diff options
Diffstat (limited to 'src/runtime/cpu/operators/CpuDepthwiseConvolution.h')
| -rw-r--r-- | src/runtime/cpu/operators/CpuDepthwiseConvolution.h | 230 |
1 files changed, 0 insertions, 230 deletions
diff --git a/src/runtime/cpu/operators/CpuDepthwiseConvolution.h b/src/runtime/cpu/operators/CpuDepthwiseConvolution.h deleted file mode 100644 index e39cb7db4d..0000000000 --- a/src/runtime/cpu/operators/CpuDepthwiseConvolution.h +++ /dev/null @@ -1,230 +0,0 @@ -/* - * Copyright (c) 2021 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_CPU_DEQUANTIZATION_H -#define ARM_COMPUTE_CPU_DEQUANTIZATION_H - -#include "arm_compute/core/ITensorInfo.h" -#include "arm_compute/core/experimental/Types.h" -#include "src/core/cpu/ICpuKernel.h" -#include "src/core/cpu/kernels/CpuDepthwiseConvolutionNativeKernel.h" -#include "src/runtime/cpu/ICpuOperator.h" -#include "src/runtime/cpu/operators/CpuActivation.h" -#include "src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h" -#include "src/runtime/cpu/operators/CpuPermute.h" - -#include <memory> - -namespace arm_compute -{ -namespace cpu -{ -/** Function to execute a depthwise convolution. - */ -class CpuDepthwiseConvolution : public ICpuOperator -{ -public: - /** Default constructor */ - CpuDepthwiseConvolution(); - /** Initialize the function's source, destination, weights and convolution information. - * - * @param[in, out] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32 - * @param[out] output Destination tensor info. Data type supported: same as @p input. - * @param[in] weights Weights tensor info. These are 3D tensor infos with shape [kernel_x, kernel_y, IFM]. - * Data type supported: Same as @p input or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8/QASYMM8_SIGNED. - * @param[in] biases Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. - * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. - * @param[in] info Depthwise convolution meta-data. - */ - void configure(ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, ITensorInfo *output, const ConvolutionInfo &info); - - /** Static function to check if given info will lead to a valid configuration of @ref CpuDepthwiseConvolution - * - * @param[in] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32 - * @param[in] output Destination tensor info. Data type supported: same as @p input. - * @param[in] weights Weights tensor info. These are 3D tensors info with shape [kernel_x, kernel_y, IFM]. - * Data type supported: Same as @p input or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8/QASYMM8_SIGNED. - * @param[in] biases Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. - * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. - * @param[in] info Depthwise convolution meta-data. - * - * @return a status - */ - static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const ConvolutionInfo &info); - - /** Static function to choose the best depthwise convolution function for @ref CpuDepthwiseConvolution - * - * @param[in] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32 - * @param[in] weights Weights tensor info. These are 3D tensors with shape [kernel_x, kernel_y, IFM]. - * Data type supported: Same as @p input or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8/QASYMM8_SIGNED. - * @param[in] biases Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. - * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. - * @param[in] output Destination tensor. Data type supported: same as @p input. - * @param[in] info Depthwise convolution meta-data. - * - * @return a Depthwise Convolution Function - */ - static DepthwiseConvolutionFunction get_depthwiseconvolution_function(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, - const ConvolutionInfo &info); - - // Inherited methods overriden: - void run(ITensorPack &tensors) override; - void prepare(ITensorPack &tensors) override; - -private: - /** Basic function to execute optimized depthwise convolution routines. This function calls the following kernels: - * - * @note At the moment 3x3 and 5x5 convolution of stride 1, 2 are supported - * - * -# @ref NEFillBorderKernel (if pad_x or pad_y > 0) and no assembly kernel implementation is present - * -# @ref CpuDepthwiseConvolution3x3Kernel if 3x3 and no assembly kernel implementation is present - * -# @ref NEDepthwiseConvolutionAssemblyDispatch if assembly kernel implementation is present - * -# @ref NEDirectConvolutionLayerOutputStageKernel if re-quantization of output is required - * -# @ref NEActivationLayer if fused activation is required - * - */ - class CpuDepthwiseConvolutionOptimizedInternal : public ICpuOperator - { - public: - /** Default constructor */ - CpuDepthwiseConvolutionOptimizedInternal(); - /** Prevent instances of this class from being copied (As this class contains pointers) */ - CpuDepthwiseConvolutionOptimizedInternal(const CpuDepthwiseConvolutionOptimizedInternal &) = delete; - /** Default move constructor */ - CpuDepthwiseConvolutionOptimizedInternal(CpuDepthwiseConvolutionOptimizedInternal &&) = default; - /** Prevent instances of this class from being copied (As this class contains pointers) */ - CpuDepthwiseConvolutionOptimizedInternal &operator=(const CpuDepthwiseConvolutionOptimizedInternal &) = delete; - /** Default move assignment operator */ - CpuDepthwiseConvolutionOptimizedInternal &operator=(CpuDepthwiseConvolutionOptimizedInternal &&) = default; - /** Default destructor */ - ~CpuDepthwiseConvolutionOptimizedInternal() = default; - /** Initialize the function's source, destination, kernels and border_size. - * - * @param[in, out] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32. (Written to only for border filling). - * @param[in] weights Weights tensor info. These are 3D tensors with shape [kernel_x, kernel_y, IFM]. Data type supported: Same as @p input. - * @param[in] biases Biases tensor info. A 1D tensor with shape [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 info. Data type supported: same as @p input. - * @param[in] info Depthwise convolution meta-data. - */ - void configure(ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, ITensorInfo *output, const ConvolutionInfo &info); - - /** Static function to check if given info will lead to a valid configuration of @ref CpuDepthwiseConvolution3x3 - * - * @param[in] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32. (Written to only for border filling). - * @param[in] weights Weights tensor info. These are 3D tensors with shape [kernel_x, kernel_y, IFM]. Data type supported: Same as @p input. - * @param[in] biases Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. - * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. - * @param[in] output Destination tensor info. Data type supported: same as @p input. - * @param[in] info Depthwise convolution meta-data. - * - * @return a status - */ - static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const ConvolutionInfo &info); - - // Inherited methods overriden: - void run(ITensorPack &tensors) override; - void prepare(ITensorPack &tensors) override; - - private: - std::unique_ptr<CpuDepthwiseConvolutionAssemblyDispatch> _dwc_optimized_func{ nullptr }; - std::unique_ptr<CpuPermute> _permute_input{ nullptr }; - std::unique_ptr<CpuPermute> _permute_weights{ nullptr }; - std::unique_ptr<CpuPermute> _permute_output{ nullptr }; - std::unique_ptr<CpuActivation> _activationlayer_function{ nullptr }; - bool _has_bias{ false }; - bool _is_quantized{ false }; - bool _is_nchw{ true }; - bool _permute{ false }; - bool _is_activationlayer_enabled{ false }; - bool _is_prepared{ false }; - }; - - /** Basic function to execute a generic depthwise convolution. This function calls the following kernel: - * - * -# @ref CpuDepthwiseConvolutionNativeKernel - * - */ - class CpuDepthwiseConvolutionGeneric : public ICpuOperator - { - public: - /** Default constructor */ - CpuDepthwiseConvolutionGeneric(); - /** Prevent instances of this class from being copied (As this class contains pointers) */ - CpuDepthwiseConvolutionGeneric(const CpuDepthwiseConvolutionGeneric &) = delete; - /** Default move constructor */ - CpuDepthwiseConvolutionGeneric(CpuDepthwiseConvolutionGeneric &&) = default; - /** Prevent instances of this class from being copied (As this class contains pointers) */ - CpuDepthwiseConvolutionGeneric &operator=(const CpuDepthwiseConvolutionGeneric &) = delete; - /** Default move assignment operator */ - CpuDepthwiseConvolutionGeneric &operator=(CpuDepthwiseConvolutionGeneric &&) = default; - /** Default destructor */ - ~CpuDepthwiseConvolutionGeneric() = default; - /** Initialize the function's source, destination, weights and convolution information. - * - * @param[in, out] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32. (Written to only for border filling). - * @param[out] output Destination tensor info. Data type supported: same as @p input. - * @param[in] weights Weights tensor info. These are 3D tensors with shape [kernel_x, kernel_y, IFM]. - * Data type supported: Same as @p input or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8/QASYMM8_SIGNED. - * @param[in] biases Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. - * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. - * @param[in] info Depthwise convolution meta-data. - */ - void configure(ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, ITensorInfo *output, const ConvolutionInfo &info); - - /** Static function to check if given info will lead to a valid configuration of @ref CpuDepthwiseConvolutionGeneric - * - * @param[in] input Source tensor info. Data type supported: QASYMM8/QASYMM8_SIGNED/F16/F32. (Written to only for border filling). - * @param[in] output Destination tensor info. Data type supported: same as @p input. - * @param[in] weights Weights tensor info. These are 3D tensors with shape [kernel_x, kernel_y, IFM]. - * Data type supported: Same as @p input or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8/QASYMM8_SIGNED. - * @param[in] biases Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. - * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. - * @param[in] info Depthwise convolution meta-data. - * - * @return a status - */ - static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const ConvolutionInfo &info); - - // Inherited methods overridden: - void run(ITensorPack &tensors) override; - void prepare(ITensorPack &tensors) override; - - private: - std::unique_ptr<kernels::CpuDepthwiseConvolutionNativeKernel> _depthwise_conv_kernel{ nullptr }; - std::unique_ptr<CpuPermute> _permute_input{ nullptr }; - std::unique_ptr<CpuPermute> _permute_weights{ nullptr }; - std::unique_ptr<CpuPermute> _permute_output{ nullptr }; - std::unique_ptr<CpuActivation> _activationlayer_function{ nullptr }; - bool _is_nchw{ true }; - bool _is_prepared{ false }; - bool _is_activationlayer_enabled{ false }; - }; - - DepthwiseConvolutionFunction _depth_conv_func; - CpuDepthwiseConvolutionOptimizedInternal _func_optimized; - CpuDepthwiseConvolutionGeneric _func_generic; -}; -} // namespace cpu -} // namespace arm_compute -#endif /* ARM_COMPUTE_CPU_DEQUANTIZATION_H */ |