification result is:" << (pass ? "correct" : "fail") << std::endl;
|
||||
|
||||
return pass;
|
||||
}
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <cstdlib>
|
||||
#include <iostream>
|
||||
@@ -19,9 +19,13 @@
|
||||
#include "ck/library/utility/convolution_host_tensor_descriptor_helper.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_conv_fwd.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
void print_helper_msg()
|
||||
{
|
||||
std::cout << "arg1: verification (0=no, 1=yes)\n"
|
||||
std::cout << "arg1: verification (0=no, 1=CPU)\n"
|
||||
<< "arg2: initialization (0=no init, 1=integer value, 2=decimal value)\n"
|
||||
<< "arg3: time kernel (0=no, 1=yes)\n"
|
||||
<< ck::utils::conv::get_conv_param_parser_helper_msg() << std::endl;
|
||||
@@ -158,6 +162,7 @@ bool run_grouped_conv_fwd_dl(bool do_verification,
|
||||
|
||||
if(do_verification)
|
||||
{
|
||||
// CPU verification only (DL variants are fused operations)
|
||||
auto ref_conv = ck::tensor_operation::host::ReferenceConvFwd<
|
||||
NDimSpatial,
|
||||
InDataType,
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_dl_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_dl_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_dl_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "convnd_fwd_common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
@@ -12,9 +12,9 @@ bool run_convnd_fwd_example(int argc, char* argv[])
|
||||
{
|
||||
print_helper_msg();
|
||||
|
||||
bool do_verification = true;
|
||||
int init_method = 1;
|
||||
bool time_kernel = false;
|
||||
int do_verification = 2; // 0=no, 1=CPU, 2=GPU
|
||||
int init_method = 1;
|
||||
bool time_kernel = false;
|
||||
|
||||
ck::utils::conv::ConvParam conv_param{
|
||||
2, 1, 128, 256, 192, {3, 3}, {71, 71}, {2, 2}, {1, 1}, {1, 1}, {1, 1}};
|
||||
@@ -71,6 +71,9 @@ bool run_convnd_fwd_example(int argc, char* argv[])
|
||||
WeiElementOp,
|
||||
OutElementOp,
|
||||
DeviceGroupedConvNDFwdInstance<ndim_spatial_value, InLayout, WeiLayout, OutLayout>,
|
||||
InLayout,
|
||||
WeiLayout,
|
||||
OutLayout,
|
||||
ComputeDataType>(do_verification,
|
||||
init_method,
|
||||
time_kernel,
|
||||
|
||||
@@ -1,3 +1,6 @@
|
||||
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
# SPDX-License-Identifier: MIT
|
||||
|
||||
add_custom_target(example_convnd_fwd_reduce_xdl)
|
||||
add_example_executable(example_convnd_fwd_max_xdl_int8 convnd_fwd_max_xdl_int8.cpp)
|
||||
add_example_dependencies(example_convnd_fwd_reduce_xdl example_convnd_fwd_max_xdl_int8)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <algorithm>
|
||||
#include <cassert>
|
||||
@@ -26,6 +26,10 @@
|
||||
#include "ck/library/utility/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_conv_fwd.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
using BF16 = ck::bhalf_t;
|
||||
using FP16 = ck::half_t;
|
||||
using FP32 = float;
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include "common.hpp"
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,3 +1,6 @@
|
||||
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
# SPDX-License-Identifier: MIT
|
||||
|
||||
add_example_executable(example_reduce_blockwise reduce_blockwise.cpp)
|
||||
add_example_executable(example_reduce_threadwise_multi_d reduce_threadwise_multi_d.cpp)
|
||||
add_example_executable(example_reduce_multiblock_atomic_add reduce_multiblock_atomic_add.cpp)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <initializer_list>
|
||||
@@ -31,7 +31,7 @@ class SimpleAppArgs
|
||||
bool do_verification = true;
|
||||
int data_type = 1;
|
||||
int init_method = 2;
|
||||
bool time_kernel = true;
|
||||
bool time_kernel = false;
|
||||
|
||||
public:
|
||||
void show_usage(const char* cmd)
|
||||
@@ -198,7 +198,7 @@ int main(int argc, char* argv[])
|
||||
}
|
||||
else if(arg.data_type == 3)
|
||||
{
|
||||
pass = reduce_blockwise_test<int8_t, float, ReduceOpId, PropagateNan, OutputIndex>(
|
||||
pass = reduce_blockwise_test<int8_t, int32_t, ReduceOpId, PropagateNan, OutputIndex>(
|
||||
arg.do_verification,
|
||||
arg.init_method,
|
||||
arg.time_kernel,
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <numeric>
|
||||
@@ -20,6 +20,10 @@
|
||||
#include "ck/library/utility/host_tensor_generator.hpp"
|
||||
#include "ck/library/utility/host_common_util.hpp"
|
||||
|
||||
using ::ck::DeviceMem;
|
||||
using ::ck::HostTensorDescriptor;
|
||||
using ::ck::Tensor;
|
||||
|
||||
using namespace ck;
|
||||
using namespace ck::tensor_operation::device;
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#pragma once
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
||||
// SPDX-License-Identifier: MIT
|
||||
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
|
||||
|
||||
#include <iostream>
|
||||
#include <initializer_list>
|
||||
@@ -31,7 +31,7 @@ class SimpleAppArgs
|
||||
bool do_verification = true;
|
||||
int data_type = 1;
|
||||
int init_method = 2;
|
||||
bool time_kernel = true;
|
||||
bool time_kernel = false;
|
||||
|
||||
public:
|
||||
void show_usage(const char* cmd)
|
||||
|
||||
Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user