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authorsteniu01 <steven.niu@arm.com>2017-07-18 17:37:43 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-09-17 14:16:42 +0100
commit27b386cb7596542a3296c32e41f7a5168b4d53be (patch)
tree8c4eb09de748069f4426dd012798933fadc88e03 /arm_compute/core/CL
parent1b80b6c7255e41257fed3b4dd0fa018e2eeee4c2 (diff)
downloadComputeLibrary-27b386cb7596542a3296c32e41f7a5168b4d53be.tar.gz
COMPMID-355 Implement 3x3 CL direct convolution
Change-Id: I1b44dc375045964e65557f0ead57a7c12d6bf097 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81418 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Diffstat (limited to 'arm_compute/core/CL')
-rw-r--r--arm_compute/core/CL/CLKernels.h1
-rw-r--r--arm_compute/core/CL/kernels/CLDirectConvolutionLayerKernel.h86
2 files changed, 87 insertions, 0 deletions
diff --git a/arm_compute/core/CL/CLKernels.h b/arm_compute/core/CL/CLKernels.h
index 0e9f356e52..cf36beffa3 100644
--- a/arm_compute/core/CL/CLKernels.h
+++ b/arm_compute/core/CL/CLKernels.h
@@ -46,6 +46,7 @@
#include "arm_compute/core/CL/kernels/CLDepthConvertKernel.h"
#include "arm_compute/core/CL/kernels/CLDerivativeKernel.h"
#include "arm_compute/core/CL/kernels/CLDilateKernel.h"
+#include "arm_compute/core/CL/kernels/CLDirectConvolutionLayerKernel.h"
#include "arm_compute/core/CL/kernels/CLErodeKernel.h"
#include "arm_compute/core/CL/kernels/CLFastCornersKernel.h"
#include "arm_compute/core/CL/kernels/CLFillBorderKernel.h"
diff --git a/arm_compute/core/CL/kernels/CLDirectConvolutionLayerKernel.h b/arm_compute/core/CL/kernels/CLDirectConvolutionLayerKernel.h
new file mode 100644
index 0000000000..28eecf029a
--- /dev/null
+++ b/arm_compute/core/CL/kernels/CLDirectConvolutionLayerKernel.h
@@ -0,0 +1,86 @@
+/*
+ * 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_CLDIRECTCONVOLUTIONLAYERKERNEL_H__
+#define __ARM_COMPUTE_CLDIRECTCONVOLUTIONLAYERKERNEL_H__
+
+#include "arm_compute/core/CL/ICLKernel.h"
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+class ICLTensor;
+
+/** Interface for the direct convolution kernel.
+ */
+template <unsigned int kernel_size>
+class CLDirectConvolutionLayerKernel : public ICLKernel
+{
+public:
+ /** Default constructor */
+ CLDirectConvolutionLayerKernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CLDirectConvolutionLayerKernel(const CLDirectConvolutionLayerKernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ CLDirectConvolutionLayerKernel &operator=(const CLDirectConvolutionLayerKernel &) = delete;
+ /** Allow instances of this class to be moved */
+ CLDirectConvolutionLayerKernel(CLDirectConvolutionLayerKernel &&) = default;
+ /** Allow instances of this class to be moved */
+ CLDirectConvolutionLayerKernel &operator=(CLDirectConvolutionLayerKernel &&) = default;
+ /** Default destructor */
+ ~CLDirectConvolutionLayerKernel() = default;
+ /** Set the input, weights, biases and output tensors.
+ *
+ * @param[in] input The input tensor to convolve. 3 lower dimensions represent a single input [width, height, IFM],
+ * while every optional dimension from 4 and above represent a batch of inputs. Data types supported: F32.
+ * @param[in] weights Weights tensor. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM].
+ * The 3rd dimension must be the same as the input's volume 3rd dimension.
+ * Data type supported:Same as @p input.
+ * @param[in] biases Biases tensor. Biases are 1D tensor with dimension [OFM]. Data type supported: Same as @p input.
+ * @param[out] output Output tensor.
+ * The 3rd dimensions must be equal to the 4th dimension of the @p kernels tensor. Data types supported: Same as @p input.
+ * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo.
+ */
+ void configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, const PadStrideInfo &conv_info);
+
+ // Inherited methods overridden:
+ BorderSize border_size() const override;
+
+ // Inherited methods overridden:
+ void run(const Window &window, cl::CommandQueue &queue) override;
+
+private:
+ const ICLTensor *_input;
+ const ICLTensor *_biases;
+ const ICLTensor *_weights;
+ ICLTensor *_output;
+ BorderSize _border_size;
+ int _conv_pad_x;
+ int _conv_pad_y;
+ int _conv_stride_x;
+ int _conv_stride_y;
+};
+
+using CLDirectConvolutionLayer3x3Kernel = CLDirectConvolutionLayerKernel<3>;
+}
+#endif /*__ARM_COMPUTE_CLDIRECTCONVOLUTIONLAYERKERNEL_H__ */