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authorRamy Elgammal <ramy.elgammal@arm.com>2023-03-24 11:42:03 +0000
committerRamy Elgammal <ramy.elgammal@arm.com>2023-04-03 14:57:16 +0000
commitf26ea2f8cc957a1e6faf0361dea805fb2e236061 (patch)
treeed8acee5615236a1638445d3743230ea7a59c8f5 /arm_compute
parentfff9a4cb56d3d3dbfe85db555eea4bc9b3143996 (diff)
downloadComputeLibrary-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')
-rw-r--r--arm_compute/runtime/CL/CLFunctions.h3
-rw-r--r--arm_compute/runtime/CL/functions/CLMatMul.h99
2 files changed, 101 insertions, 1 deletions
diff --git a/arm_compute/runtime/CL/CLFunctions.h b/arm_compute/runtime/CL/CLFunctions.h
index e37134d454..26e459680c 100644
--- a/arm_compute/runtime/CL/CLFunctions.h
+++ b/arm_compute/runtime/CL/CLFunctions.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2016-2022 Arm Limited.
+ * Copyright (c) 2016-2023 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -77,6 +77,7 @@
#include "arm_compute/runtime/CL/functions/CLLogicalAnd.h"
#include "arm_compute/runtime/CL/functions/CLLogicalNot.h"
#include "arm_compute/runtime/CL/functions/CLLogicalOr.h"
+#include "arm_compute/runtime/CL/functions/CLMatMul.h"
#include "arm_compute/runtime/CL/functions/CLMaxUnpoolingLayer.h"
#include "arm_compute/runtime/CL/functions/CLMeanStdDevNormalizationLayer.h"
#include "arm_compute/runtime/CL/functions/CLNormalizationLayer.h"
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 */