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Diffstat (limited to 'src/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h')
| -rw-r--r-- | src/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h | 131 |
1 files changed, 131 insertions, 0 deletions
diff --git a/src/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h b/src/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h new file mode 100644 index 0000000000..d34a662966 --- /dev/null +++ b/src/core/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h @@ -0,0 +1,131 @@ +/* + * Copyright (c) 2019-2023 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/KernelDescriptors.h" +#include "arm_compute/function_info/ConvolutionInfo.h" + +#include "src/core/CL/ICLKernel.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] compile_context The compile context to be used. + * @param[in] input Source tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/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 or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8. + * @param[in] biases Biases tensor. A 1D tensor with dimensions [IFM]. Must be nullptr if not needed. + * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. + * @param[out] output Destination tensor. Pass in nullptr or @p input for in-place operation. Data type supported: Same as @p input. + * @param[in] dwc_info Depthwise convolution layer info + * @param[in] conv_info Convolution info (padding, stride, dilation, ...) + * @param[in] output_multipliers (Optional) Output multipliers tensor for quantized computations. In case of per-channel quantization, + * the number of multipliers must be equal to the number of filters (IFM). Supported data types: S32 + * @param[in] output_shifts (Optional) Output shifts tensor for quantized computations. In case of per-channel quantization, + * the number of multipliers must be equal to the number of filters (IFM). Supported data types: S32 + * + * @note: In-place is only supported when + * * data layout: NHWC + * * filter: 1x1 + * * @p depth_multiplier: 1 + * * strides: 1 + * * dilation: 1 + * * no padding + * * no change of data layout after configure + */ + void configure(const CLCompileContext &compile_context, + ICLTensor *input, + const ICLTensor *weights, + const ICLTensor *biases, + ICLTensor *output, + const DWCComputeKernelInfo &dwc_info, + const ConvolutionInfo &conv_info, + const ICLTensor *output_multipliers = nullptr, + const ICLTensor *output_shifts = nullptr); + + /** Static function to check if given info will lead to a valid configuration of @ref CLDepthwiseConvolutionLayerNativeKernel + * + * Similar to @ref CLDepthwiseConvolutionLayerNativeKernel::configure() + */ + void configure(ICLTensor *input, + const ICLTensor *weights, + const ICLTensor *biases, + ICLTensor *output, + const DWCComputeKernelInfo &dwc_info, + const ConvolutionInfo &conv_info, + const ICLTensor *output_multipliers = nullptr, + const ICLTensor *output_shifts = nullptr); + + /** Static function to check if given info will lead to a valid configuration of @ref CLDepthwiseConvolutionLayerNativeKernel + * + * Similar to @ref CLDepthwiseConvolutionLayerNativeKernel::configure() + * + * @return a status + */ + static Status validate(const ITensorInfo *input, + const ITensorInfo *weights, + const ITensorInfo *biases, + const ITensorInfo *output, + const DWCComputeKernelInfo &dwc_info, + const ConvolutionInfo &conv_info, + const ITensorInfo *output_multipliers = nullptr, + const ITensorInfo *output_shifts = nullptr); + + // 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{0}; + const ICLTensor *_output_multipliers{}; + const ICLTensor *_output_shifts{}; + bool _export_input_to_cl_image{false}; + bool _export_weights_to_cl_image{true}; + bool _is_quantized{false}; +}; +} // namespace arm_compute +#endif /*ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H */ |