diff options
Diffstat (limited to 'src/gpu/cl/operators')
| -rw-r--r-- | src/gpu/cl/operators/ClTransposedConvolution.cpp | 58 | ||||
| -rw-r--r-- | src/gpu/cl/operators/ClTransposedConvolution.h | 90 |
2 files changed, 148 insertions, 0 deletions
diff --git a/src/gpu/cl/operators/ClTransposedConvolution.cpp b/src/gpu/cl/operators/ClTransposedConvolution.cpp new file mode 100644 index 0000000000..90dbe7f291 --- /dev/null +++ b/src/gpu/cl/operators/ClTransposedConvolution.cpp @@ -0,0 +1,58 @@ +/* + * Copyright (c) 2022 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. + */ +#include "src/gpu/cl/operators/ClTransposedConvolution.h" + +#include "arm_compute/core/Error.h" +#include "arm_compute/runtime/CL/CLScheduler.h" +#include "src/common/utils/Log.h" +#include "src/gpu/cl/kernels/ClTransposedConvolutionKernel.h" + +namespace arm_compute +{ +namespace opencl +{ +void ClTransposedConvolution::configure(const CLCompileContext &compile_context, const ITensorInfo *input, const ITensorInfo *weights, + const ITensorInfo *biases, ITensorInfo *output, const PadStrideInfo &deconv_info) +{ + ARM_COMPUTE_ERROR_ON_NULLPTR(input); + ARM_COMPUTE_LOG_PARAMS(input, weights, biases, output, deconv_info); + auto kernel_object = std::make_unique<kernels::ClTransposedConvolutionKernel>(); + kernel_object->set_target(CLScheduler::get().target()); + kernel_object->configure(compile_context, input, weights, biases, output, deconv_info); + _transposed_conv_kernel = std::move(kernel_object); +} + +Status ClTransposedConvolution::validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, + const ITensorInfo *output, const PadStrideInfo &deconv_info) +{ + ARM_COMPUTE_RETURN_ON_ERROR(kernels::ClTransposedConvolutionKernel::validate(input, weights, biases, output, deconv_info)); + return Status{}; +} + +void ClTransposedConvolution::run(ITensorPack &tensors) +{ + CLScheduler::get().enqueue_op(*_transposed_conv_kernel.get(), tensors, false); +} +} // namespace opencl +} // namespace arm_compute diff --git a/src/gpu/cl/operators/ClTransposedConvolution.h b/src/gpu/cl/operators/ClTransposedConvolution.h new file mode 100644 index 0000000000..bc04387df5 --- /dev/null +++ b/src/gpu/cl/operators/ClTransposedConvolution.h @@ -0,0 +1,90 @@ +/* + * Copyright (c) 2022 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_CL_TRANSPOSED_CONVOLUTION_H +#define ARM_COMPUTE_CL_TRANSPOSED_CONVOLUTION_H + +#include "src/gpu/cl/ClCompileContext.h" +#include "src/gpu/cl/IClKernel.h" +#include "src/gpu/cl/IClOperator.h" +namespace arm_compute +{ +namespace opencl +{ +/** Basic function to simulate a directly convolution layer. This function calls the following OpenCL kernels: + * + * -# @ref opencl::ClTransposedConvolution + */ +class ClTransposedConvolution : public IClOperator +{ +public: + /** Default constructor */ + ClTransposedConvolution() = default; + /** Default Destructor */ + ~ClTransposedConvolution() = default; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + ClTransposedConvolution(const ClTransposedConvolution &) = delete; + /** Default move constructor */ + ClTransposedConvolution(ClTransposedConvolution &&) = default; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + ClTransposedConvolution &operator=(const ClTransposedConvolution &) = delete; + /** Default move assignment operator */ + ClTransposedConvolution &operator=(ClTransposedConvolution &&) = default; + + /** Set the input, weights, biases and output tensors. + * + * @note: Only NHWC data layout is supported + * + * @param[in] compile_context The compile context to be used. + * @param[in] input Input tensor info with dimensions [IFM, width, height, batch] + * Data types supported: F16/F32. + * @param[in] weights Weight tensor info with dimensions [IFM, width, height, OFM]. + * Data type supported: Same as @p input + * @param[in] biases (Optional) Biases tensor info. Biases are 1D tensor with dimension [OFM]. + * Data type supported: Should match @p input data type + * @param[out] output Output tensor info with dimensions [OFM, width, height, batch] + * The 1st dimension must be equal to the 4th dimension of the @p weights tensor. + * Data types supported: Same as @p input. + * @param[in] deconv_info Contains padding and stride information described in @ref PadStrideInfo. + * + */ + void configure(const CLCompileContext &compile_context, const ITensorInfo *input, const ITensorInfo *weights, + const ITensorInfo *biases, ITensorInfo *output, const PadStrideInfo &deconv_info); + /** Static function to check if given info will lead to a valid configuration + * + * Similar to ClTransposedConvolution::configure() + * + * @return a status + */ + static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, + const ITensorInfo *output, const PadStrideInfo &deconv_info); + + // Inherited method overridden + void run(ITensorPack &tensors) override; + +private: + std::unique_ptr<IClKernel> _transposed_conv_kernel{ nullptr }; +}; +} // namespace opencl +} // namespace arm_compute +#endif /* ARM_COMPUTE_CL_TRANSPOSED_CONVOLUTION_H */
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