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Diffstat (limited to 'arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h')
| -rw-r--r-- | arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h | 94 |
1 files changed, 94 insertions, 0 deletions
diff --git a/arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h b/arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h new file mode 100644 index 0000000000..f8c841ab6a --- /dev/null +++ b/arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h @@ -0,0 +1,94 @@ +/* + * Copyright (c) 2019 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_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H__ +#define __ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H__ + +#include "arm_compute/core/CL/ICLKernel.h" + +#include "arm_compute/core/KernelDescriptors.h" + +namespace arm_compute +{ +class ICLTensor; + +/** Interface for the kernel to run a MxN depthwise convolution. M and N are respectively the rows and columns of the filter + This kernel assumes that tensor for the weights is NOT reshaped (Native version) */ +class CLDepthwiseConvolutionLayerNativeKernel : public ICLKernel +{ +public: + /** Default Constructor */ + CLDepthwiseConvolutionLayerNativeKernel(); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLDepthwiseConvolutionLayerNativeKernel(const CLDepthwiseConvolutionLayerNativeKernel &) = delete; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLDepthwiseConvolutionLayerNativeKernel &operator=(const CLDepthwiseConvolutionLayerNativeKernel &) = delete; + /** Allow instances of this class to be moved */ + CLDepthwiseConvolutionLayerNativeKernel(CLDepthwiseConvolutionLayerNativeKernel &&) = default; + /** Allow instances of this class to be moved */ + CLDepthwiseConvolutionLayerNativeKernel &operator=(CLDepthwiseConvolutionLayerNativeKernel &&) = default; + /** Initialize the function's source, destination and parameters + * + * @param[in] input Source tensor. Data type supported: FP32/FP16. Data layout supported: NHWC + * @param[in] weights Weights tensor. A 3D tensor with dimensions [IFM, N, M]. Data type supported: Same as @p input. + * @param[in] biases 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] dwc_weights_info Depthwise convolution layer weights info to retrieve the number of output elements processed by each thread + * @param[in] dwc_info Depthwise convolution layer info + * @param[in] conv_info Padding and stride information to use for the convolution. + * @param[in] depth_multiplier (Optional) Multiplier to apply to the input's depth in order to retrieve the output's depth. Defaults to 1. + * @param[in] dilation (Optional) Dilation, in elements, across x and y. Defaults to (1, 1). + */ + void configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, const DWCWeightsKernelInfo &dwc_weights_info, const DWCKernelInfo &dwc_info, + const PadStrideInfo &conv_info, unsigned int depth_multiplier = 1, const Size2D &dilation = Size2D(1U, 1U)); + /** Static function to check if given info will lead to a valid configuration of @ref CLDepthwiseConvolutionLayerNativeKernel + * + * @param[in] input Source tensor info. Data type supported: FP32/FP16. Data layout supported: NHWC + * @param[in] weights Weights tensor info. A 3D tensor with dimensions [IFM, N, M]. Data type supported: Same as @p input. + * @param[in] biases Biases tensor info. A 1D tensor with dimensions [IFM]. Must be nullptr if not needed. + * Data type supported: Same as @p input. + * @param[in] output Destination tensor info. Data type supported: Same as @p input. + * @param[in] dwc_weights_info Depthwise convolution layer weights info to retrieve the number of output elements processed by each thread + * @param[in] dwc_info Depthwise convolution layer info + * @param[in] conv_info Padding and stride information to use for the convolution. + * @param[in] depth_multiplier (Optional) Multiplier to apply to the input's depth in order to retrieve the output's depth. Defaults to 1. + * @param[in] dilation (Optional) Dilation, in elements, across x and y. Defaults to (1, 1). + * + * @return a status + */ + static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const DWCWeightsKernelInfo &dwc_weights_info, + const DWCKernelInfo &dwc_info, const PadStrideInfo &conv_info, unsigned int depth_multiplier = 1, const Size2D &dilation = Size2D(1U, 1U)); + + // Inherited methods overridden: + void run(const Window &window, cl::CommandQueue &queue) override; + +private: + const ICLTensor *_input; + const ICLTensor *_weights; + const ICLTensor *_biases; + ICLTensor *_output; + unsigned int _depth_multiplier; +}; +} // namespace arm_compute +#endif /*__ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H__ */ |