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authorGiorgio Arena <giorgio.arena@arm.com>2018-04-26 18:52:01 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:51:50 +0000
commit657bdb358c95ccd6bb07594a01625a7d7bacd32f (patch)
tree65ac93ea1c2c65b9815734433f2a930929aa169a /arm_compute/runtime/NEON/functions/NEConvertFullyConnectedWeights.h
parent3d1489de593574e65ef1e64a7ae64e4e56c2978b (diff)
downloadComputeLibrary-657bdb358c95ccd6bb07594a01625a7d7bacd32f.tar.gz
COMPMID-1050 CL/NEON: Create a function to convert the 2D weights of FC layer from NHWC to NCHW and viceversa
Change-Id: If77ffeb92b6eb883e5d2d2c97c2c4d1d23d17c8d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129257 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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+/*
+ * 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_NECONVERTFULLYCONNECTEDWEIGHTS_H__
+#define __ARM_COMPUTE_NECONVERTFULLYCONNECTEDWEIGHTS_H__
+
+#include "arm_compute/core/NEON/kernels/NEConvertFullyConnectedWeightsKernel.h"
+#include "arm_compute/runtime/IFunction.h"
+#include "arm_compute/runtime/NEON/NEScheduler.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** Basic function to run @ref NEConvertFullyConnectedWeightsKernel. */
+class NEConvertFullyConnectedWeights : public IFunction
+{
+public:
+ /** Default constructor */
+ NEConvertFullyConnectedWeights();
+ /** Initialize the function.
+ *
+ * @param[in] input Source weights tensor to convert. Must be 2 dimensional. Data types supported: U8/S8/QS8/QASYMM8/U16/S16/QS16/U32/S32/QS32/F16/F32.
+ * @param[out] output The converted weights tensor. Shape and Data Type: Same as @p input.
+ * @param[in] original_input_shape Shape of the original input tensor (the one entering fully connected layer). Must be in NCHW format.
+ * @param[in] data_layout The data layout the weights have been trained in.
+ */
+ void configure(const ITensor *input, ITensor *output, const TensorShape &original_input_shape, DataLayout data_layout);
+ /** Static function to check if given info will lead to a valid configuration of @ref NEConvertFullyConnectedWeights
+ *
+ * @param[in] input Source weights tensor info to convert. Must be 2 dimensional. Data types supported: U8/S8/QS8/QASYMM8/U16/S16/QS16/U32/S32/QS32/F16/F32.
+ * @param[in] output The converted weights tensor info. Shape and Data Type: Same as @p input.
+ * @param[in] original_input_shape Shape of the original input tensor (the one entering fully connected layer). Must be in NCHW format.
+ * @param[in] data_layout The data layout the weights have been trained in.
+ */
+ static Status validate(const ITensorInfo *input, const ITensorInfo *output, const TensorShape &original_input_shape, DataLayout data_layout);
+
+ // Inherited methods overriden:
+ void run() override;
+
+private:
+ NEConvertFullyConnectedWeightsKernel _kernel;
+};
+}
+#endif /* __ARM_COMPUTE_NECONVERTFULLYCONNECTEDWEIGHTS_H__ */