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authorGian Marco Iodice <gianmarco.iodice@arm.com>2018-12-12 10:18:04 +0000
committerGian Marco Iodice <gianmarco.iodice@arm.com>2018-12-14 14:57:48 +0000
commitbf9731edfa0439cad4d70efc3065e71e199c62b8 (patch)
tree71340a3d04a6294744c642ed6e4a56c0e8a77592 /arm_compute
parent92e278d5f462c930af1947883a5f48c10586ae9c (diff)
downloadComputeLibrary-bf9731edfa0439cad4d70efc3065e71e199c62b8.tar.gz
COMPMID-1687: Optimize CLGEMMMatrixMultiplyKernel for Mali-G76 - Part1
The current implementation is limited just to FP32 Change-Id: I185ab57e483e879d7c301e9cc3033efc8b41e244 Reviewed-on: https://review.mlplatform.org/389 Reviewed-by: Anthony Barbier <Anthony.barbier@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
Diffstat (limited to 'arm_compute')
-rw-r--r--arm_compute/core/CL/CLKernels.h1
-rw-r--r--arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h88
-rw-r--r--arm_compute/core/utils/misc/ShapeCalculator.h25
-rw-r--r--arm_compute/runtime/CL/functions/CLGEMM.h40
4 files changed, 139 insertions, 15 deletions
diff --git a/arm_compute/core/CL/CLKernels.h b/arm_compute/core/CL/CLKernels.h
index 37b92f2d6c..d89426dd32 100644
--- a/arm_compute/core/CL/CLKernels.h
+++ b/arm_compute/core/CL/CLKernels.h
@@ -78,6 +78,7 @@
#include "arm_compute/core/CL/kernels/CLGEMMMatrixAccumulateBiasesKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixAdditionKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyKernel.h"
+#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixVectorMultiplyKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h"
diff --git a/arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h b/arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h
new file mode 100644
index 0000000000..d0f67e6f2c
--- /dev/null
+++ b/arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h
@@ -0,0 +1,88 @@
+/*
+ * Copyright (c) 2018 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_CLGEMMMATRIXMULTIPLYRESHAPEDKERNEL_H__
+#define __ARM_COMPUTE_CLGEMMMATRIXMULTIPLYRESHAPEDKERNEL_H__
+
+#include "arm_compute/core/CL/ICLKernel.h"
+
+namespace arm_compute
+{
+class ICLTensor;
+
+/** OpenCL kernel to multiply matrices when both the input matrices LHS (input0) and RHS (input1) have been reshaped
+ *
+ * @note The input matrices @p input0 and @p input1 must be reshaped through @ref CLGEMMReshapeLHSMatrixKernel and @ref CLGEMMReshapeRHSMatrixKernel
+ */
+class CLGEMMMatrixMultiplyReshapedKernel : public ICLKernel
+{
+public:
+ /** Default Constructor */
+ CLGEMMMatrixMultiplyReshapedKernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CLGEMMMatrixMultiplyReshapedKernel(const CLGEMMMatrixMultiplyReshapedKernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CLGEMMMatrixMultiplyReshapedKernel &operator=(const CLGEMMMatrixMultiplyReshapedKernel &) = delete;
+ /** Allow instances of this class to be moved */
+ CLGEMMMatrixMultiplyReshapedKernel(CLGEMMMatrixMultiplyReshapedKernel &&) = default;
+ /** Allow instances of this class to be moved */
+ CLGEMMMatrixMultiplyReshapedKernel &operator=(CLGEMMMatrixMultiplyReshapedKernel &&) = default;
+ /** Initialise the kernel's input and output.
+ *
+ * @param[in] input0 Input tensor containing the LHS reshaped matrix. Data type supported: F32/F16
+ * @param[in] input1 Input tensor containing the RHS reshaped matrix. Data type supported: same as @p input0
+ * @param[out] output Output tensor to store the result of matrix multiplication. Data type supported: same as @p input0
+ * @param[in] alpha Weight of the matrix product
+ * @param[in] lhs_info LHS matrix information used for reshaping the input0 tensor
+ * @param[in] rhs_info RHS matrix information used for reshaping the input1 tensor
+ * @param[in] gemm_info GEMM information used to retrieve the original dimensions of the input matrices
+ */
+ void configure(const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output, float alpha, const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info,
+ const GEMMReshapeInfo &gemm_info);
+ /** Static function to check if given info will lead to a valid configuration of @ref CLGEMMMatrixMultiplyReshapedKernel
+ *
+ * @param[in] input0 Input tensor containing the LHS reshaped matrix. Data type supported: F32/F16
+ * @param[in] input1 Input tensor containing the RHS reshaped matrix. Data type supported: same as @p input0
+ * @param[in] output Output tensor to store the result of matrix multiplication. Data type supported: same as @p input0
+ * @param[in] alpha Weight of the matrix product
+ * @param[in] lhs_info LHS matrix information used for reshaping the input0 tensor
+ * @param[in] rhs_info RHS matrix information used for reshaping the input1 tensor
+ * @param[in] gemm_info GEMM information used to retrieve the original dimensions of the input matrices
+ *
+ * @return a status
+ */
+ static Status validate(const ITensorInfo *input0, const ITensorInfo *input1, const ITensorInfo *output, float alpha, const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info,
+ const GEMMReshapeInfo &gemm_info);
+
+ // Inherited methods overridden:
+ void run(const Window &window, cl::CommandQueue &queue) override;
+
+private:
+ const ICLTensor *_input0;
+ const ICLTensor *_input1;
+ ICLTensor *_output;
+ bool _slide_matrix_b;
+ bool _reinterpret_output_as_3d;
+};
+} // namespace arm_compute
+#endif /*__ARM_COMPUTE_CLGEMMMATRIXMULTIPLYRESHAPEDKERNEL_H__*/ \ No newline at end of file
diff --git a/arm_compute/core/utils/misc/ShapeCalculator.h b/arm_compute/core/utils/misc/ShapeCalculator.h
index 33893ad877..f41d00f54d 100644
--- a/arm_compute/core/utils/misc/ShapeCalculator.h
+++ b/arm_compute/core/utils/misc/ShapeCalculator.h
@@ -619,6 +619,31 @@ inline TensorShape compute_mm_shape(const ITensorInfo &input0, const ITensorInfo
return output_shape;
}
+inline TensorShape compute_mm_shape(const ITensorInfo &input0, const ITensorInfo &input1, const GEMMReshapeInfo &gemm_info)
+{
+ ARM_COMPUTE_ERROR_ON_MSG(input0.num_dimensions() > 4, "The number of dimensions for the matrix A must be <= 4");
+
+ const bool reinterpret_output_as_3d = gemm_info.depth_output_gemm3d() != 0;
+ const int depth_output_gemm3d = reinterpret_output_as_3d ? gemm_info.depth_output_gemm3d() : 1;
+
+ // If the output of GEMM has to be reinterpreted as 3D, the number of input0 rows (M) is obtained collapsing the second and third
+ // dimension of the output tensor
+ const int dim0 = gemm_info.n();
+ const int dim1 = gemm_info.m() / depth_output_gemm3d;
+ const int dim2 = input0.tensor_shape()[2];
+ const int dim3 = input0.tensor_shape()[3];
+
+ TensorShape output_shape{ input0.tensor_shape() };
+
+ output_shape.set(0, dim0);
+ output_shape.set(1, dim1);
+ output_shape.set(2, reinterpret_output_as_3d ? depth_output_gemm3d : dim2);
+ output_shape.set(3, reinterpret_output_as_3d ? dim2 : dim3);
+ output_shape.set(4, reinterpret_output_as_3d ? dim3 : 1);
+
+ return output_shape;
+}
+
inline TensorShape compute_output_stage_shape(const ITensorInfo &input, unsigned int gemm_3d_depth = 1, bool batch_size_on_z = false)
{
ARM_COMPUTE_ERROR_ON(input.data_layout() != DataLayout::NHWC && gemm_3d_depth > 1);
diff --git a/arm_compute/runtime/CL/functions/CLGEMM.h b/arm_compute/runtime/CL/functions/CLGEMM.h
index c4513f29d9..7d47194e56 100644
--- a/arm_compute/runtime/CL/functions/CLGEMM.h
+++ b/arm_compute/runtime/CL/functions/CLGEMM.h
@@ -27,6 +27,9 @@
#include "arm_compute/core/CL/kernels/CLGEMMInterleave4x4Kernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixAdditionKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyKernel.h"
+#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h"
+#include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h"
+#include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h"
#include "arm_compute/core/CL/kernels/CLGEMMTranspose1xWKernel.h"
#include "arm_compute/runtime/CL/CLMemoryGroup.h"
#include "arm_compute/runtime/CL/CLTensor.h"
@@ -39,9 +42,12 @@ class ICLTensor;
/** Basic function to execute GEMM on OpenCL. This function calls the following OpenCL kernels:
*
- * -# @ref CLGEMMInterleave4x4Kernel (only if the reshaped GEMM is selected by the heuristic model)
- * -# @ref CLGEMMTranspose1xWKernel (only if the reshaped GEMM is selected by the heuristic model)
- * -# @ref CLGEMMMatrixMultiplyKernel
+ * -# @ref CLGEMMInterleave4x4Kernel (only if the reshaped GEMM is selected by the heuristic model and the GPU target is NOT Mali-G76)
+ * -# @ref CLGEMMReshapeLHSMatrixKernel (only if the reshaped GEMM is selected by the heuristic model and the GPU target IS Mali-G76)
+ * -# @ref CLGEMMTranspose1xWKernel (only if the reshaped GEMM is selected by the heuristic model and the GPU target is NOT Mali-G76)
+ * -# @ref CLGEMMReshapeRHSMatrixKernel (only if the reshaped GEMM is selected by the heuristic model and the GPU target IS Mali-G76)
+ * -# @ref CLGEMMMatrixMultiplyKernel (if GPU target is NOT G76 or if the reshaped GEMM is NOT selected)
+ * -# @ref CLGEMMMatrixMultiplyReshapedKernel (only if the reshaped GEMM is selected by the heuristic model and the GPU target IS Mali-G76)
* -# @ref CLGEMMMatrixAdditionKernel (if c != nullptr and beta != 0.0)
*
*/
@@ -100,18 +106,22 @@ public:
void prepare() override;
private:
- CLMemoryGroup _memory_group;
- CLGEMMInterleave4x4Kernel _interleave_kernel;
- CLGEMMTranspose1xWKernel _transpose_kernel;
- CLGEMMMatrixMultiplyKernel _mm_kernel;
- CLGEMMMatrixAdditionKernel _ma_kernel;
- CLTensor _tmp_a;
- CLTensor _tmp_b;
- const ICLTensor *_original_b;
- bool _is_interleaved_transposed;
- bool _run_addition;
- bool _reshape_b_only_on_first_run;
- bool _is_prepared;
+ CLMemoryGroup _memory_group;
+ CLGEMMInterleave4x4Kernel _interleave_kernel; // TODO - COMPMID-1835: Remove this kernel and use CLGEMMReshapeLHSMatrixKernel
+ CLGEMMTranspose1xWKernel _transpose_kernel; // TODO - COMPMID-1836: Remove this kernel and use CLGEMMReshapeRHSMatrixKernel
+ CLGEMMMatrixMultiplyKernel _mm_kernel;
+ CLGEMMMatrixAdditionKernel _ma_kernel;
+ CLGEMMReshapeLHSMatrixKernel _reshape_lhs_kernel;
+ CLGEMMReshapeRHSMatrixKernel _reshape_rhs_kernel;
+ CLGEMMMatrixMultiplyReshapedKernel _mm_reshaped_kernel;
+ CLTensor _tmp_a;
+ CLTensor _tmp_b;
+ const ICLTensor *_original_b;
+ bool _is_interleaved_transposed;
+ bool _run_addition;
+ bool _reshape_b_only_on_first_run;
+ bool _is_prepared;
+ bool _is_G76_path; // TODO: To be removed once completed COMPMID-1835 and COMPMID-1836
};
}