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author | Ramy Elgammal <ramy.elgammal@arm.com> | 2023-03-24 11:42:03 +0000 |
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committer | Ramy Elgammal <ramy.elgammal@arm.com> | 2023-04-03 14:57:16 +0000 |
commit | f26ea2f8cc957a1e6faf0361dea805fb2e236061 (patch) | |
tree | ed8acee5615236a1638445d3743230ea7a59c8f5 /src/gpu/cl/operators/ClMatMul.h | |
parent | fff9a4cb56d3d3dbfe85db555eea4bc9b3143996 (diff) | |
download | ComputeLibrary-f26ea2f8cc957a1e6faf0361dea805fb2e236061.tar.gz |
Implement MatMul Function
Resolves: COMPMID-5949
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Change-Id: Idd8cfe6ea94a14f0b23178f6781251b5f0955563
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9390
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/gpu/cl/operators/ClMatMul.h')
-rw-r--r-- | src/gpu/cl/operators/ClMatMul.h | 84 |
1 files changed, 84 insertions, 0 deletions
diff --git a/src/gpu/cl/operators/ClMatMul.h b/src/gpu/cl/operators/ClMatMul.h new file mode 100644 index 0000000000..894b8d5816 --- /dev/null +++ b/src/gpu/cl/operators/ClMatMul.h @@ -0,0 +1,84 @@ +/* + * 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 ARM_COMPUTE_SRC_GPU_CL_OPERATORS_ClMatMul +#define ARM_COMPUTE_SRC_GPU_CL_OPERATORS_ClMatMul + +#include "src/gpu/cl/IClOperator.h" +#include "src/gpu/cl/kernels/ClNativeMatMulKernel.h" +#include <memory> + +namespace arm_compute +{ +namespace opencl +{ +/** Basic operator to execute BatchMatMul on OpenCL. This operator calls the following OpenCL kernels: + * + * -# @ref kernels::ClNativeMatMulKernel + */ +class ClMatMul : public IClOperator +{ +public: + /** Constructor */ + ClMatMul(); + ~ClMatMul(); + /** Initialise the kernel's inputs and output + * + * Valid data layouts: + * - All + * + * Valid data type configurations: + * |lhs |rhs |output | + * |:------------|:------------|:------------| + * |F32 |F32 |F32 | + * |F16 |F16 |F16 | + * + * @note BatchMatMul: Batched Matrix Multiply - [A * B], Multiplies all slices (slice is an element of a batch) of Tensors A and B + * and stores the result in the dst tensor of the same batch size. + * Batch here is number of slices from A and B multiplied at a time, do not confuse with the batch dimension 'N' of NHWC/NCHW + * For NHWC for example: the batch is the higher dimensions H * N, and in general it is H * all higher dimensions. + * @note All tensors must have the same data type. + * + * @param[in] compile_context The compile context to be used. + * @param[in] lhs LHS input tensor info (Matrix A). Data types supported: F16/F32 + * @param[in] rhs RHS input tensor info (Matrix B). Data types supported: same as @p lhs. + * @param[out] output Output tensor info. Data types supported: same as @p lhs + * @param[in] matmul_info Attributes for MatMul + */ + void configure(const CLCompileContext &compile_context, ITensorInfo *lhs, ITensorInfo *rhs, ITensorInfo *output, const MatMulInfo &matmul_info); + /** Static function to check if given info will lead to a valid configuration + * + * Similar to @ref ClMatMul::configure() + * + * @return a status + */ + static Status validate(const ITensorInfo *lhs, const ITensorInfo *rhs, const ITensorInfo *output, const MatMulInfo &matmul_info); + // Inherited methods overridden: + void run(ITensorPack &tensors) override; + +private: + std::unique_ptr<kernels::ClNativeMatMulKernel> _native_matmul_kernel; +}; +} // namespace opencl +} // namespace arm_compute +#endif // ARM_COMPUTE_SRC_GPU_CL_OPERATORS_ClMatMul |