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| 1 | +//==----------------------------------------------------------------------------==// |
| 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 | + |
| 9 | +// TODO: add this test to XMX8 and SG32 folders |
| 10 | +#include "common.hpp" |
| 11 | +#define SG_SZ 16 |
| 12 | + |
| 13 | +using namespace sycl; |
| 14 | +using namespace sycl::ext::oneapi::experimental::matrix; |
| 15 | + |
| 16 | +template <typename T1, typename T2, size_t TM, size_t TN, size_t TK> |
| 17 | +void matrix_fill_store(big_matrix<T1, TM, TN> &C, big_matrix<T2, TM, TK> &A, |
| 18 | + big_matrix<T2, TK / 2, TN * 2> &B) { |
| 19 | + buffer<bfloat16, 2> bufA(A.get_data(), range<2>(TM, TK)); |
| 20 | + buffer<bfloat16, 2> bufB(B.get_data(), range<2>(TK / 2, TN * 2)); |
| 21 | + buffer<float, 2> bufC((float *)C.get_data(), range<2>(TM, TN)); |
| 22 | + |
| 23 | + queue q; |
| 24 | + q.submit([&](handler &cgh) { |
| 25 | + auto accC = bufC.get_access<access::mode::read_write>(cgh); |
| 26 | + auto accA = bufA.get_access<access::mode::read_write>(cgh); |
| 27 | + auto accB = bufB.get_access<access::mode::read_write>(cgh); |
| 28 | + |
| 29 | + cgh.parallel_for( |
| 30 | + nd_range<2>({1, 1 * SG_SZ}, {1, 1 * SG_SZ}), |
| 31 | + [=](nd_item<2> spmd_item) [[intel::reqd_sub_group_size(SG_SZ)]] { |
| 32 | + const auto global_idx = spmd_item.get_global_id(0); |
| 33 | + const auto global_idy = spmd_item.get_global_id(1); |
| 34 | + const auto sg_startx = global_idx - spmd_item.get_local_id(0); |
| 35 | + const auto sg_starty = global_idy - spmd_item.get_local_id(1); |
| 36 | + |
| 37 | + sub_group sg = spmd_item.get_sub_group(); |
| 38 | + joint_matrix<sub_group, bfloat16, use::a, TM, TK, layout::row_major> |
| 39 | + sub_a; |
| 40 | + |
| 41 | + // For B, we assume B has been already VNNIed. |
| 42 | + joint_matrix<sub_group, bfloat16, use::b, TK, TN, |
| 43 | + layout::ext_intel_packed> |
| 44 | + sub_b; |
| 45 | + joint_matrix<sub_group, float, use::accumulator, TM, TN> sub_c; |
| 46 | + |
| 47 | + // TODO: uncomment these calls to add testing for other types of |
| 48 | + // matrices |
| 49 | + // joint_matrix_fill(sg, sub_a, 5.0); |
| 50 | + // joint_matrix_fill(sg, sub_b, 5.0); |
| 51 | + joint_matrix_fill(sg, sub_c, 5.0); |
| 52 | + |
| 53 | + ext::intel::experimental::matrix::joint_matrix_store( |
| 54 | + sg, sub_a, accA.template get_multi_ptr<access::decorated::no>(), |
| 55 | + TK); |
| 56 | + |
| 57 | + ext::intel::experimental::matrix::joint_matrix_store( |
| 58 | + sg, sub_b, accB.template get_multi_ptr<access::decorated::no>(), |
| 59 | + TN * 2); |
| 60 | + |
| 61 | + joint_matrix_store( |
| 62 | + sg, sub_c, accC.template get_multi_ptr<access::decorated::no>(), |
| 63 | + TN, layout::row_major); |
| 64 | + }); // parallel for |
| 65 | + }).wait(); |
| 66 | +} |
| 67 | + |
| 68 | +template <size_t TM, size_t TN, size_t TK> bool run_test() { |
| 69 | + |
| 70 | + bfloat16 A[TM][TK]; |
| 71 | + bfloat16 A_ref[TM][TK]; |
| 72 | + bfloat16 B[TK / 2][TN * 2]; |
| 73 | + bfloat16 B_ref[TK / 2][TN * 2]; |
| 74 | + float C[TM][TN]; |
| 75 | + float C_ref[TM][TN]; |
| 76 | + |
| 77 | + matrix_fill(TM, TK, (bfloat16 *)A, (bfloat16)0); |
| 78 | + matrix_fill(TK / 2, TN * 2, (bfloat16 *)B, (bfloat16)0); |
| 79 | + matrix_fill(TM, TN, (float *)C, 0.0f); |
| 80 | + |
| 81 | + matrix_fill(TM, TK, (bfloat16 *)A_ref, (bfloat16)5); |
| 82 | + matrix_fill(TK / 2, TN * 2, (bfloat16 *)B_ref, (bfloat16)5); |
| 83 | + matrix_fill(TM, TN, (float *)C_ref, 5.0f); |
| 84 | + |
| 85 | + big_matrix<float, TM, TN> MC((float *)&C); |
| 86 | + big_matrix<bfloat16, TM, TK> MA((bfloat16 *)&A); |
| 87 | + big_matrix<bfloat16, TK / 2, TN * 2> MB((bfloat16 *)&B); |
| 88 | + |
| 89 | + matrix_fill_store(MC, MA, MB); |
| 90 | + |
| 91 | + // TODO: uncomment these calls to verify other types of matrices |
| 92 | + // bool res = matrix_compare(TM, TK, (bfloat16 *)A, (bfloat16 *)A_ref); |
| 93 | + // res &= matrix_compare(TK / 2, TN * 2, (bfloat16 *)B, (bfloat16 *)B_ref); |
| 94 | + // TODO later |
| 95 | + bool res = matrix_compare(TM, TN, (float *)C, (float *)C_ref); |
| 96 | + |
| 97 | + return res; |
| 98 | +} |
| 99 | + |
| 100 | +int main() { |
| 101 | + // TODO: add all supported size and types combinations |
| 102 | + bool res = run_test<8, 16, 16>(); |
| 103 | + res &= run_test<32, 64, 16>(); |
| 104 | + std::cout << (res ? "passed" : "failed") << std::endl; |
| 105 | + return !res; |
| 106 | +} |
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