From 2b6ebfe4270b06b09e45f306e8384950aeca7e4e Mon Sep 17 00:00:00 2001 From: Ramy Elgammal Date: Thu, 9 Mar 2023 21:15:37 +0000 Subject: Implement OpenCL MatMul for Lhs NT Rhs T/NT FP32/16 - Implement ClNativeMatMulKernel class - Implement opencl kernel for LHS non-transposed and RHS non-transposed - Implement opencl kernel for LHS non-transposed and RHS transposed - Add test fixture and dataset for matmul - Implement transpose_tensor() for reference implementation to transpose high dimensional tensors Resolves: COMPMID-5944, COMPMID-5951 Co-authored-by: Gunes Bayir Co-authored-by: Ramy Elgammal Change-Id: I1d5b8978f41be27baddb3153ade880472141573f Signed-off-by: Gunes Bayir Signed-off-by: Ramy Elgammal Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9333 Tested-by: Arm Jenkins Reviewed-by: Gian Marco Iodice Benchmark: Arm Jenkins --- tests/datasets/LargeBatchMatMulDataset.h | 60 ++++++++++++++++++++++++++++++++ 1 file changed, 60 insertions(+) create mode 100644 tests/datasets/LargeBatchMatMulDataset.h (limited to 'tests/datasets/LargeBatchMatMulDataset.h') diff --git a/tests/datasets/LargeBatchMatMulDataset.h b/tests/datasets/LargeBatchMatMulDataset.h new file mode 100644 index 0000000000..0d8ff913cf --- /dev/null +++ b/tests/datasets/LargeBatchMatMulDataset.h @@ -0,0 +1,60 @@ +/* + * Copyright (c) 2023 Arm Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#ifndef ACL_TESTS_DATASETS_LARGEBATCHMATMULDATASET +#define ACL_TESTS_DATASETS_LARGEBATCHMATMULDATASET + +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/Types.h" +#include "tests/datasets/BatchMatMulDataset.h" + +namespace arm_compute +{ +namespace test +{ +namespace datasets +{ +class LargeBatchMatMulDataset final : public BatchMatMulDataset +{ +public: + LargeBatchMatMulDataset() + { + add_config(TensorShape(21U, 13U, 3U, 2U), TensorShape(33U, 21U, 3U, 2U), TensorShape(33U, 13U, 3U, 2U)); + add_config(TensorShape(38U, 12U, 1U, 5U), TensorShape(21U, 38U, 1U, 5U), TensorShape(21U, 12U, 1U, 5U)); + add_config(TensorShape(45U, 38U, 3U, 2U), TensorShape(21U, 45U, 3U, 2U), TensorShape(21U, 38U, 3U, 2U)); + } +}; + +class HighDimensionalBatchMatMulDataset final : public BatchMatMulDataset +{ +public: + HighDimensionalBatchMatMulDataset() + { + add_config(TensorShape(5U, 5U, 2U, 2U, 2U, 2U), TensorShape(5U, 5U, 2U, 2U, 2U, 2U), TensorShape(5U, 5U, 2U, 2U, 2U, 2U)); // 6D tensor + } +}; + +} // namespace datasets +} // namespace test +} // namespace arm_compute +#endif /* ACL_TESTS_DATASETS_LARGEBATCHMATMULDATASET */ -- cgit v1.2.1