| /* |
| * Copyright (c) 2017-2023 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 ACL_UTILS_TYPEPRINTER_H |
| #define ACL_UTILS_TYPEPRINTER_H |
| |
| #ifdef ARM_COMPUTE_OPENCL_ENABLED |
| #include "arm_compute/core/CL/ICLTensor.h" |
| #endif /* ARM_COMPUTE_OPENCL_ENABLED */ |
| |
| #include "arm_compute/core/Dimensions.h" |
| #include "arm_compute/core/Error.h" |
| #include "arm_compute/core/GPUTarget.h" |
| #include "arm_compute/core/KernelDescriptors.h" |
| #include "arm_compute/core/Size2D.h" |
| #include "arm_compute/core/Strides.h" |
| #include "arm_compute/core/TensorInfo.h" |
| #include "arm_compute/core/Types.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/ClampAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/Conv2dAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/DepthwiseConv2dAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/Pool2dAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/ResizeAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/SoftmaxAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuPool2d.h" |
| #include "arm_compute/function_info/ConvolutionInfo.h" |
| #include "arm_compute/function_info/FullyConnectedLayerInfo.h" |
| #include "arm_compute/function_info/GEMMInfo.h" |
| #include "arm_compute/function_info/MatMulInfo.h" |
| #include "arm_compute/runtime/CL/CLTunerTypes.h" |
| #include "arm_compute/runtime/CL/CLTypes.h" |
| #include "arm_compute/runtime/common/LSTMParams.h" |
| #include "arm_compute/runtime/FunctionDescriptors.h" |
| #include "arm_compute/runtime/NEON/functions/NEMatMul.h" |
| |
| #include "support/Cast.h" |
| #include "support/StringSupport.h" |
| |
| #include <ostream> |
| #include <sstream> |
| #include <string> |
| |
| namespace arm_compute |
| { |
| /** Formatted output if arg is not null |
| * |
| * @param[in] arg Object to print |
| * |
| * @return String representing arg. |
| */ |
| template <typename T> |
| std::string to_string_if_not_null(T *arg) |
| { |
| if (arg == nullptr) |
| { |
| return "nullptr"; |
| } |
| else |
| { |
| return to_string(*arg); |
| } |
| } |
| |
| /** Fallback method: try to use std::to_string: |
| * |
| * @param[in] val Value to convert to string |
| * |
| * @return String representing val. |
| */ |
| template <typename T> |
| inline std::string to_string(const T &val) |
| { |
| return support::cpp11::to_string(val); |
| } |
| |
| /** Formatted output of a vector of objects. |
| * |
| * @note: Using the overloaded to_string() instead of overloaded operator<<(), because to_string() functions are |
| * overloaded for all types, where two or more of them can use the same operator<<(), ITensor is an example. |
| * |
| * @param[out] os Output stream |
| * @param[in] args Vector of objects to print |
| * |
| * @return Modified output stream. |
| */ |
| template <typename T> |
| ::std::ostream &operator<<(::std::ostream &os, const std::vector<T> &args) |
| { |
| const size_t max_print_size = 5U; |
| |
| os << "["; |
| bool first = true; |
| size_t i; |
| for (i = 0; i < args.size(); ++i) |
| { |
| if (i == max_print_size) |
| { |
| break; |
| } |
| if (first) |
| { |
| first = false; |
| } |
| else |
| { |
| os << ", "; |
| } |
| os << to_string(args[i]); |
| } |
| if (i < args.size()) |
| { |
| os << ", ..."; |
| } |
| os << "]"; |
| return os; |
| } |
| |
| /** Formatted output of a vector of objects. |
| * |
| * @param[in] args Vector of objects to print |
| * |
| * @return String representing args. |
| */ |
| template <typename T> |
| std::string to_string(const std::vector<T> &args) |
| { |
| std::stringstream str; |
| str << args; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Dimensions type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] dimensions Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| template <typename T> |
| inline ::std::ostream &operator<<(::std::ostream &os, const Dimensions<T> &dimensions) |
| { |
| if (dimensions.num_dimensions() > 0) |
| { |
| os << dimensions[0]; |
| |
| for (unsigned int d = 1; d < dimensions.num_dimensions(); ++d) |
| { |
| os << "," << dimensions[d]; |
| } |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the RoundingPolicy type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] rounding_policy Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const RoundingPolicy &rounding_policy) |
| { |
| switch (rounding_policy) |
| { |
| case RoundingPolicy::TO_ZERO: |
| os << "TO_ZERO"; |
| break; |
| case RoundingPolicy::TO_NEAREST_UP: |
| os << "TO_NEAREST_UP"; |
| break; |
| case RoundingPolicy::TO_NEAREST_EVEN: |
| os << "TO_NEAREST_EVEN"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the WeightsInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] weights_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const WeightsInfo &weights_info) |
| { |
| os << weights_info.are_reshaped() << ";"; |
| os << weights_info.num_kernels() << ";" << weights_info.kernel_size().first << "," |
| << weights_info.kernel_size().second; |
| |
| return os; |
| } |
| |
| /** Formatted output of the ROIPoolingInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] pool_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ROIPoolingLayerInfo &pool_info) |
| { |
| os << pool_info.pooled_width() << "x" << pool_info.pooled_height() << "~" << pool_info.spatial_scale(); |
| return os; |
| } |
| |
| /** Formatted output of the ROIPoolingInfo type. |
| * |
| * @param[in] pool_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ROIPoolingLayerInfo &pool_info) |
| { |
| std::stringstream str; |
| str << pool_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMKernelInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] gemm_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMKernelInfo &gemm_info) |
| { |
| os << "( m=" << gemm_info.m; |
| os << " n=" << gemm_info.n; |
| os << " k=" << gemm_info.k; |
| os << " depth_output_gemm3d=" << gemm_info.depth_output_gemm3d; |
| os << " reinterpret_input_as_3d=" << gemm_info.reinterpret_input_as_3d; |
| os << " broadcast_bias=" << gemm_info.broadcast_bias; |
| os << " fp_mixed_precision=" << gemm_info.fp_mixed_precision; |
| os << " mult_transpose1xW_width=" << gemm_info.mult_transpose1xW_width; |
| os << " mult_interleave4x4_height=" << gemm_info.mult_interleave4x4_height; |
| os << " a_offset=" << gemm_info.a_offset; |
| os << " b_offset=" << gemm_info.b_offset; |
| os << ")"; |
| return os; |
| } |
| |
| /** Formatted output of the GEMMLHSMatrixInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] gemm_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMLHSMatrixInfo &gemm_info) |
| { |
| os << "( m0=" << (unsigned int)gemm_info.m0 << " k0=" << gemm_info.k0 << " v0=" << gemm_info.v0 |
| << " trans=" << gemm_info.transpose << " inter=" << gemm_info.interleave << "})"; |
| return os; |
| } |
| |
| /** Formatted output of the GEMMRHSMatrixInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] gemm_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMRHSMatrixInfo &gemm_info) |
| { |
| os << "( n0=" << (unsigned int)gemm_info.n0 << " k0=" << gemm_info.k0 << " h0=" << gemm_info.h0 |
| << " trans=" << gemm_info.transpose << " inter=" << gemm_info.interleave |
| << " exp_img=" << gemm_info.export_to_cl_image << "})"; |
| return os; |
| } |
| |
| /** Formatted output of the GEMMRHSMatrixInfo type. |
| * |
| * @param[in] gemm_info GEMMRHSMatrixInfo to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GEMMRHSMatrixInfo &gemm_info) |
| { |
| std::stringstream str; |
| str << gemm_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMLHSMatrixInfo type. |
| * |
| * @param[in] gemm_info GEMMLHSMatrixInfo to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GEMMLHSMatrixInfo &gemm_info) |
| { |
| std::stringstream str; |
| str << gemm_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMKernelInfo type. |
| * |
| * @param[in] gemm_info GEMMKernelInfo Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GEMMKernelInfo &gemm_info) |
| { |
| std::stringstream str; |
| str << gemm_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the BoundingBoxTransformInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] bbox_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const BoundingBoxTransformInfo &bbox_info) |
| { |
| auto weights = bbox_info.weights(); |
| os << "(" << bbox_info.img_width() << "x" << bbox_info.img_height() << ")~" << bbox_info.scale() << "(weights={" |
| << weights[0] << ", " << weights[1] << ", " << weights[2] << ", " << weights[3] << "})"; |
| return os; |
| } |
| |
| #if defined(ARM_COMPUTE_ENABLE_BF16) |
| inline ::std::ostream &operator<<(::std::ostream &os, const bfloat16 &v) |
| { |
| return os << float(v); |
| } |
| #endif /* defined(ARM_COMPUTE_ENABLE_BF16) */ |
| |
| /** Formatted output of the BoundingBoxTransformInfo type. |
| * |
| * @param[in] bbox_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const BoundingBoxTransformInfo &bbox_info) |
| { |
| std::stringstream str; |
| str << bbox_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the ComputeAnchorsInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] anchors_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ComputeAnchorsInfo &anchors_info) |
| { |
| os << "(" << anchors_info.feat_width() << "x" << anchors_info.feat_height() << ")~" << anchors_info.spatial_scale(); |
| return os; |
| } |
| |
| /** Formatted output of the ComputeAnchorsInfo type. |
| * |
| * @param[in] anchors_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ComputeAnchorsInfo &anchors_info) |
| { |
| std::stringstream str; |
| str << anchors_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GenerateProposalsInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] proposals_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GenerateProposalsInfo &proposals_info) |
| { |
| os << "(" << proposals_info.im_width() << "x" << proposals_info.im_height() << ")~" << proposals_info.im_scale(); |
| return os; |
| } |
| |
| /** Formatted output of the GenerateProposalsInfo type. |
| * |
| * @param[in] proposals_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GenerateProposalsInfo &proposals_info) |
| { |
| std::stringstream str; |
| str << proposals_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the QuantizationInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] qinfo Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const QuantizationInfo &qinfo) |
| { |
| const UniformQuantizationInfo uqinfo = qinfo.uniform(); |
| os << "Scale:" << uqinfo.scale << "~"; |
| os << "Offset:" << uqinfo.offset; |
| return os; |
| } |
| |
| /** Formatted output of the QuantizationInfo type. |
| * |
| * @param[in] quantization_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const QuantizationInfo &quantization_info) |
| { |
| std::stringstream str; |
| str << quantization_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the activation function type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] act_function Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ActivationLayerInfo::ActivationFunction &act_function) |
| { |
| switch (act_function) |
| { |
| case ActivationLayerInfo::ActivationFunction::ABS: |
| os << "ABS"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::LINEAR: |
| os << "LINEAR"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::LOGISTIC: |
| os << "LOGISTIC"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::RELU: |
| os << "RELU"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::BOUNDED_RELU: |
| os << "BOUNDED_RELU"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::LEAKY_RELU: |
| os << "LEAKY_RELU"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::SOFT_RELU: |
| os << "SOFT_RELU"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::SQRT: |
| os << "SQRT"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU: |
| os << "LU_BOUNDED_RELU"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::ELU: |
| os << "ELU"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::SQUARE: |
| os << "SQUARE"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::TANH: |
| os << "TANH"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::IDENTITY: |
| os << "IDENTITY"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::HARD_SWISH: |
| os << "HARD_SWISH"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::SWISH: |
| os << "SWISH"; |
| break; |
| case ActivationLayerInfo::ActivationFunction::GELU: |
| os << "GELU"; |
| break; |
| |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the activation function info type. |
| * |
| * @param[in] info ActivationLayerInfo to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::ActivationLayerInfo &info) |
| { |
| std::stringstream str; |
| if (info.enabled()) |
| { |
| str << info.activation(); |
| } |
| return str.str(); |
| } |
| |
| /** Formatted output of the activation function info. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info ActivationLayerInfo to output. |
| * |
| * @return Formatted string. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ActivationLayerInfo *info) |
| { |
| if (info != nullptr) |
| { |
| if (info->enabled()) |
| { |
| os << info->activation(); |
| os << "("; |
| os << "VAL_A=" << info->a() << ","; |
| os << "VAL_B=" << info->b(); |
| os << ")"; |
| } |
| else |
| { |
| os << "disabled"; |
| } |
| } |
| else |
| { |
| os << "nullptr"; |
| } |
| return os; |
| } |
| |
| /** Formatted output of the activation function type. |
| * |
| * @param[in] function Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::ActivationLayerInfo::ActivationFunction &function) |
| { |
| std::stringstream str; |
| str << function; |
| return str.str(); |
| } |
| |
| /** Formatted output of the NormType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] norm_type Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const NormType &norm_type) |
| { |
| switch (norm_type) |
| { |
| case NormType::CROSS_MAP: |
| os << "CROSS_MAP"; |
| break; |
| case NormType::IN_MAP_1D: |
| os << "IN_MAP_1D"; |
| break; |
| case NormType::IN_MAP_2D: |
| os << "IN_MAP_2D"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of @ref NormalizationLayerInfo. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::NormalizationLayerInfo &info) |
| { |
| std::stringstream str; |
| str << info.type() << ":NormSize=" << info.norm_size(); |
| return str.str(); |
| } |
| |
| /** Formatted output of @ref NormalizationLayerInfo. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const NormalizationLayerInfo &info) |
| { |
| os << info.type() << ":NormSize=" << info.norm_size(); |
| return os; |
| } |
| |
| /** Formatted output of the PoolingType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] pool_type Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PoolingType &pool_type) |
| { |
| switch (pool_type) |
| { |
| case PoolingType::AVG: |
| os << "AVG"; |
| break; |
| case PoolingType::MAX: |
| os << "MAX"; |
| break; |
| case PoolingType::L2: |
| os << "L2"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of @ref PoolingLayerInfo. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PoolingLayerInfo &info) |
| { |
| os << info.pool_type; |
| |
| return os; |
| } |
| |
| /** Formatted output of @ref RoundingPolicy. |
| * |
| * @param[in] rounding_policy Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const RoundingPolicy &rounding_policy) |
| { |
| std::stringstream str; |
| str << rounding_policy; |
| return str.str(); |
| } |
| |
| /** [Print DataLayout type] **/ |
| /** Formatted output of the DataLayout type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] data_layout Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DataLayout &data_layout) |
| { |
| switch (data_layout) |
| { |
| case DataLayout::UNKNOWN: |
| os << "UNKNOWN"; |
| break; |
| case DataLayout::NHWC: |
| os << "NHWC"; |
| break; |
| case DataLayout::NCHW: |
| os << "NCHW"; |
| break; |
| case DataLayout::NDHWC: |
| os << "NDHWC"; |
| break; |
| case DataLayout::NCDHW: |
| os << "NCDHW"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the DataLayout type. |
| * |
| * @param[in] data_layout Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::DataLayout &data_layout) |
| { |
| std::stringstream str; |
| str << data_layout; |
| return str.str(); |
| } |
| /** [Print DataLayout type] **/ |
| |
| /** Formatted output of the DataLayoutDimension type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] data_layout_dim Data layout dimension to print. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DataLayoutDimension &data_layout_dim) |
| { |
| switch (data_layout_dim) |
| { |
| case DataLayoutDimension::WIDTH: |
| os << "WIDTH"; |
| break; |
| case DataLayoutDimension::HEIGHT: |
| os << "HEIGHT"; |
| break; |
| case DataLayoutDimension::CHANNEL: |
| os << "CHANNEL"; |
| break; |
| case DataLayoutDimension::DEPTH: |
| os << "DEPTH"; |
| break; |
| case DataLayoutDimension::BATCHES: |
| os << "BATCHES"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| return os; |
| } |
| |
| /** Formatted output of the DataType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] data_type Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DataType &data_type) |
| { |
| switch (data_type) |
| { |
| case DataType::UNKNOWN: |
| os << "UNKNOWN"; |
| break; |
| case DataType::U8: |
| os << "U8"; |
| break; |
| case DataType::QSYMM8: |
| os << "QSYMM8"; |
| break; |
| case DataType::QASYMM8: |
| os << "QASYMM8"; |
| break; |
| case DataType::QASYMM8_SIGNED: |
| os << "QASYMM8_SIGNED"; |
| break; |
| case DataType::QSYMM8_PER_CHANNEL: |
| os << "QSYMM8_PER_CHANNEL"; |
| break; |
| case DataType::S8: |
| os << "S8"; |
| break; |
| case DataType::U16: |
| os << "U16"; |
| break; |
| case DataType::S16: |
| os << "S16"; |
| break; |
| case DataType::QSYMM16: |
| os << "QSYMM16"; |
| break; |
| case DataType::QASYMM16: |
| os << "QASYMM16"; |
| break; |
| case DataType::U32: |
| os << "U32"; |
| break; |
| case DataType::S32: |
| os << "S32"; |
| break; |
| case DataType::U64: |
| os << "U64"; |
| break; |
| case DataType::S64: |
| os << "S64"; |
| break; |
| case DataType::BFLOAT16: |
| os << "BFLOAT16"; |
| break; |
| case DataType::F16: |
| os << "F16"; |
| break; |
| case DataType::F32: |
| os << "F32"; |
| break; |
| case DataType::F64: |
| os << "F64"; |
| break; |
| case DataType::SIZET: |
| os << "SIZET"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the DataType type. |
| * |
| * @param[in] data_type Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::DataType &data_type) |
| { |
| std::stringstream str; |
| str << data_type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Format type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] format Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Format &format) |
| { |
| switch (format) |
| { |
| case Format::UNKNOWN: |
| os << "UNKNOWN"; |
| break; |
| case Format::U8: |
| os << "U8"; |
| break; |
| case Format::S16: |
| os << "S16"; |
| break; |
| case Format::U16: |
| os << "U16"; |
| break; |
| case Format::S32: |
| os << "S32"; |
| break; |
| case Format::U32: |
| os << "U32"; |
| break; |
| case Format::F16: |
| os << "F16"; |
| break; |
| case Format::F32: |
| os << "F32"; |
| break; |
| case Format::UV88: |
| os << "UV88"; |
| break; |
| case Format::RGB888: |
| os << "RGB888"; |
| break; |
| case Format::RGBA8888: |
| os << "RGBA8888"; |
| break; |
| case Format::YUV444: |
| os << "YUV444"; |
| break; |
| case Format::YUYV422: |
| os << "YUYV422"; |
| break; |
| case Format::NV12: |
| os << "NV12"; |
| break; |
| case Format::NV21: |
| os << "NV21"; |
| break; |
| case Format::IYUV: |
| os << "IYUV"; |
| break; |
| case Format::UYVY422: |
| os << "UYVY422"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the Format type. |
| * |
| * @param[in] format Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Format &format) |
| { |
| std::stringstream str; |
| str << format; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Channel type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] channel Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Channel &channel) |
| { |
| switch (channel) |
| { |
| case Channel::UNKNOWN: |
| os << "UNKNOWN"; |
| break; |
| case Channel::C0: |
| os << "C0"; |
| break; |
| case Channel::C1: |
| os << "C1"; |
| break; |
| case Channel::C2: |
| os << "C2"; |
| break; |
| case Channel::C3: |
| os << "C3"; |
| break; |
| case Channel::R: |
| os << "R"; |
| break; |
| case Channel::G: |
| os << "G"; |
| break; |
| case Channel::B: |
| os << "B"; |
| break; |
| case Channel::A: |
| os << "A"; |
| break; |
| case Channel::Y: |
| os << "Y"; |
| break; |
| case Channel::U: |
| os << "U"; |
| break; |
| case Channel::V: |
| os << "V"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the Channel type. |
| * |
| * @param[in] channel Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Channel &channel) |
| { |
| std::stringstream str; |
| str << channel; |
| return str.str(); |
| } |
| |
| /** Formatted output of the BorderMode type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] mode Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const BorderMode &mode) |
| { |
| switch (mode) |
| { |
| case BorderMode::UNDEFINED: |
| os << "UNDEFINED"; |
| break; |
| case BorderMode::CONSTANT: |
| os << "CONSTANT"; |
| break; |
| case BorderMode::REPLICATE: |
| os << "REPLICATE"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the BorderSize type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] border Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const BorderSize &border) |
| { |
| os << border.top << "," << border.right << "," << border.bottom << "," << border.left; |
| |
| return os; |
| } |
| |
| /** Formatted output of the PaddingList type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] padding Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PaddingList &padding) |
| { |
| os << "{"; |
| for (auto const &p : padding) |
| { |
| os << "{" << p.first << "," << p.second << "}"; |
| } |
| os << "}"; |
| return os; |
| } |
| |
| /** Formatted output of the Multiples type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] multiples Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Multiples &multiples) |
| { |
| os << "("; |
| for (size_t i = 0; i < multiples.size() - 1; i++) |
| { |
| os << multiples[i] << ", "; |
| } |
| os << multiples.back() << ")"; |
| return os; |
| } |
| |
| /** Formatted output of the InterpolationPolicy type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] policy Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const InterpolationPolicy &policy) |
| { |
| switch (policy) |
| { |
| case InterpolationPolicy::NEAREST_NEIGHBOR: |
| os << "NEAREST_NEIGHBOR"; |
| break; |
| case InterpolationPolicy::BILINEAR: |
| os << "BILINEAR"; |
| break; |
| case InterpolationPolicy::AREA: |
| os << "AREA"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the SamplingPolicy type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] policy Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const SamplingPolicy &policy) |
| { |
| switch (policy) |
| { |
| case SamplingPolicy::CENTER: |
| os << "CENTER"; |
| break; |
| case SamplingPolicy::TOP_LEFT: |
| os << "TOP_LEFT"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the ITensorInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Tensor information. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(std::ostream &os, const ITensorInfo *info) |
| { |
| const DataType data_type = info->data_type(); |
| const DataLayout data_layout = info->data_layout(); |
| |
| os << "Shape=" << info->tensor_shape() << "," |
| << "DataLayout=" << string_from_data_layout(data_layout) << "," |
| << "DataType=" << string_from_data_type(data_type); |
| |
| if (is_data_type_quantized(data_type)) |
| { |
| const QuantizationInfo qinfo = info->quantization_info(); |
| const auto scales = qinfo.scale(); |
| const auto offsets = qinfo.offset(); |
| |
| os << ", QuantizationInfo={" |
| << "scales.size=" << scales.size() << ", scale(s)=" << scales << ", "; |
| |
| os << "offsets.size=" << offsets.size() << ", offset(s)=" << offsets << "}"; |
| } |
| return os; |
| } |
| |
| /** Formatted output of the const TensorInfo& type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const TensorInfo &info) |
| { |
| os << &info; |
| return os; |
| } |
| |
| /** Formatted output of the const TensorInfo& type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const TensorInfo &info) |
| { |
| std::stringstream str; |
| str << &info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the const ITensorInfo& type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ITensorInfo &info) |
| { |
| std::stringstream str; |
| str << &info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the const ITensorInfo* type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ITensorInfo *info) |
| { |
| std::string ret_str = "nullptr"; |
| if (info != nullptr) |
| { |
| std::stringstream str; |
| str << info; |
| ret_str = str.str(); |
| } |
| return ret_str; |
| } |
| |
| /** Formatted output of the ITensorInfo* type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(ITensorInfo *info) |
| { |
| return to_string(static_cast<const ITensorInfo *>(info)); |
| } |
| |
| /** Formatted output of the ITensorInfo type obtained from const ITensor* type. |
| * |
| * @param[in] tensor Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ITensor *tensor) |
| { |
| std::string ret_str = "nullptr"; |
| if (tensor != nullptr) |
| { |
| std::stringstream str; |
| str << "ITensor->info(): " << tensor->info(); |
| ret_str = str.str(); |
| } |
| return ret_str; |
| } |
| |
| /** Formatted output of the ITensorInfo type obtained from the ITensor* type. |
| * |
| * @param[in] tensor Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(ITensor *tensor) |
| { |
| return to_string(static_cast<const ITensor *>(tensor)); |
| } |
| |
| /** Formatted output of the ITensorInfo type obtained from the ITensor& type. |
| * |
| * @param[in] tensor Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(ITensor &tensor) |
| { |
| std::stringstream str; |
| str << "ITensor.info(): " << tensor.info(); |
| return str.str(); |
| } |
| |
| #ifdef ARM_COMPUTE_OPENCL_ENABLED |
| /** Formatted output of the ITensorInfo type obtained from the const ICLTensor& type. |
| * |
| * @param[in] cl_tensor Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ICLTensor *cl_tensor) |
| { |
| std::string ret_str = "nullptr"; |
| if (cl_tensor != nullptr) |
| { |
| std::stringstream str; |
| str << "ICLTensor->info(): " << cl_tensor->info(); |
| ret_str = str.str(); |
| } |
| return ret_str; |
| } |
| |
| /** Formatted output of the ITensorInfo type obtained from the ICLTensor& type. |
| * |
| * @param[in] cl_tensor Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(ICLTensor *cl_tensor) |
| { |
| return to_string(static_cast<const ICLTensor *>(cl_tensor)); |
| } |
| |
| /** Formatted output of the cl::NDRange type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] nd_range cl::NDRange to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const cl::NDRange &nd_range) |
| { |
| os << "{" << nd_range[0] << "," << nd_range[1] << "," << nd_range[2] << "}"; |
| return os; |
| } |
| |
| /** Formatted output of the cl::NDRange type |
| * |
| * @param[in] nd_Range Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const cl::NDRange &nd_range) |
| { |
| std::stringstream str; |
| str << nd_range; |
| return str.str(); |
| } |
| #endif /* ARM_COMPUTE_OPENCL_ENABLED */ |
| |
| /** Formatted output of the Dimensions type. |
| * |
| * @param[in] dimensions Type to output. |
| * |
| * @return Formatted string. |
| */ |
| template <typename T> |
| inline std::string to_string(const Dimensions<T> &dimensions) |
| { |
| std::stringstream str; |
| str << dimensions; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Strides type. |
| * |
| * @param[in] stride Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Strides &stride) |
| { |
| std::stringstream str; |
| str << stride; |
| return str.str(); |
| } |
| |
| /** Formatted output of the TensorShape type. |
| * |
| * @param[in] shape Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const TensorShape &shape) |
| { |
| std::stringstream str; |
| str << shape; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Coordinates type. |
| * |
| * @param[in] coord Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Coordinates &coord) |
| { |
| std::stringstream str; |
| str << coord; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMReshapeInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMReshapeInfo &info) |
| { |
| os << "{m=" << info.m() << ","; |
| os << "n=" << info.n() << ","; |
| os << "k=" << info.k() << ","; |
| os << "mult_transpose1xW_width=" << info.mult_transpose1xW_width() << ","; |
| os << "mult_interleave4x4_height=" << info.mult_interleave4x4_height(); |
| os << "}"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the GEMMInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMInfo &info) |
| { |
| os << "{is_a_reshaped=" << info.is_a_reshaped() << ","; |
| os << "is_b_reshaped=" << info.is_b_reshaped() << ","; |
| os << "reshape_b_only_on_first_run=" << info.reshape_b_only_on_first_run() << ","; |
| os << "depth_output_gemm3d=" << info.depth_output_gemm3d() << ","; |
| os << "reinterpret_input_as_3d=" << info.reinterpret_input_as_3d() << ","; |
| os << "retain_internal_weights=" << info.retain_internal_weights() << ","; |
| os << "fp_mixed_precision=" << info.fp_mixed_precision() << ","; |
| os << "broadcast_bias=" << info.broadcast_bias() << ","; |
| os << "pretranspose_B=" << info.pretranspose_B() << ","; |
| os << "}"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the Window::Dimension type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] dim Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Window::Dimension &dim) |
| { |
| os << "{start=" << dim.start() << ", end=" << dim.end() << ", step=" << dim.step() << "}"; |
| |
| return os; |
| } |
| /** Formatted output of the Window type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] win Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Window &win) |
| { |
| os << "{"; |
| for (unsigned int i = 0; i < Coordinates::num_max_dimensions; i++) |
| { |
| if (i > 0) |
| { |
| os << ", "; |
| } |
| os << win[i]; |
| } |
| os << "}"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the WeightsInfo type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const WeightsInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMReshapeInfo type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GEMMReshapeInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMInfo type. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GEMMInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Window::Dimension type. |
| * |
| * @param[in] dim Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Window::Dimension &dim) |
| { |
| std::stringstream str; |
| str << dim; |
| return str.str(); |
| } |
| /** Formatted output of the Window& type. |
| * |
| * @param[in] win Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Window &win) |
| { |
| std::stringstream str; |
| str << win; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Window* type. |
| * |
| * @param[in] win Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(Window *win) |
| { |
| std::string ret_str = "nullptr"; |
| if (win != nullptr) |
| { |
| std::stringstream str; |
| str << *win; |
| ret_str = str.str(); |
| } |
| return ret_str; |
| } |
| |
| /** Formatted output of the Rectangle type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] rect Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Rectangle &rect) |
| { |
| os << rect.width << "x" << rect.height; |
| os << "+" << rect.x << "+" << rect.y; |
| |
| return os; |
| } |
| |
| /** Formatted output of the PaddingMode type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] mode Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PaddingMode &mode) |
| { |
| switch (mode) |
| { |
| case PaddingMode::CONSTANT: |
| os << "CONSTANT"; |
| break; |
| case PaddingMode::REFLECT: |
| os << "REFLECT"; |
| break; |
| case PaddingMode::SYMMETRIC: |
| os << "SYMMETRIC"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the PaddingMode type. |
| * |
| * @param[in] mode Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const PaddingMode &mode) |
| { |
| std::stringstream str; |
| str << mode; |
| return str.str(); |
| } |
| |
| /** Formatted output of the PadStrideInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] pad_stride_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PadStrideInfo &pad_stride_info) |
| { |
| os << pad_stride_info.stride().first << "," << pad_stride_info.stride().second; |
| os << ";"; |
| os << pad_stride_info.pad_left() << "," << pad_stride_info.pad_right() << "," << pad_stride_info.pad_top() << "," |
| << pad_stride_info.pad_bottom(); |
| |
| return os; |
| } |
| |
| /** Formatted output of the PadStrideInfo type. |
| * |
| * @param[in] pad_stride_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const PadStrideInfo &pad_stride_info) |
| { |
| std::stringstream str; |
| str << pad_stride_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the BorderMode type. |
| * |
| * @param[in] mode Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const BorderMode &mode) |
| { |
| std::stringstream str; |
| str << mode; |
| return str.str(); |
| } |
| |
| /** Formatted output of the BorderSize type. |
| * |
| * @param[in] border Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const BorderSize &border) |
| { |
| std::stringstream str; |
| str << border; |
| return str.str(); |
| } |
| |
| /** Formatted output of the PaddingList type. |
| * |
| * @param[in] padding Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const PaddingList &padding) |
| { |
| std::stringstream str; |
| str << padding; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Multiples type. |
| * |
| * @param[in] multiples Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Multiples &multiples) |
| { |
| std::stringstream str; |
| str << multiples; |
| return str.str(); |
| } |
| |
| /** Formatted output of the InterpolationPolicy type. |
| * |
| * @param[in] policy Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const InterpolationPolicy &policy) |
| { |
| std::stringstream str; |
| str << policy; |
| return str.str(); |
| } |
| |
| /** Formatted output of the SamplingPolicy type. |
| * |
| * @param[in] policy Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const SamplingPolicy &policy) |
| { |
| std::stringstream str; |
| str << policy; |
| return str.str(); |
| } |
| |
| /** Formatted output of the ConvertPolicy type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] policy Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ConvertPolicy &policy) |
| { |
| switch (policy) |
| { |
| case ConvertPolicy::WRAP: |
| os << "WRAP"; |
| break; |
| case ConvertPolicy::SATURATE: |
| os << "SATURATE"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| inline std::string to_string(const ConvertPolicy &policy) |
| { |
| std::stringstream str; |
| str << policy; |
| return str.str(); |
| } |
| |
| /** Formatted output of the ArithmeticOperation type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] op Operation to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ArithmeticOperation &op) |
| { |
| switch (op) |
| { |
| case ArithmeticOperation::ADD: |
| os << "ADD"; |
| break; |
| case ArithmeticOperation::SUB: |
| os << "SUB"; |
| break; |
| case ArithmeticOperation::DIV: |
| os << "DIV"; |
| break; |
| case ArithmeticOperation::MAX: |
| os << "MAX"; |
| break; |
| case ArithmeticOperation::MIN: |
| os << "MIN"; |
| break; |
| case ArithmeticOperation::SQUARED_DIFF: |
| os << "SQUARED_DIFF"; |
| break; |
| case ArithmeticOperation::POWER: |
| os << "POWER"; |
| break; |
| case ArithmeticOperation::PRELU: |
| os << "PRELU"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the Arithmetic Operation |
| * |
| * @param[in] op Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ArithmeticOperation &op) |
| { |
| std::stringstream str; |
| str << op; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Reduction Operations. |
| * |
| * @param[out] os Output stream. |
| * @param[in] op Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ReductionOperation &op) |
| { |
| switch (op) |
| { |
| case ReductionOperation::SUM: |
| os << "SUM"; |
| break; |
| case ReductionOperation::SUM_SQUARE: |
| os << "SUM_SQUARE"; |
| break; |
| case ReductionOperation::MEAN_SUM: |
| os << "MEAN_SUM"; |
| break; |
| case ReductionOperation::ARG_IDX_MAX: |
| os << "ARG_IDX_MAX"; |
| break; |
| case ReductionOperation::ARG_IDX_MIN: |
| os << "ARG_IDX_MIN"; |
| break; |
| case ReductionOperation::PROD: |
| os << "PROD"; |
| break; |
| case ReductionOperation::MIN: |
| os << "MIN"; |
| break; |
| case ReductionOperation::MAX: |
| os << "MAX"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the Reduction Operations. |
| * |
| * @param[in] op Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ReductionOperation &op) |
| { |
| std::stringstream str; |
| str << op; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Comparison Operations. |
| * |
| * @param[out] os Output stream. |
| * @param[in] op Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ComparisonOperation &op) |
| { |
| switch (op) |
| { |
| case ComparisonOperation::Equal: |
| os << "Equal"; |
| break; |
| case ComparisonOperation::NotEqual: |
| os << "NotEqual"; |
| break; |
| case ComparisonOperation::Greater: |
| os << "Greater"; |
| break; |
| case ComparisonOperation::GreaterEqual: |
| os << "GreaterEqual"; |
| break; |
| case ComparisonOperation::Less: |
| os << "Less"; |
| break; |
| case ComparisonOperation::LessEqual: |
| os << "LessEqual"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the Elementwise unary Operations. |
| * |
| * @param[out] os Output stream. |
| * @param[in] op Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ElementWiseUnary &op) |
| { |
| switch (op) |
| { |
| case ElementWiseUnary::RSQRT: |
| os << "RSQRT"; |
| break; |
| case ElementWiseUnary::EXP: |
| os << "EXP"; |
| break; |
| case ElementWiseUnary::NEG: |
| os << "NEG"; |
| break; |
| case ElementWiseUnary::LOG: |
| os << "LOG"; |
| break; |
| case ElementWiseUnary::SIN: |
| os << "SIN"; |
| break; |
| case ElementWiseUnary::ABS: |
| os << "ABS"; |
| break; |
| case ElementWiseUnary::ROUND: |
| os << "ROUND"; |
| break; |
| case ElementWiseUnary::LOGICAL_NOT: |
| os << "LOGICAL_NOT"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the Comparison Operations. |
| * |
| * @param[in] op Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ComparisonOperation &op) |
| { |
| std::stringstream str; |
| str << op; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Elementwise unary Operations. |
| * |
| * @param[in] op Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ElementWiseUnary &op) |
| { |
| std::stringstream str; |
| str << op; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Norm Type. |
| * |
| * @param[in] type Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const NormType &type) |
| { |
| std::stringstream str; |
| str << type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Pooling Type. |
| * |
| * @param[in] type Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const PoolingType &type) |
| { |
| std::stringstream str; |
| str << type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Pooling Layer Info. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const PoolingLayerInfo &info) |
| { |
| std::stringstream str; |
| str << "{Type=" << info.pool_type << "," |
| << "DataLayout=" << info.data_layout << "," |
| << "IsGlobalPooling=" << info.is_global_pooling; |
| if (!info.is_global_pooling) |
| { |
| str << "," |
| << "PoolSize=" << info.pool_size.width << "," << info.pool_size.height << "," |
| << "PadStride=" << info.pad_stride_info; |
| } |
| str << "}"; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Size3D type. |
| * |
| * @param[out] os Output stream |
| * @param[in] size Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Size3D &size) |
| { |
| os << size.width << "x" << size.height << "x" << size.depth; |
| |
| return os; |
| } |
| |
| /** Formatted output of the Size3D type. |
| * |
| * @param[in] type Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Size3D &type) |
| { |
| std::stringstream str; |
| str << type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Padding3D type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] padding3d Padding info for 3D spatial dimension shape. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Padding3D &padding3d) |
| { |
| os << padding3d.left << "," << padding3d.right << "," << padding3d.top << "," << padding3d.bottom << "," |
| << padding3d.front << "," << padding3d.back; |
| return os; |
| } |
| |
| /** Converts a @ref Padding3D to string |
| * |
| * @param[in] padding3d Padding3D value to be converted |
| * |
| * @return String representing the corresponding Padding3D |
| */ |
| inline std::string to_string(const Padding3D &padding3d) |
| { |
| std::stringstream str; |
| str << padding3d; |
| return str.str(); |
| } |
| |
| /** Formatted output of the DimensionRoundingType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] rounding_type DimensionRoundingType Dimension rounding type when down-scaling, or compute output shape of pooling(2D or 3D). |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DimensionRoundingType &rounding_type) |
| { |
| switch (rounding_type) |
| { |
| case DimensionRoundingType::CEIL: |
| os << "CEIL"; |
| break; |
| case DimensionRoundingType::FLOOR: |
| os << "FLOOR"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| return os; |
| } |
| |
| /** Formatted output of the Pooling 3d Layer Info. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Pooling 3D layer info to print to output stream. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Pooling3dLayerInfo &info) |
| { |
| os << "{Type=" << info.pool_type << "," |
| << "IsGlobalPooling=" << info.is_global_pooling; |
| if (!info.is_global_pooling) |
| { |
| os << "," |
| << "PoolSize=" << info.pool_size << ", " |
| << "Stride=" << info.stride << ", " |
| << "Padding=" << info.padding << ", " |
| << "Exclude Padding=" << info.exclude_padding << ", " |
| << "fp_mixed_precision=" << info.fp_mixed_precision << ", " |
| << "DimensionRoundingType=" << info.round_type; |
| } |
| os << "}"; |
| return os; |
| } |
| |
| /** Formatted output of the Pooling 3d Layer Info. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Pooling3dLayerInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the PriorBoxLayerInfo. |
| * |
| * @param[in] info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const PriorBoxLayerInfo &info) |
| { |
| std::stringstream str; |
| str << "{"; |
| str << "Clip:" << info.clip() << "Flip:" << info.flip() << "StepX:" << info.steps()[0] |
| << "StepY:" << info.steps()[1] << "MinSizes:" << info.min_sizes().size() |
| << "MaxSizes:" << info.max_sizes().size() << "ImgSizeX:" << info.img_size().x |
| << "ImgSizeY:" << info.img_size().y << "Offset:" << info.offset() << "Variances:" << info.variances().size(); |
| str << "}"; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Size2D type. |
| * |
| * @param[out] os Output stream |
| * @param[in] size Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Size2D &size) |
| { |
| os << size.width << "x" << size.height; |
| |
| return os; |
| } |
| |
| /** Formatted output of the Size2D type. |
| * |
| * @param[in] type Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Size2D &type) |
| { |
| std::stringstream str; |
| str << type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the ConvolutionMethod type. |
| * |
| * @param[out] os Output stream |
| * @param[in] conv_method Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ConvolutionMethod &conv_method) |
| { |
| switch (conv_method) |
| { |
| case ConvolutionMethod::GEMM: |
| os << "GEMM"; |
| break; |
| case ConvolutionMethod::DIRECT: |
| os << "DIRECT"; |
| break; |
| case ConvolutionMethod::WINOGRAD: |
| os << "WINOGRAD"; |
| break; |
| case ConvolutionMethod::FFT: |
| os << "FFT"; |
| break; |
| case ConvolutionMethod::GEMM_CONV2D: |
| os << "GEMM_CONV2D"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the ConvolutionMethod type. |
| * |
| * @param[in] conv_method Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const ConvolutionMethod &conv_method) |
| { |
| std::stringstream str; |
| str << conv_method; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GPUTarget type. |
| * |
| * @param[out] os Output stream |
| * @param[in] gpu_target Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GPUTarget &gpu_target) |
| { |
| switch (gpu_target) |
| { |
| case GPUTarget::GPU_ARCH_MASK: |
| os << "GPU_ARCH_MASK"; |
| break; |
| case GPUTarget::GPU_GENERATION_MASK: |
| os << "GPU_GENERATION_MASK"; |
| break; |
| case GPUTarget::MIDGARD: |
| os << "MIDGARD"; |
| break; |
| case GPUTarget::BIFROST: |
| os << "BIFROST"; |
| break; |
| case GPUTarget::VALHALL: |
| os << "VALHALL"; |
| break; |
| case GPUTarget::T600: |
| os << "T600"; |
| break; |
| case GPUTarget::T700: |
| os << "T700"; |
| break; |
| case GPUTarget::T800: |
| os << "T800"; |
| break; |
| case GPUTarget::G71: |
| os << "G71"; |
| break; |
| case GPUTarget::G72: |
| os << "G72"; |
| break; |
| case GPUTarget::G51: |
| os << "G51"; |
| break; |
| case GPUTarget::G51BIG: |
| os << "G51BIG"; |
| break; |
| case GPUTarget::G51LIT: |
| os << "G51LIT"; |
| break; |
| case GPUTarget::G31: |
| os << "G31"; |
| break; |
| case GPUTarget::G76: |
| os << "G76"; |
| break; |
| case GPUTarget::G52: |
| os << "G52"; |
| break; |
| case GPUTarget::G52LIT: |
| os << "G52LIT"; |
| break; |
| case GPUTarget::G77: |
| os << "G77"; |
| break; |
| case GPUTarget::G57: |
| os << "G57"; |
| break; |
| case GPUTarget::G78: |
| os << "G78"; |
| break; |
| case GPUTarget::G68: |
| os << "G68"; |
| break; |
| case GPUTarget::G78AE: |
| os << "G78AE"; |
| break; |
| case GPUTarget::G710: |
| os << "G710"; |
| break; |
| case GPUTarget::G610: |
| os << "G610"; |
| break; |
| case GPUTarget::G510: |
| os << "G510"; |
| break; |
| case GPUTarget::G310: |
| os << "G310"; |
| break; |
| case GPUTarget::G715: |
| os << "G715"; |
| break; |
| case GPUTarget::G615: |
| os << "G615"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| |
| /** Formatted output of the GPUTarget type. |
| * |
| * @param[in] gpu_target Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const GPUTarget &gpu_target) |
| { |
| std::stringstream str; |
| str << gpu_target; |
| return str.str(); |
| } |
| |
| /** Formatted output of the DetectionWindow type. |
| * |
| * @param[out] os Output stream |
| * @param[in] detection_window Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DetectionWindow &detection_window) |
| { |
| os << "{x=" << detection_window.x << "," |
| << "y=" << detection_window.y << "," |
| << "width=" << detection_window.width << "," |
| << "height=" << detection_window.height << "," |
| << "idx_class=" << detection_window.idx_class << "," |
| << "score=" << detection_window.score << "}"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the DetectionOutputLayerCodeType type. |
| * |
| * @param[out] os Output stream |
| * @param[in] detection_code Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DetectionOutputLayerCodeType &detection_code) |
| { |
| switch (detection_code) |
| { |
| case DetectionOutputLayerCodeType::CENTER_SIZE: |
| os << "CENTER_SIZE"; |
| break; |
| case DetectionOutputLayerCodeType::CORNER: |
| os << "CORNER"; |
| break; |
| case DetectionOutputLayerCodeType::CORNER_SIZE: |
| os << "CORNER_SIZE"; |
| break; |
| case DetectionOutputLayerCodeType::TF_CENTER: |
| os << "TF_CENTER"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| |
| return os; |
| } |
| /** Formatted output of the DetectionOutputLayerCodeType type. |
| * |
| * @param[in] detection_code Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const DetectionOutputLayerCodeType &detection_code) |
| { |
| std::stringstream str; |
| str << detection_code; |
| return str.str(); |
| } |
| |
| /** Formatted output of the DetectionOutputLayerInfo type. |
| * |
| * @param[out] os Output stream |
| * @param[in] detection_info Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DetectionOutputLayerInfo &detection_info) |
| { |
| os << "{Classes=" << detection_info.num_classes() << "," |
| << "ShareLocation=" << detection_info.share_location() << "," |
| << "CodeType=" << detection_info.code_type() << "," |
| << "VarianceEncodedInTarget=" << detection_info.variance_encoded_in_target() << "," |
| << "KeepTopK=" << detection_info.keep_top_k() << "," |
| << "NMSThreshold=" << detection_info.nms_threshold() << "," |
| << "Eta=" << detection_info.eta() << "," |
| << "BackgroundLabelId=" << detection_info.background_label_id() << "," |
| << "ConfidenceThreshold=" << detection_info.confidence_threshold() << "," |
| << "TopK=" << detection_info.top_k() << "," |
| << "NumLocClasses=" << detection_info.num_loc_classes() << "}"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the DetectionOutputLayerInfo type. |
| * |
| * @param[in] detection_info Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const DetectionOutputLayerInfo &detection_info) |
| { |
| std::stringstream str; |
| str << detection_info; |
| return str.str(); |
| } |
| /** Formatted output of the DetectionPostProcessLayerInfo type. |
| * |
| * @param[out] os Output stream |
| * @param[in] detection_info Type to output |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const DetectionPostProcessLayerInfo &detection_info) |
| { |
| os << "{MaxDetections=" << detection_info.max_detections() << "," |
| << "MaxClassesPerDetection=" << detection_info.max_classes_per_detection() << "," |
| << "NmsScoreThreshold=" << detection_info.nms_score_threshold() << "," |
| << "NmsIouThreshold=" << detection_info.iou_threshold() << "," |
| << "NumClasses=" << detection_info.num_classes() << "," |
| << "ScaleValue_y=" << detection_info.scale_value_y() << "," |
| << "ScaleValue_x=" << detection_info.scale_value_x() << "," |
| << "ScaleValue_h=" << detection_info.scale_value_h() << "," |
| << "ScaleValue_w=" << detection_info.scale_value_w() << "," |
| << "UseRegularNms=" << detection_info.use_regular_nms() << "," |
| << "DetectionPerClass=" << detection_info.detection_per_class() << "}"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the DetectionPostProcessLayerInfo type. |
| * |
| * @param[in] detection_info Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const DetectionPostProcessLayerInfo &detection_info) |
| { |
| std::stringstream str; |
| str << detection_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the DetectionWindow type. |
| * |
| * @param[in] detection_window Type to output |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const DetectionWindow &detection_window) |
| { |
| std::stringstream str; |
| str << detection_window; |
| return str.str(); |
| } |
| |
| /** Formatted output of @ref PriorBoxLayerInfo. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PriorBoxLayerInfo &info) |
| { |
| os << "Clip:" << info.clip() << "Flip:" << info.flip() << "StepX:" << info.steps()[0] << "StepY:" << info.steps()[1] |
| << "MinSizes:" << info.min_sizes() << "MaxSizes:" << info.max_sizes() << "ImgSizeX:" << info.img_size().x |
| << "ImgSizeY:" << info.img_size().y << "Offset:" << info.offset() << "Variances:" << info.variances(); |
| |
| return os; |
| } |
| |
| /** Formatted output of the WinogradInfo type. */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const WinogradInfo &info) |
| { |
| os << "{OutputTileSize=" << info.output_tile_size << "," |
| << "KernelSize=" << info.kernel_size << "," |
| << "PadStride=" << info.convolution_info << "," |
| << "OutputDataLayout=" << info.output_data_layout << "}"; |
| |
| return os; |
| } |
| |
| inline std::string to_string(const WinogradInfo &type) |
| { |
| std::stringstream str; |
| str << type; |
| return str.str(); |
| } |
| |
| /** Convert a CLTunerMode value to a string |
| * |
| * @param val CLTunerMode value to be converted |
| * |
| * @return String representing the corresponding CLTunerMode. |
| */ |
| inline std::string to_string(const CLTunerMode val) |
| { |
| switch (val) |
| { |
| case CLTunerMode::EXHAUSTIVE: |
| { |
| return std::string("Exhaustive"); |
| } |
| case CLTunerMode::NORMAL: |
| { |
| return std::string("Normal"); |
| } |
| case CLTunerMode::RAPID: |
| { |
| return std::string("Rapid"); |
| } |
| default: |
| { |
| ARM_COMPUTE_ERROR("Invalid tuner mode."); |
| return std::string("UNDEFINED"); |
| } |
| } |
| } |
| /** Converts a @ref CLGEMMKernelType to string |
| * |
| * @param[in] val CLGEMMKernelType value to be converted |
| * |
| * @return String representing the corresponding CLGEMMKernelType |
| */ |
| inline std::string to_string(CLGEMMKernelType val) |
| { |
| switch (val) |
| { |
| case CLGEMMKernelType::NATIVE: |
| { |
| return "Native"; |
| } |
| case CLGEMMKernelType::RESHAPED_ONLY_RHS: |
| { |
| return "Reshaped_Only_RHS"; |
| } |
| case CLGEMMKernelType::RESHAPED: |
| { |
| return "Reshaped"; |
| } |
| default: |
| { |
| return "Unknown"; |
| } |
| } |
| } |
| /** [Print CLTunerMode type] **/ |
| /** Formatted output of the CLTunerMode type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] val CLTunerMode to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const CLTunerMode &val) |
| { |
| os << to_string(val); |
| return os; |
| } |
| |
| /** Formatted output of the ConvolutionInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] conv_info ConvolutionInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ConvolutionInfo &conv_info) |
| { |
| os << "{PadStrideInfo=" << conv_info.pad_stride_info << ", " |
| << "depth_multiplier=" << conv_info.depth_multiplier << ", " |
| << "act_info=" << to_string(conv_info.act_info) << ", " |
| << "dilation=" << conv_info.dilation << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref ConvolutionInfo to string |
| * |
| * @param[in] info ConvolutionInfo value to be converted |
| * |
| * @return String representing the corresponding ConvolutionInfo |
| */ |
| inline std::string to_string(const ConvolutionInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the FullyConnectedLayerInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] layer_info FullyConnectedLayerInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const FullyConnectedLayerInfo &layer_info) |
| { |
| os << "{activation_info=" << to_string(layer_info.activation_info) << ", " |
| << "weights_trained_layout=" << layer_info.weights_trained_layout << ", " |
| << "transpose_weights=" << layer_info.transpose_weights << ", " |
| << "are_weights_reshaped=" << layer_info.are_weights_reshaped << ", " |
| << "retain_internal_weights=" << layer_info.retain_internal_weights << ", " |
| << "fp_mixed_precision=" << layer_info.fp_mixed_precision << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref FullyConnectedLayerInfo to string |
| * |
| * @param[in] info FullyConnectedLayerInfo value to be converted |
| * |
| * @return String representing the corresponding FullyConnectedLayerInfo |
| */ |
| inline std::string to_string(const FullyConnectedLayerInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMLowpOutputStageType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] gemm_type GEMMLowpOutputStageType to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMLowpOutputStageType &gemm_type) |
| { |
| switch (gemm_type) |
| { |
| case GEMMLowpOutputStageType::NONE: |
| os << "NONE"; |
| break; |
| case GEMMLowpOutputStageType::QUANTIZE_DOWN: |
| os << "QUANTIZE_DOWN"; |
| break; |
| case GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT: |
| os << "QUANTIZE_DOWN_FIXEDPOINT"; |
| break; |
| case GEMMLowpOutputStageType::QUANTIZE_DOWN_FLOAT: |
| os << "QUANTIZE_DOWN_FLOAT"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| return os; |
| } |
| |
| /** Converts a @ref GEMMLowpOutputStageType to string |
| * |
| * @param[in] gemm_type GEMMLowpOutputStageType value to be converted |
| * |
| * @return String representing the corresponding GEMMLowpOutputStageType |
| */ |
| inline std::string to_string(const GEMMLowpOutputStageType &gemm_type) |
| { |
| std::stringstream str; |
| str << gemm_type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the GEMMLowpOutputStageInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] gemm_info GEMMLowpOutputStageInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const GEMMLowpOutputStageInfo &gemm_info) |
| { |
| os << "{type=" << gemm_info.type << ", " |
| << "gemlowp_offset=" << gemm_info.gemmlowp_offset << ", " |
| << "gemmlowp_multiplier=" << gemm_info.gemmlowp_multiplier << ", " |
| << "gemmlowp_shift=" << gemm_info.gemmlowp_shift << ", " |
| << "gemmlowp_min_bound=" << gemm_info.gemmlowp_min_bound << ", " |
| << "gemmlowp_max_bound=" << gemm_info.gemmlowp_max_bound << ", " |
| << "gemmlowp_multipliers=" << gemm_info.gemmlowp_multiplier << ", " |
| << "gemmlowp_shifts=" << gemm_info.gemmlowp_shift << ", " |
| << "gemmlowp_real_multiplier=" << gemm_info.gemmlowp_real_multiplier << ", " |
| << "is_quantized_per_channel=" << gemm_info.is_quantized_per_channel << ", " |
| << "output_data_type=" << gemm_info.output_data_type << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref GEMMLowpOutputStageInfo to string |
| * |
| * @param[in] gemm_info GEMMLowpOutputStageInfo value to be converted |
| * |
| * @return String representing the corresponding GEMMLowpOutputStageInfo |
| */ |
| inline std::string to_string(const GEMMLowpOutputStageInfo &gemm_info) |
| { |
| std::stringstream str; |
| str << gemm_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Conv2dInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] conv_info Conv2dInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Conv2dInfo &conv_info) |
| { |
| os << "{conv_info=" << conv_info.conv_info << ", " |
| << "dilation=" << conv_info.dilation << ", " |
| << "act_info=" << to_string(conv_info.act_info) << ", " |
| << "enable_fast_math=" << conv_info.enable_fast_math << ", " |
| << "num_groups=" << conv_info.num_groups << "," |
| << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref Conv2dInfo to string |
| * |
| * @param[in] conv_info Conv2dInfo value to be converted |
| * |
| * @return String representing the corresponding Conv2dInfo |
| */ |
| inline std::string to_string(const Conv2dInfo &conv_info) |
| { |
| std::stringstream str; |
| str << conv_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the PixelValue type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] pixel_value PixelValue to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const PixelValue &pixel_value) |
| { |
| os << "{value.u64=" << pixel_value.get<uint64_t>() << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref PixelValue to string |
| * |
| * @param[in] pixel_value PixelValue value to be converted |
| * |
| * @return String representing the corresponding PixelValue |
| */ |
| inline std::string to_string(const PixelValue &pixel_value) |
| { |
| std::stringstream str; |
| str << pixel_value; |
| return str.str(); |
| } |
| |
| /** Formatted output of the ScaleKernelInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] scale_info ScaleKernelInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const ScaleKernelInfo &scale_info) |
| { |
| os << "{interpolation_policy=" << scale_info.interpolation_policy << ", " |
| << "BorderMode=" << scale_info.border_mode << ", " |
| << "PixelValue=" << scale_info.constant_border_value << ", " |
| << "SamplingPolicy=" << scale_info.sampling_policy << ", " |
| << "use_padding=" << scale_info.use_padding << ", " |
| << "align_corners=" << scale_info.align_corners << ", " |
| << "data_layout=" << scale_info.data_layout << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref ScaleKernelInfo to string |
| * |
| * @param[in] scale_info ScaleKernelInfo value to be converted |
| * |
| * @return String representing the corresponding ScaleKernelInfo |
| */ |
| inline std::string to_string(const ScaleKernelInfo &scale_info) |
| { |
| std::stringstream str; |
| str << scale_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the FFTDirection type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] fft_dir FFTDirection to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const FFTDirection &fft_dir) |
| { |
| switch (fft_dir) |
| { |
| case FFTDirection::Forward: |
| os << "Forward"; |
| break; |
| case FFTDirection::Inverse: |
| os << "Inverse"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| return os; |
| } |
| |
| /** Converts a @ref FFT1DInfo to string |
| * |
| * @param[in] fft_dir FFT1DInfo value to be converted |
| * |
| * @return String representing the corresponding FFT1DInfo |
| */ |
| inline std::string to_string(const FFTDirection &fft_dir) |
| { |
| std::stringstream str; |
| str << "{" << fft_dir << "}"; |
| return str.str(); |
| } |
| |
| /** Formatted output of the FFT1DInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] fft1d_info FFT1DInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const FFT1DInfo &fft1d_info) |
| { |
| os << "{axis=" << fft1d_info.axis << ", " |
| << "direction=" << fft1d_info.direction << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref FFT1DInfo to string |
| * |
| * @param[in] fft1d_info FFT1DInfo value to be converted |
| * |
| * @return String representing the corresponding FFT1DInfo |
| */ |
| inline std::string to_string(const FFT1DInfo &fft1d_info) |
| { |
| std::stringstream str; |
| str << fft1d_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the FFT2DInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] fft2d_info FFT2DInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const FFT2DInfo &fft2d_info) |
| { |
| os << "{axis=" << fft2d_info.axis0 << ", " |
| << "axis=" << fft2d_info.axis1 << ", " |
| << "direction=" << fft2d_info.direction << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref FFT2DInfo to string |
| * |
| * @param[in] fft2d_info FFT2DInfo value to be converted |
| * |
| * @return String representing the corresponding FFT2DInfo |
| */ |
| inline std::string to_string(const FFT2DInfo &fft2d_info) |
| { |
| std::stringstream str; |
| str << fft2d_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Coordinates2D type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] coord_2d Coordinates2D to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Coordinates2D &coord_2d) |
| { |
| os << "{x=" << coord_2d.x << ", " |
| << "y=" << coord_2d.y << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref Coordinates2D to string |
| * |
| * @param[in] coord_2d Coordinates2D value to be converted |
| * |
| * @return String representing the corresponding Coordinates2D |
| */ |
| inline std::string to_string(const Coordinates2D &coord_2d) |
| { |
| std::stringstream str; |
| str << coord_2d; |
| return str.str(); |
| } |
| |
| /** Formatted output of the FuseBatchNormalizationType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] fuse_type FuseBatchNormalizationType to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const FuseBatchNormalizationType &fuse_type) |
| { |
| switch (fuse_type) |
| { |
| case FuseBatchNormalizationType::CONVOLUTION: |
| os << "CONVOLUTION"; |
| break; |
| case FuseBatchNormalizationType::DEPTHWISECONVOLUTION: |
| os << "DEPTHWISECONVOLUTION"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| return os; |
| } |
| |
| /** Converts a @ref FuseBatchNormalizationType to string |
| * |
| * @param[in] fuse_type FuseBatchNormalizationType value to be converted |
| * |
| * @return String representing the corresponding FuseBatchNormalizationType |
| */ |
| inline std::string to_string(const FuseBatchNormalizationType &fuse_type) |
| { |
| std::stringstream str; |
| str << fuse_type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the SoftmaxKernelInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info SoftmaxKernelInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const SoftmaxKernelInfo &info) |
| { |
| os << "{beta=" << info.beta << ", " |
| << "is_log=" << info.is_log << ", " |
| << "input_data_type=" << info.input_data_type << ", " |
| << "axis=" << info.axis << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref SoftmaxKernelInfo to string |
| * |
| * @param[in] info SoftmaxKernelInfo value to be converted |
| * |
| * @return String representing the corresponding SoftmaxKernelInfo |
| */ |
| inline std::string to_string(const SoftmaxKernelInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the ScaleKernelInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] lstm_params LSTMParams to output. |
| * |
| * @return Modified output stream. |
| */ |
| template <typename T> |
| ::std::ostream &operator<<(::std::ostream &os, const LSTMParams<T> &lstm_params) |
| { |
| os << "{input_to_input_weights=" << to_string(lstm_params.input_to_input_weights()) << ", " |
| << "recurrent_to_input_weights=" << to_string(lstm_params.recurrent_to_input_weights()) << ", " |
| << "cell_to_input_weights=" << to_string(lstm_params.cell_to_input_weights()) << ", " |
| << "input_gate_bias=" << to_string(lstm_params.input_gate_bias()) << ", " |
| << "cell_to_forget_weights=" << to_string(lstm_params.cell_to_forget_weights()) << ", " |
| << "cell_to_output_weights=" << to_string(lstm_params.cell_to_output_weights()) << ", " |
| << "projection_weights=" << to_string(lstm_params.projection_weights()) << ", " |
| << "projection_bias=" << to_string(lstm_params.projection_bias()) << ", " |
| << "input_layer_norm_weights=" << to_string(lstm_params.input_layer_norm_weights()) << ", " |
| << "forget_layer_norm_weights=" << to_string(lstm_params.forget_layer_norm_weights()) << ", " |
| << "cell_layer_norm_weights=" << to_string(lstm_params.cell_layer_norm_weights()) << ", " |
| << "output_layer_norm_weights=" << to_string(lstm_params.output_layer_norm_weights()) << ", " |
| << "cell_clip=" << lstm_params.cell_clip() << ", " |
| << "projection_clip=" << lstm_params.projection_clip() << ", " |
| << "input_intermediate_scale=" << lstm_params.input_intermediate_scale() << ", " |
| << "forget_intermediate_scale=" << lstm_params.forget_intermediate_scale() << ", " |
| << "cell_intermediate_scale=" << lstm_params.cell_intermediate_scale() << ", " |
| << "hidden_state_zero=" << lstm_params.hidden_state_zero() << ", " |
| << "hidden_state_scale=" << lstm_params.hidden_state_scale() << ", " |
| << "has_peephole_opt=" << lstm_params.has_peephole_opt() << ", " |
| << "has_projection=" << lstm_params.has_projection() << ", " |
| << "has_cifg_opt=" << lstm_params.has_cifg_opt() << ", " |
| << "use_layer_norm=" << lstm_params.use_layer_norm() << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref LSTMParams to string |
| * |
| * @param[in] lstm_params LSTMParams<T> value to be converted |
| * |
| * @return String representing the corresponding LSTMParams |
| */ |
| template <typename T> |
| std::string to_string(const LSTMParams<T> &lstm_params) |
| { |
| std::stringstream str; |
| str << lstm_params; |
| return str.str(); |
| } |
| |
| /** Converts a @ref LSTMParams to string |
| * |
| * @param[in] num uint8_t value to be converted |
| * |
| * @return String representing the corresponding uint8_t |
| */ |
| inline std::string to_string(const uint8_t num) |
| { |
| // Explicity cast the uint8_t to signed integer and call the corresponding overloaded to_string() function. |
| return ::std::to_string(static_cast<int>(num)); |
| } |
| |
| /** Available non maxima suppression types */ |
| /** Formatted output of the NMSType type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] nms_type NMSType to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const NMSType &nms_type) |
| { |
| switch (nms_type) |
| { |
| case NMSType::LINEAR: |
| os << "LINEAR"; |
| break; |
| case NMSType::GAUSSIAN: |
| os << "GAUSSIAN"; |
| break; |
| case NMSType::ORIGINAL: |
| os << "ORIGINAL"; |
| break; |
| default: |
| ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); |
| } |
| return os; |
| } |
| |
| /** Converts a @ref NMSType to string |
| * |
| * @param[in] nms_type NMSType value to be converted |
| * |
| * @return String representing the corresponding NMSType |
| */ |
| inline std::string to_string(const NMSType nms_type) |
| { |
| std::stringstream str; |
| str << nms_type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the BoxNMSLimitInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] info BoxNMSLimitInfo to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const BoxNMSLimitInfo &info) |
| { |
| os << "{score_thresh=" << info.score_thresh() << ", " |
| << "nms=" << info.nms() << ", " |
| << "detections_per_im=" << info.detections_per_im() << ", " |
| << "soft_nms_enabled=" << info.soft_nms_enabled() << ", " |
| << "soft_nms_min_score_thres=" << info.soft_nms_min_score_thres() << ", " |
| << "suppress_size=" << info.suppress_size() << ", " |
| << "min_size=" << info.min_size() << ", " |
| << "im_width=" << info.im_width() << ", " |
| << "im_height=" << info.im_height() << "}"; |
| return os; |
| } |
| |
| /** Converts a @ref BoxNMSLimitInfo to string |
| * |
| * @param[in] info BoxNMSLimitInfo value to be converted |
| * |
| * @return String representing the corresponding BoxNMSLimitInfo |
| */ |
| inline std::string to_string(const BoxNMSLimitInfo &info) |
| { |
| std::stringstream str; |
| str << info; |
| return str.str(); |
| } |
| |
| /** Converts a @ref DimensionRoundingType to string |
| * |
| * @param[in] rounding_type DimensionRoundingType value to be converted |
| * |
| * @return String representing the corresponding DimensionRoundingType |
| */ |
| inline std::string to_string(const DimensionRoundingType &rounding_type) |
| { |
| std::stringstream str; |
| str << rounding_type; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Conv3dInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] conv3d_info Type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Conv3dInfo &conv3d_info) |
| { |
| os << conv3d_info.stride; |
| os << ";"; |
| os << conv3d_info.padding; |
| os << ";"; |
| os << to_string(conv3d_info.act_info); |
| os << ";"; |
| os << conv3d_info.dilation; |
| os << ";"; |
| os << conv3d_info.round_type; |
| os << ";"; |
| os << conv3d_info.enable_fast_math; |
| |
| return os; |
| } |
| |
| /** Formatted output of the Conv3dInfo type. |
| * |
| * @param[in] conv3d_info Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const Conv3dInfo &conv3d_info) |
| { |
| std::stringstream str; |
| str << conv3d_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::WeightFormat type. |
| * |
| * @param[in] wf arm_compute::WeightFormat Type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const WeightFormat wf) |
| { |
| #define __CASE_WEIGHT_FORMAT(wf) \ |
| case WeightFormat::wf: \ |
| return #wf; |
| switch (wf) |
| { |
| __CASE_WEIGHT_FORMAT(UNSPECIFIED) |
| __CASE_WEIGHT_FORMAT(ANY) |
| __CASE_WEIGHT_FORMAT(OHWI) |
| __CASE_WEIGHT_FORMAT(OHWIo2) |
| __CASE_WEIGHT_FORMAT(OHWIo4) |
| __CASE_WEIGHT_FORMAT(OHWIo8) |
| __CASE_WEIGHT_FORMAT(OHWIo16) |
| __CASE_WEIGHT_FORMAT(OHWIo32) |
| __CASE_WEIGHT_FORMAT(OHWIo64) |
| __CASE_WEIGHT_FORMAT(OHWIo128) |
| __CASE_WEIGHT_FORMAT(OHWIo4i2) |
| __CASE_WEIGHT_FORMAT(OHWIo4i2_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo8i2) |
| __CASE_WEIGHT_FORMAT(OHWIo8i2_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo16i2) |
| __CASE_WEIGHT_FORMAT(OHWIo16i2_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo32i2) |
| __CASE_WEIGHT_FORMAT(OHWIo32i2_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo64i2) |
| __CASE_WEIGHT_FORMAT(OHWIo64i2_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo4i4) |
| __CASE_WEIGHT_FORMAT(OHWIo4i4_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo8i4) |
| __CASE_WEIGHT_FORMAT(OHWIo8i4_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo16i4) |
| __CASE_WEIGHT_FORMAT(OHWIo16i4_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo32i4) |
| __CASE_WEIGHT_FORMAT(OHWIo32i4_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo64i4) |
| __CASE_WEIGHT_FORMAT(OHWIo64i4_bf16) |
| __CASE_WEIGHT_FORMAT(OHWIo2i8) |
| __CASE_WEIGHT_FORMAT(OHWIo4i8) |
| __CASE_WEIGHT_FORMAT(OHWIo8i8) |
| __CASE_WEIGHT_FORMAT(OHWIo16i8) |
| __CASE_WEIGHT_FORMAT(OHWIo32i8) |
| __CASE_WEIGHT_FORMAT(OHWIo64i8) |
| default: |
| return "invalid value"; |
| } |
| #undef __CASE_WEIGHT_FORMAT |
| } |
| |
| /** Formatted output of the arm_compute::WeightFormat type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] wf WeightFormat to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const arm_compute::WeightFormat &wf) |
| { |
| os << to_string(wf); |
| return os; |
| } |
| |
| /** Formatted output of the std::tuple<TensorShape, TensorShape, arm_compute::WeightFormat> tuple. |
| * |
| * @param[in] values tuple of input and output tensor shapes and WeightFormat used. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const std::tuple<TensorShape, TensorShape, arm_compute::WeightFormat> values) |
| { |
| std::stringstream str; |
| str << "[Input shape = " << std::get<0>(values); |
| str << ", "; |
| str << "Expected output shape = " << std::get<1>(values); |
| |
| str << ", "; |
| str << "WeightFormat = " << std::get<2>(values) << "]"; |
| return str.str(); |
| } |
| |
| /** Formatted output of the Padding2D type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] padding2d Padding info for 2D dimension shape. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const Padding2D &padding2d) |
| { |
| os << padding2d.left << "," << padding2d.right << "," << padding2d.top << "," << padding2d.bottom; |
| return os; |
| } |
| |
| /** Converts a @ref Padding2D to string |
| * |
| * @param[in] padding2d Padding2D value to be converted |
| * |
| * @return String representing the corresponding Padding2D |
| */ |
| inline std::string to_string(const Padding2D &padding2d) |
| { |
| std::stringstream str; |
| str << padding2d; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::Pool2dAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] pool2d_attr arm_compute::experimental::dynamic_fusion::Pool2dAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::Pool2dAttributes &pool2d_attr) |
| { |
| os << "Pool2dAttributes=" |
| << "[" |
| << "PoolingType=" << pool2d_attr.pool_type() << "," |
| << "PoolSize=" << pool2d_attr.pool_size() << "," |
| << "Padding=" << pool2d_attr.pad() << "," |
| << "Stride=" << pool2d_attr.stride() << "," |
| << "ExcludePadding" << pool2d_attr.exclude_padding() << "]"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::Pool2dAttributes type. |
| * |
| * @param[in] pool2d_attr arm_compute::experimental::dynamic_fusion::Pool2dAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::Pool2dAttributes &pool2d_attr) |
| { |
| std::stringstream str; |
| str << pool2d_attr; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::GpuPool2dSettings type |
| * |
| * @param[out] os Output stream |
| * @param[in] settings arm_compute::dynamic_fusion::GpuPool2dSettings type to output |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::GpuPool2dSettings &settings) |
| { |
| os << "Settings=" |
| << "[" |
| << "FPMixedPrecision=" << settings.mixed_precision() << "]"; |
| return os; |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::GpuPool2dSettings type. |
| * |
| * @param[in] settings arm_compute::experimental::dynamic_fusion::GpuPool2dSettings type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::GpuPool2dSettings &settings) |
| { |
| std::stringstream str; |
| str << settings; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::Conv2dAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] conv2d_attr arm_compute::experimental::dynamic_fusion::Conv2dAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::Conv2dAttributes &conv2d_attr) |
| { |
| os << "Conv2dAttributes=" |
| << "[" |
| << "Padding=" << conv2d_attr.pad() << ", " |
| << "Size2D=" << conv2d_attr.stride() << ", " |
| << "Dialation=" << conv2d_attr.dilation() << "]"; |
| |
| return os; |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::Conv2dAttributes type. |
| * |
| * @param[in] conv2d_attr arm_compute::experimental::dynamic_fusion::Conv2dAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::Conv2dAttributes &conv2d_attr) |
| { |
| std::stringstream str; |
| str << conv2d_attr; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::CastAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] cast_attr arm_compute::experimental::dynamic_fusion::CastAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::CastAttributes &cast_attr) |
| { |
| os << "CastAttributes=" |
| << "[" |
| << "Data Type=" << cast_attr.data_type() << ", " |
| << "Convert Policy=" << cast_attr.convert_policy() << "]"; |
| |
| return os; |
| } |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::CastAttributes type. |
| * |
| * @param[in] cast_attr arm_compute::experimental::dynamic_fusion::CastAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::CastAttributes &cast_attr) |
| { |
| std::stringstream str; |
| str << cast_attr; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::DepthwiseConv2dAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] dw_conv2d_attr arm_compute::experimental::dynamic_fusion::DepthwiseConv2dAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, |
| const experimental::dynamic_fusion::DepthwiseConv2dAttributes &dw_conv2d_attr) |
| { |
| os << "DepthwiseConv2dAttributes=" |
| << "[" |
| << "Padding=" << dw_conv2d_attr.pad() << ", " |
| << "Size2D=" << dw_conv2d_attr.stride() << ", " |
| << "Depth Multiplier=" << dw_conv2d_attr.depth_multiplier() << ", " |
| << "Dilation=" << dw_conv2d_attr.dilation() << "," |
| << "DimensionRoundingType: " << dw_conv2d_attr.dimension_rounding_type() << "]"; |
| |
| return os; |
| } |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::DepthwiseConv2dAttributes type. |
| * |
| * @param[in] dw_conv2d_attr arm_compute::experimental::dynamic_fusion::DepthwiseConv2dAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::DepthwiseConv2dAttributes &dw_conv2d_attr) |
| { |
| std::stringstream str; |
| str << dw_conv2d_attr; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::ClampAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] clamp_attr arm_compute::experimental::dynamic_fusion::ClampAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::ClampAttributes &clamp_attr) |
| { |
| os << "ClampAttributes=" |
| << "[" |
| << "Min value=" << clamp_attr.min_val() << ", " |
| << "Max value=" << clamp_attr.max_val() << "]"; |
| return os; |
| } |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::ClampAttributes type. |
| * |
| * @param[in] clamp_attr arm_compute::experimental::dynamic_fusion::ClampAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::ClampAttributes &clamp_attr) |
| { |
| std::stringstream str; |
| str << clamp_attr; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::ResizeAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] resize_attr arm_compute::experimental::dynamic_fusion::ResizeAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const experimental::dynamic_fusion::ResizeAttributes &resize_attr) |
| { |
| os << "ResizeAttributes=" |
| << "[" |
| << "AlignCorners=" << resize_attr.align_corners() << ", " |
| << "InterpolationPolicy=" << resize_attr.interpolation_policy() << ", " |
| << "OutputHeight=" << resize_attr.output_height() << ", " |
| << "OutputWidth=" << resize_attr.output_width() << ", " |
| << "SamplingPolicy=" << resize_attr.sampling_policy() << "]"; |
| return os; |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::ResizeAttributes type. |
| * |
| * @param[in] resize_attr arm_compute::experimental::dynamic_fusion::ResizeAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::ResizeAttributes &resize_attr) |
| { |
| std::stringstream str; |
| str << resize_attr; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::SoftmaxAttributes type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] softmax_attr arm_compute::experimental::dynamic_fusion::SoftmaxAttributes type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, |
| const experimental::dynamic_fusion::SoftmaxAttributes &softmax_attr) |
| { |
| os << "SoftmaxAttributes=" |
| << "[" |
| << "Beta=" << softmax_attr.beta() << ", " |
| << "Is Log Softmax=" << softmax_attr.is_log_softmax() << ", " |
| << "Axis=" << softmax_attr.axis() << "]"; |
| return os; |
| } |
| /** Formatted output of the arm_compute::experimental::dynamic_fusion::SoftmaxAttributes type. |
| * |
| * @param[in] softmax_attr arm_compute::experimental::dynamic_fusion::SoftmaxAttributes type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const experimental::dynamic_fusion::SoftmaxAttributes &softmax_attr) |
| { |
| std::stringstream str; |
| str << softmax_attr; |
| return str.str(); |
| } |
| /** Formatted output of the arm_compute::MatMulInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] matmul_info arm_compute::MatMulInfo type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const arm_compute::MatMulInfo &matmul_info) |
| { |
| os << "MatMulKernelInfo=" |
| << "[" |
| << "adj_lhs=" << matmul_info.adj_lhs() << ", " |
| << "adj_rhs=" << matmul_info.adj_rhs() << "] "; |
| return os; |
| } |
| /** Formatted output of the arm_compute::MatMulInfo type. |
| * |
| * @param[in] matmul_info arm_compute::MatMulInfo type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::MatMulInfo &matmul_info) |
| { |
| std::stringstream str; |
| str << matmul_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::MatMulKernelInfo type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] matmul_info arm_compute::MatMulKernelInfo type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const arm_compute::MatMulKernelInfo &matmul_info) |
| { |
| os << "MatMulKernelInfo=" |
| << "[" |
| << "adj_lhs=" << matmul_info.adj_lhs << ", " |
| << "adj_rhs=" << matmul_info.adj_rhs << ", " |
| << "M0=" << matmul_info.m0 << ", " |
| << "N0=" << matmul_info.n0 << ", " |
| << "K0=" << matmul_info.k0 << ", " |
| << "export_rhs_to_cl_image=" << matmul_info.export_rhs_to_cl_image << "]"; |
| |
| return os; |
| } |
| /** Formatted output of the arm_compute::MatMulKernelInfo type. |
| * |
| * @param[in] matmul_info arm_compute::MatMulKernelInfo type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::MatMulKernelInfo &matmul_info) |
| { |
| std::stringstream str; |
| str << matmul_info; |
| return str.str(); |
| } |
| |
| /** Formatted output of the arm_compute::CpuMatMulSettings type. |
| * |
| * @param[out] os Output stream. |
| * @param[in] settings arm_compute::CpuMatMulSettings type to output. |
| * |
| * @return Modified output stream. |
| */ |
| inline ::std::ostream &operator<<(::std::ostream &os, const arm_compute::CpuMatMulSettings &settings) |
| { |
| os << "CpuMatMulSettings=" |
| << "[" |
| << "fast_math=" << settings.fast_math() << "]"; |
| |
| return os; |
| } |
| /** Formatted output of the arm_compute::CpuMatMulSettings type. |
| * |
| * @param[in] settings arm_compute::CpuMatMulSettings type to output. |
| * |
| * @return Formatted string. |
| */ |
| inline std::string to_string(const arm_compute::CpuMatMulSettings &settings) |
| { |
| std::stringstream str; |
| str << settings; |
| return str.str(); |
| } |
| |
| } // namespace arm_compute |
| |
| #endif // ACL_UTILS_TYPEPRINTER_H |