diff options
author | Ramy Elgammal <ramy.elgammal@arm.com> | 2023-03-24 11:42:03 +0000 |
---|---|---|
committer | Ramy Elgammal <ramy.elgammal@arm.com> | 2023-04-03 14:57:16 +0000 |
commit | f26ea2f8cc957a1e6faf0361dea805fb2e236061 (patch) | |
tree | ed8acee5615236a1638445d3743230ea7a59c8f5 /arm_compute/runtime/CL/functions/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 'arm_compute/runtime/CL/functions/CLMatMul.h')
-rw-r--r-- | arm_compute/runtime/CL/functions/CLMatMul.h | 99 |
1 files changed, 99 insertions, 0 deletions
diff --git a/arm_compute/runtime/CL/functions/CLMatMul.h b/arm_compute/runtime/CL/functions/CLMatMul.h new file mode 100644 index 0000000000..56dd9c5655 --- /dev/null +++ b/arm_compute/runtime/CL/functions/CLMatMul.h @@ -0,0 +1,99 @@ +/* + * 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_RUNTIME_CL_FUNCTIONS_CLMATMUL +#define ARM_COMPUTE_RUNTIME_CL_FUNCTIONS_CLMATMUL + +#include "arm_compute/runtime/IFunction.h" +#include <memory> +namespace arm_compute +{ +// Forward declarations for used types instead of including their header, that could minimize compile time +class CLCompileContext; +class ICLTensor; +class ITensorInfo; +class MatMulInfo; +class Status; + +/** Basic function to execute MatMul (Matrix Multiplication) on OpenCL */ +class CLMatMul : public IFunction +{ +public: + /** Default constructor.*/ + CLMatMul(); + /** Default destructor */ + ~CLMatMul(); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLMatMul(const CLMatMul &) = delete; + /** Default move constructor */ + CLMatMul(CLMatMul &&); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLMatMul &operator=(const CLMatMul &) = delete; + /** Default move assignment operator */ + CLMatMul &operator=(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 (Matrix or Vector A). Data types supported: F16/F32 + * @param[in] rhs RHS input tensor (Matrix B). Data type supported: same as @p lhs. + * @param[out] output Output tensor. Data type supported: same as @p lhs. + * @param[in] matmul_info Attributes for MatMul + */ + void configure(const CLCompileContext &compile_context, ICLTensor *rhs, ICLTensor *lhs, ICLTensor *output, const MatMulInfo &matmul_info); + /** Initialise the kernel's inputs and output + * + * Similar to @ref CLMatMul::configure() + */ + void configure(ICLTensor *lhs, ICLTensor *rhs, ICLTensor *output, const MatMulInfo &matmul_info); + /** Static function to check if given info will lead to a valid configuration of @ref CLMatMul. + * + * 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() override; + +private: + struct Impl; + std::unique_ptr<Impl> _impl; +}; +} // namespace arm_compute + +#endif /* ARM_COMPUTE_RUNTIME_CL_FUNCTIONS_CLMATMUL */ |