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author | Michalis Spyrou <michalis.spyrou@arm.com> | 2021-04-08 12:02:58 +0100 |
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committer | Michalis Spyrou <michalis.spyrou@arm.com> | 2021-04-19 13:45:08 +0000 |
commit | 60c3b0e6821a80d78ffca5be30e05d062d071cd2 (patch) | |
tree | 3e263a45aa9617cfd7704b2b33ea4337f1582321 /src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h | |
parent | 4f1650f0c9919f0bac5024b8e31c0f754d25aec3 (diff) | |
download | ComputeLibrary-60c3b0e6821a80d78ffca5be30e05d062d071cd2.tar.gz |
Port DepthwiseConvolution to new API
Resolves: COMPMID-4185
Change-Id: Ib5f22356356a022d567bb18d44ea272b62d10ebf
Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5424
Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h')
-rw-r--r-- | src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h | 97 |
1 files changed, 97 insertions, 0 deletions
diff --git a/src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h b/src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h new file mode 100644 index 0000000000..6aac74c3ef --- /dev/null +++ b/src/runtime/cpu/operators/CpuDepthwiseConvolutionAssemblyDispatch.h @@ -0,0 +1,97 @@ +/* + * Copyright (c) 2019-2021 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_DEPTHWISECONVOLUTIONASSEMBLYDISPATCH_H +#define ARM_COMPUTE_CPU_DEPTHWISECONVOLUTIONASSEMBLYDISPATCH_H + +#include "src/runtime/cpu/ICpuOperator.h" + +namespace arm_compute +{ +namespace cpu +{ +/** Depthwise convolution assembly kernel glue */ +class CpuDepthwiseConvolutionAssemblyDispatch : public ICpuOperator +{ +public: + CpuDepthwiseConvolutionAssemblyDispatch(); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CpuDepthwiseConvolutionAssemblyDispatch(const CpuDepthwiseConvolutionAssemblyDispatch &) = delete; + /** Default move constructor */ + CpuDepthwiseConvolutionAssemblyDispatch(CpuDepthwiseConvolutionAssemblyDispatch &&) = default; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CpuDepthwiseConvolutionAssemblyDispatch &operator=(const CpuDepthwiseConvolutionAssemblyDispatch &) = delete; + /** Default move assignment operator */ + CpuDepthwiseConvolutionAssemblyDispatch &operator=(CpuDepthwiseConvolutionAssemblyDispatch &&) = default; + /** Default destructor */ + ~CpuDepthwiseConvolutionAssemblyDispatch(); + /** Initialize the function's source, destination, kernels and border_size. + * + * @note Supports only NHWC format + * + * @param[in] input Source tensor info. Data type supported: QASYMM8/F16/F32. (Written to only for border filling). + * @param[in] weights Weights tensor info. These are 3D tensors with shape [W, H, IFM]. Data type supported: Same as @p input. + * @param[in] bias (Optional) Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. + * Data type supported: Same as @p input. + * @param[out] output Destination tensor info. Data type supported: same as @p input. + * @param[in] info Depthwise convolution meta-data. + */ + void configure(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *bias, ITensorInfo *output, const ConvolutionInfo &info); + /** Static function to check if given info will lead to a valid configuration of @ref CpuDepthwiseConvolutionAssemblyDispatch + * + * @note Supports only NHWC format + * + * @param[in] input Source tensor info. Data type supported: QASYMM8/F16/F32. (Written to only for border filling). + * @param[in] weights Weights tensor info. These are 3D tensors with shape [W, H, IFM]. Data type supported: Same as @p input. + * @param[in] bias (Optional) Biases tensor info. A 1D tensor with shape [IFM]. Must be nullptr if not needed. + * Data type supported: Same as @p input. + * @param[out] output Destination tensor info. Data type supported: same as @p input. + * @param[in] info Depthwise convolution meta-data. + * + * @return An error status + */ + static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *bias, const ITensorInfo *output, const ConvolutionInfo &info); + /** Check if the optimized kernel can be used for the given kernel sizes and strides + * + * @warning Even if this return true the inputs and outputs might need to get permuted as the only layout supported is NHWC + * + * @param[in] input Input tensor info. + * @param[in] weights Weights tensor info. + * @param[in] info Depthwise convolution meta-data. + * + * @return True if the assembly kernel could be used else false. Note that transformations of input/output could be needed. + */ + static bool is_optimized_supported(const ITensorInfo *input, const ITensorInfo *weights, const ConvolutionInfo &info); + + // Inherited methods overridden: + void run(ITensorPack &tensors) override; + void prepare(ITensorPack &tensors) override; + experimental::MemoryRequirements workspace() const override; + +private: + struct LocalImpl; + std::unique_ptr<LocalImpl> _pImpl; +}; +} // namespace cpu +} // namespace arm_compute +#endif /* ARM_COMPUTE_CPU_DEPTHWISECONVOLUTIONASSEMBLYDISPATCH_H */ |