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Composable Kernel: /home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-composable-kernel/checkouts/develop/include/ck_tile/host/reference/reference_batched_gemm.hpp Source File
reference_batched_gemm.hpp
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1 // SPDX-License-Identifier: MIT
2 // Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
3 
4 #pragma once
5 
6 #include "ck_tile/core.hpp"
8 #include <thread>
9 
10 namespace ck_tile {
11 
12 template <typename ADataType,
13  typename BDataType,
14  typename AccDataType,
15  typename CDataType,
16  typename AElementOp = ck_tile::identity,
17  typename BElementOp = ck_tile::identity,
18  typename ACCElementOp = ck_tile::identity>
20  const HostTensor<BDataType>& b_b_n_k,
21  HostTensor<CDataType>& c_b_m_n,
22  const AElementOp& a_element_op = {},
23  const BElementOp& b_element_op = {},
24  const ACCElementOp& acc_element_op = {})
25 {
26  const int N = b_b_n_k.mDesc.get_lengths()[1];
27  const int K = b_b_n_k.mDesc.get_lengths()[2];
28 
29  auto f = [&](auto batch, auto m) {
30  for(int n = 0; n < N; ++n)
31  {
32  AccDataType v_acc = 0;
33 
34  for(int k = 0; k < K; ++k)
35  {
36  ADataType v_a = a_element_op(a_b_m_k(batch, m, k));
37  BDataType v_b = b_element_op(b_b_n_k(batch, n, k));
38 
39  v_acc += ck_tile::type_convert<AccDataType>(v_a) *
40  ck_tile::type_convert<AccDataType>(v_b);
41  }
42 
43  c_b_m_n(batch, m, n) = ck_tile::type_convert<CDataType>(acc_element_op(v_acc));
44  }
45  };
46 
47  make_ParallelTensorFunctor(f, c_b_m_n.mDesc.get_lengths()[0], c_b_m_n.mDesc.get_lengths()[1])(
48  std::thread::hardware_concurrency());
49 }
50 } // namespace ck_tile
#define CK_TILE_HOST
Definition: config.hpp:40
Definition: cluster_descriptor.hpp:13
CK_TILE_HOST auto make_ParallelTensorFunctor(F f, Xs... xs)
Definition: host_tensor.hpp:329
CK_TILE_HOST void reference_batched_gemm(const HostTensor< ADataType > &a_b_m_k, const HostTensor< BDataType > &b_b_n_k, HostTensor< CDataType > &c_b_m_n, const AElementOp &a_element_op={}, const BElementOp &b_element_op={}, const ACCElementOp &acc_element_op={})
Definition: reference_batched_gemm.hpp:19
const std::vector< std::size_t > & get_lengths() const
Definition: host_tensor.hpp:198
Definition: host_tensor.hpp:336
Descriptor mDesc
Definition: host_tensor.hpp:800
Definition: functional.hpp:86