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authorAnthony Barbier <anthony.barbier@arm.com>2017-10-26 15:23:08 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commit7068f9900d136312318ff430aef588b14e0c87ad (patch)
treeb57ca81231860f1d8755e6f18e5be7c959fb60c6 /arm_compute/runtime/GLES_COMPUTE/functions/GCFullyConnectedLayer.h
parentd60737592736715dcfd0520535c48190d4ac77d2 (diff)
downloadComputeLibrary-7068f9900d136312318ff430aef588b14e0c87ad.tar.gz
COMPMID-631: Merge branches/gles_compute branch
Last commit: commit b25c5f68042b0c81bf611d59a1bb8535e1c42497 Author: Xinghang Zhou <xinghang.zhou@arm.com> Date: Wed Oct 25 18:48:10 2017 +0800 Synced validation's tolerances of GCSoftmax from cl side Change-Id: Ibe72054205c1c8721845d679a31af7ed0a7c5cf6 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/93283 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
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+/*
+ * Copyright (c) 2017 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_GCFULLYCONNECTEDLAYER_H__
+#define __ARM_COMPUTE_GCFULLYCONNECTEDLAYER_H__
+
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCGEMMMatrixAccumulateBiasesKernel.h"
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCGEMMMatrixMultiplyKernel.h"
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCIm2ColKernel.h"
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCTransposeKernel.h"
+#include "arm_compute/runtime/GLES_COMPUTE/GCTensor.h"
+#include "arm_compute/runtime/GLES_COMPUTE/IGCSimpleFunction.h"
+
+namespace arm_compute
+{
+/** Basic function to reshape the weights of Fully Connected layer with OpenGL ES. This function calls the following kernels:
+ *
+ * -# @ref GCTransposeKernel
+ *
+ * @note The fully connected layer accepts "weights" tensors only with 2 dimensions.
+ */
+class GCFullyConnectedLayerReshapeWeights : public IGCSimpleFunction
+{
+public:
+ /** Set the input and output tensors.
+ *
+ * @param[in] input Weights tensor. The weights must be 2 dimensional. Data types supported: F16/F32.
+ * @param[out] output Destination tensor which stores the transposed input tensor. Data type supported: Same as @p input.
+ */
+ void configure(const IGCTensor *input, IGCTensor *output);
+};
+
+/** Basic function to compute a Fully Connected layer on OpenGL ES. This function calls the following OpenGL ES kernels:
+ *
+ * -# @ref GCIm2ColKernel (called when the input comes from a convolutional layer)
+ * -# @ref GCFullyConnectedLayerReshapeWeights (if @p are_weights_reshaped is set to false and transpose_weights is set to true ) (called once)
+ * -# @ref GCGEMMMatrixMultiplyKernel
+ * -# @ref GCGEMMMatrixAccumulateBiasesKernel (if @p biases is not equal to nullptr)
+ *
+ * @note The fully connected layer accepts "weights" tensors only with 2 dimensions.
+ */
+class GCFullyConnectedLayer : public IFunction
+{
+public:
+ /** Constructor */
+ GCFullyConnectedLayer();
+ /** Set the input and output tensors.
+ *
+ * @param[in] input Source tensor. Data type supported: F16/F32.
+ * @param[in] weights Weights tensor. The weights must be 2 dimensional. Data type supported: Same as @p input
+ * @param[in] biases Bias tensor. It can be nullptr. Data type supported:Same as @p input.
+ * @param[out] output Destination tensor. Data type supported: Same as @p input.
+ * @param[in] transpose_weights (Optional) Transpose weights if true. Defaults to true.
+ * @param[in] are_weights_reshaped (Optional) Reshape the weights tensor if false. Defaults to false.
+ */
+ void configure(const IGCTensor *input, const IGCTensor *weights, const IGCTensor *biases, IGCTensor *output, bool transpose_weights = true, bool are_weights_reshaped = false);
+
+ //Inherited methods override
+ void run() override;
+
+private:
+ void configure_fc_fc(const IGCTensor *input, const IGCTensor *weights, IGCTensor *output);
+ void configure_conv_fc(const IGCTensor *input, const IGCTensor *weights, IGCTensor *output);
+
+ GCIm2ColKernel _im2col_kernel;
+ GCFullyConnectedLayerReshapeWeights _reshape_weights_kernel;
+ GCGEMMMatrixMultiplyKernel _mm_kernel;
+ GCGEMMMatrixAccumulateBiasesKernel _accumulate_biases_kernel;
+ GCTensor _im2col_output;
+ GCTensor _reshape_weights_output;
+ bool _are_weights_reshaped;
+ bool _is_fc_after_conv;
+ bool _accumulate_biases;
+};
+}
+#endif /* __ARM_COMPUTE_GCFULLYCONNECTEDLAYER_H__ */