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authorFrank Lei <frank.lei@arm.com>2018-01-02 16:49:33 +0800
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:42:33 +0000
commit8cdfdb83c89178b5cf654a5b27471950ab1b997e (patch)
tree22dd26543f819bc2214b80f50613eeba70e05271 /arm_compute/core/GLES_COMPUTE
parent02541fb21eca5574fcce012973774a6f213877ee (diff)
downloadComputeLibrary-8cdfdb83c89178b5cf654a5b27471950ab1b997e.tar.gz
APPBROWSER-366: Add DepthwiseConvolutionLayer(fp16 only) support.
Change-Id: I051b7e56b60bf1a55cdf014539ef71346d3aee26 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/114737 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'arm_compute/core/GLES_COMPUTE')
-rw-r--r--arm_compute/core/GLES_COMPUTE/GCKernels.h1
-rw-r--r--arm_compute/core/GLES_COMPUTE/kernels/GCDepthwiseConvolutionLayer3x3Kernel.h76
2 files changed, 77 insertions, 0 deletions
diff --git a/arm_compute/core/GLES_COMPUTE/GCKernels.h b/arm_compute/core/GLES_COMPUTE/GCKernels.h
index c6f4877fa1..5be44984b2 100644
--- a/arm_compute/core/GLES_COMPUTE/GCKernels.h
+++ b/arm_compute/core/GLES_COMPUTE/GCKernels.h
@@ -31,6 +31,7 @@
#include "arm_compute/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCCol2ImKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCDepthConcatenateLayerKernel.h"
+#include "arm_compute/core/GLES_COMPUTE/kernels/GCDepthwiseConvolutionLayer3x3Kernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCDirectConvolutionLayerKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCDropoutLayerKernel.h"
#include "arm_compute/core/GLES_COMPUTE/kernels/GCFillBorderKernel.h"
diff --git a/arm_compute/core/GLES_COMPUTE/kernels/GCDepthwiseConvolutionLayer3x3Kernel.h b/arm_compute/core/GLES_COMPUTE/kernels/GCDepthwiseConvolutionLayer3x3Kernel.h
new file mode 100644
index 0000000000..e10769db5e
--- /dev/null
+++ b/arm_compute/core/GLES_COMPUTE/kernels/GCDepthwiseConvolutionLayer3x3Kernel.h
@@ -0,0 +1,76 @@
+/*
+ * 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_GCDEPTHWISECONVOLUTIONKERNEL3x3_H__
+#define __ARM_COMPUTE_GCDEPTHWISECONVOLUTIONKERNEL3x3_H__
+
+#include "arm_compute/core/GLES_COMPUTE/IGCKernel.h"
+
+namespace arm_compute
+{
+class IGCTensor;
+
+/** Interface for the kernel to run a 3x3 depthwise convolution on a tensor.
+ */
+class GCDepthwiseConvolutionLayer3x3Kernel : public IGCKernel
+{
+public:
+ /** Default constructor */
+ GCDepthwiseConvolutionLayer3x3Kernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ GCDepthwiseConvolutionLayer3x3Kernel(const GCDepthwiseConvolutionLayer3x3Kernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ GCDepthwiseConvolutionLayer3x3Kernel &operator=(const GCDepthwiseConvolutionLayer3x3Kernel &) = delete;
+ /** Default Move Constructor. */
+ GCDepthwiseConvolutionLayer3x3Kernel(GCDepthwiseConvolutionLayer3x3Kernel &&) = default;
+ /** Default move assignment operator. */
+ GCDepthwiseConvolutionLayer3x3Kernel &operator=(GCDepthwiseConvolutionLayer3x3Kernel &&) = default;
+ /** Initialize the function's source, destination, conv and border_size.
+ *
+ * @param[in] input Source tensor. DataType supported: F16.
+ * @param[in] weights Weights tensor. A 3D tensor with dimensions [3, 3, IFM]. Data type supported: Same as @p input.
+ * @param[in] biases (Optional) Biases tensor. A 1D tensor with dimensions [IFM]. Must be nullptr if not needed.
+ * Data type supported: Same as @p input.
+ * @param[out] output Destination tensor. Data type supported: Same as @p input.
+ * @param[in] conv_info Padding and stride information to use for the convolution.
+ */
+ void configure(const IGCTensor *input, const IGCTensor *weights, const IGCTensor *biases, IGCTensor *output, const PadStrideInfo &conv_info);
+
+ // Inherited methods overridden:
+ void run(const Window &window) override;
+ BorderSize border_size() const override;
+
+private:
+ BorderSize _border_size;
+ const IGCTensor *_input;
+ IGCTensor *_output;
+ const IGCTensor *_weights;
+ const IGCTensor *_biases;
+ unsigned int _conv_stride_x;
+ unsigned int _conv_stride_y;
+ unsigned int _conv_pad_left;
+ unsigned int _conv_pad_top;
+ gles::NDRange _lws;
+};
+} // namespace arm_compute
+#endif /*__ARM_COMPUTE_GCDEPTHWISECONVOLUTIONKERNEL3x3_H__ */