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| 1 | +//==-------- joint_matrix_down_convert.cpp - DPC++ joint_matrix------------==// |
| 2 | +// |
| 3 | +// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
| 4 | +// See https://llvm.org/LICENSE.txt for license information. |
| 5 | +// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| 6 | +// |
| 7 | +//===----------------------------------------------------------------------===// |
| 8 | +// REQUIRES: matrix |
| 9 | + |
| 10 | +// RUN: %{build} -o %t.out -DSYCL_EXT_ONEAPI_MATRIX_VERSION=4 |
| 11 | +// RUN: %{run} %t.out |
| 12 | + |
| 13 | +#include "common.hpp" |
| 14 | +#include <iostream> |
| 15 | + |
| 16 | +using namespace sycl; |
| 17 | +using namespace sycl::ext::oneapi::experimental::matrix; |
| 18 | + |
| 19 | +constexpr size_t SG_SZ = 16; |
| 20 | + |
| 21 | +constexpr size_t TM = 8; |
| 22 | +// TN and TK must be the same for this test. |
| 23 | +constexpr size_t TN = 16; |
| 24 | +constexpr size_t TK = 16; |
| 25 | + |
| 26 | +template <typename T1, typename T2, size_t M, size_t N, size_t K> |
| 27 | +void matrix_copy(big_matrix<T1, M, N> &C, big_matrix<T2, M, K> &A) { |
| 28 | + size_t NDRangeM = M / TM; |
| 29 | + size_t NDRangeN = N / TN; |
| 30 | + buffer<bfloat16, 2> bufA(A.get_data(), range<2>(M, K)); |
| 31 | + buffer<float, 2> bufC((float *)C.get_data(), range<2>(M, N)); |
| 32 | + |
| 33 | + queue q; |
| 34 | + q.submit([&](handler &cgh) { |
| 35 | + auto accC = bufC.get_access<access::mode::read_write>(cgh); |
| 36 | + auto accA = bufA.get_access<access::mode::write>(cgh); |
| 37 | + |
| 38 | + cgh.parallel_for( |
| 39 | + nd_range<2>({NDRangeM, NDRangeN * SG_SZ}, {1, 1 * SG_SZ}), |
| 40 | + [=](nd_item<2> spmd_item) [[intel::reqd_sub_group_size(SG_SZ)]] { |
| 41 | + // The submatrix API has to be accessed by all the workitems in a |
| 42 | + // subgroup these functions will be called once by the subgroup no |
| 43 | + // code divergence between the workitems |
| 44 | + const auto global_idx = spmd_item.get_global_id(0); |
| 45 | + const auto global_idy = spmd_item.get_global_id(1); |
| 46 | + const auto sg_startx = global_idx - spmd_item.get_local_id(0); |
| 47 | + const auto sg_starty = global_idy - spmd_item.get_local_id(1); |
| 48 | + |
| 49 | + sub_group sg = spmd_item.get_sub_group(); |
| 50 | + joint_matrix<sub_group, bfloat16, use::a, TM, TK, layout::row_major> |
| 51 | + sub_a; |
| 52 | + joint_matrix<sub_group, float, use::accumulator, TM, TN> sub_c; |
| 53 | + |
| 54 | + joint_matrix_load( |
| 55 | + sg, sub_c, |
| 56 | + accC.template get_multi_ptr<access::decorated::no>() + |
| 57 | + (sg_startx * TM) * N + sg_starty / SG_SZ * TN, |
| 58 | + N, layout::row_major); |
| 59 | + // This will be replaced by joint_matrix_copy API |
| 60 | + // joint_matrix_copy(sg, sub_c, sub_ac); |
| 61 | + auto wi_slice_c = |
| 62 | + sycl::ext::intel::experimental::matrix::get_wi_data(sg, sub_c); |
| 63 | + auto wi_slice_a = |
| 64 | + sycl::ext::intel::experimental::matrix::get_wi_data(sg, sub_a); |
| 65 | + for (int i = 0; i < wi_slice_c.length(); i++) { |
| 66 | + wi_slice_a[i] = (bfloat16)wi_slice_c[i]; |
| 67 | + } |
| 68 | + ext::intel::experimental::matrix::joint_matrix_store( |
| 69 | + sg, sub_a, |
| 70 | + accA.template get_multi_ptr<access::decorated::no>() + |
| 71 | + (sg_startx * TM) * N + sg_starty / SG_SZ * TN, |
| 72 | + N); |
| 73 | + }); // parallel for |
| 74 | + }).wait(); |
| 75 | +} |
| 76 | + |
| 77 | +int main() { |
| 78 | + static constexpr size_t MATRIX_M = TM * 2; |
| 79 | + static constexpr size_t MATRIX_N = TN * 2; |
| 80 | + static constexpr size_t MATRIX_K = TK * 2; |
| 81 | + bfloat16 A[MATRIX_M][MATRIX_K]; |
| 82 | + float C[MATRIX_M][MATRIX_N]; |
| 83 | + |
| 84 | + matrix_rand(MATRIX_M, MATRIX_N, *C, (float)5); |
| 85 | + |
| 86 | + big_matrix<float, MATRIX_M, MATRIX_N> MC((float *)&C); |
| 87 | + big_matrix<bfloat16, MATRIX_M, MATRIX_K> MA((bfloat16 *)&A); |
| 88 | + matrix_copy(MC, MA); |
| 89 | + |
| 90 | + bool res = matrix_compare(MATRIX_M, MATRIX_N, *A, *C); |
| 91 | + std::cout << (res ? "passed" : "failed") << std::endl; |
| 92 | + return !res; |
| 93 | +} |
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