diff options
Diffstat (limited to 'src/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.cpp')
| -rw-r--r-- | src/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.cpp | 205 |
1 files changed, 205 insertions, 0 deletions
diff --git a/src/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.cpp b/src/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.cpp new file mode 100644 index 0000000000..aba32871d0 --- /dev/null +++ b/src/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.cpp @@ -0,0 +1,205 @@ +/* + * 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/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.h" + +#include "arm_compute/core/CL/CLHelpers.h" +#include "arm_compute/core/CL/CLKernelLibrary.h" +#include "arm_compute/core/GPUTarget.h" +#include "arm_compute/core/TensorInfo.h" +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" + +#include <utility> + +namespace arm_compute +{ +namespace cl_direct_conv +{ +using namespace arm_compute::misc::shape_calculator; + +ClDirectConvDefaultConfigBifrost::ClDirectConvDefaultConfigBifrost(GPUTarget gpu) : IClDirectConvKernelConfig(gpu) +{ +} + +DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure(const ITensorInfo *src, + const ITensorInfo *wei, + const PadStrideInfo &conv_info) +{ + using ConfigurationFunctionExecutorPtr = DirectConvComputeKernelInfo (ClDirectConvDefaultConfigBifrost::*)( + const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info); + + ClDirectConvConfigArray<ConfigurationFunctionExecutorPtr> configs_G71( + &ClDirectConvDefaultConfigBifrost::configure_G71_f32, &ClDirectConvDefaultConfigBifrost::configure_G71_f16, + &ClDirectConvDefaultConfigBifrost::configure_G71_u8); + + ClDirectConvConfigArray<ConfigurationFunctionExecutorPtr> configs_default( + &ClDirectConvDefaultConfigBifrost::configure_default_f32, + &ClDirectConvDefaultConfigBifrost::configure_default_f16, &ClDirectConvDefaultConfigBifrost::configure_G71_u8); + + ConfigurationFunctionExecutorPtr func = nullptr; + switch (_target) + { + case GPUTarget::G71: + func = configs_G71.get_function(src->data_type()); + break; + default: + func = configs_default.get_function(src->data_type()); + break; + } + + ARM_COMPUTE_ERROR_ON_MSG(func == nullptr, "Data type not supported for direct convolution"); + return (this->*func)(src, wei, conv_info); +} + +DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_G71_f32(const ITensorInfo *src, + const ITensorInfo *wei, + const PadStrideInfo &conv_info) +{ + DirectConvComputeKernelInfo desc; + + if (src->data_layout() == DataLayout::NHWC) + { + // Get the output shape + TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); + + desc.n0 = 4; + + if (output_shape[0] > 16) + { + desc.m0 = 2; + } + + desc.k0 = 8; + + desc.export_weights_to_cl_image = false; + } + + return desc; +} + +DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_G71_f16(const ITensorInfo *src, + const ITensorInfo *wei, + const PadStrideInfo &conv_info) +{ + DirectConvComputeKernelInfo desc; + + if (src->data_layout() == DataLayout::NHWC) + { + // Get the output shape + TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); + + desc.n0 = 4; + + if (output_shape[0] > 16) + { + desc.m0 = 4; + } + + desc.k0 = 8; + + desc.export_weights_to_cl_image = false; + } + + return desc; +} + +DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_G71_u8(const ITensorInfo *src, + const ITensorInfo *wei, + const PadStrideInfo &conv_info) +{ + DirectConvComputeKernelInfo desc; + + if (src->data_layout() == DataLayout::NHWC) + { + // Get the output shape + TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); + + desc.n0 = 4; + + if (output_shape[0] > 16) + { + desc.m0 = 4; + } + + desc.k0 = 16; + + desc.export_weights_to_cl_image = false; + } + + return desc; +} + +DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_default_f32(const ITensorInfo *src, + const ITensorInfo *wei, + const PadStrideInfo &conv_info) +{ + DirectConvComputeKernelInfo desc; + + if (src->data_layout() == DataLayout::NHWC) + { + // Get the output shape + TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); + + desc.n0 = 4; + + if (output_shape[0] > 16) + { + desc.m0 = 2; + } + + desc.k0 = 8; + + desc.export_weights_to_cl_image = export_to_cl_image(wei); + } + + return desc; +} + +DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_default_f16(const ITensorInfo *src, + const ITensorInfo *wei, + const PadStrideInfo &conv_info) +{ + DirectConvComputeKernelInfo desc; + + if (src->data_layout() == DataLayout::NHWC) + { + // Get the output shape + TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); + + desc.n0 = 4; + + if (output_shape[0] > 16) + { + desc.m0 = 4; + } + + desc.k0 = 8; + + desc.export_weights_to_cl_image = export_to_cl_image(wei); + } + + return desc; +} +} // namespace cl_direct_conv +} // namespace arm_compute |