diff options
Diffstat (limited to 'utils/TypePrinter.h')
| -rw-r--r-- | utils/TypePrinter.h | 1851 |
1 files changed, 1677 insertions, 174 deletions
diff --git a/utils/TypePrinter.h b/utils/TypePrinter.h index e8cb6e85b7..2d106d849a 100644 --- a/utils/TypePrinter.h +++ b/utils/TypePrinter.h @@ -1,5 +1,5 @@ /* - * Copyright (c) 2017-2021 Arm Limited. + * Copyright (c) 2017-2024 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -21,8 +21,13 @@ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ -#ifndef __ARM_COMPUTE_TYPE_PRINTER_H__ -#define __ARM_COMPUTE_TYPE_PRINTER_H__ + +#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" @@ -32,8 +37,26 @@ #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/function_info/ScatterInfo.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> @@ -51,7 +74,7 @@ namespace arm_compute template <typename T> std::string to_string_if_not_null(T *arg) { - if(arg == nullptr) + if (arg == nullptr) { return "nullptr"; } @@ -61,6 +84,74 @@ std::string to_string_if_not_null(T *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. @@ -71,13 +162,13 @@ std::string to_string_if_not_null(T *arg) template <typename T> inline ::std::ostream &operator<<(::std::ostream &os, const Dimensions<T> &dimensions) { - if(dimensions.num_dimensions() > 0) + if (dimensions.num_dimensions() > 0) { os << dimensions[0]; - for(unsigned int d = 1; d < dimensions.num_dimensions(); ++d) + for (unsigned int d = 1; d < dimensions.num_dimensions(); ++d) { - os << "x" << dimensions[d]; + os << "," << dimensions[d]; } } @@ -93,7 +184,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const Dimensions<T> &dimen */ inline ::std::ostream &operator<<(::std::ostream &os, const RoundingPolicy &rounding_policy) { - switch(rounding_policy) + switch (rounding_policy) { case RoundingPolicy::TO_ZERO: os << "TO_ZERO"; @@ -121,7 +212,8 @@ inline ::std::ostream &operator<<(::std::ostream &os, const RoundingPolicy &roun 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; + os << weights_info.num_kernels() << ";" << weights_info.kernel_size().first << "," + << weights_info.kernel_size().second; return os; } @@ -161,17 +253,17 @@ inline std::string to_string(const ROIPoolingLayerInfo &pool_info) */ 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 << "( 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; } @@ -185,7 +277,8 @@ inline ::std::ostream &operator<<(::std::ostream &os, const GEMMKernelInfo &gemm */ 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 << "})"; + 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; } @@ -198,8 +291,9 @@ inline ::std::ostream &operator<<(::std::ostream &os, const GEMMLHSMatrixInfo &g */ 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 << "})"; + 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; } @@ -252,11 +346,18 @@ inline std::string to_string(const GEMMKernelInfo &gemm_info) 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] << - "})"; + 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. @@ -359,7 +460,7 @@ inline std::string to_string(const QuantizationInfo &quantization_info) */ inline ::std::ostream &operator<<(::std::ostream &os, const ActivationLayerInfo::ActivationFunction &act_function) { - switch(act_function) + switch (act_function) { case ActivationLayerInfo::ActivationFunction::ABS: os << "ABS"; @@ -403,6 +504,12 @@ inline ::std::ostream &operator<<(::std::ostream &os, const ActivationLayerInfo: 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!"); @@ -413,20 +520,51 @@ inline ::std::ostream &operator<<(::std::ostream &os, const ActivationLayerInfo: /** Formatted output of the activation function info type. * - * @param[in] info Type to output. + * @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()) + 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. @@ -449,7 +587,7 @@ inline std::string to_string(const arm_compute::ActivationLayerInfo::ActivationF */ inline ::std::ostream &operator<<(::std::ostream &os, const NormType &norm_type) { - switch(norm_type) + switch (norm_type) { case NormType::CROSS_MAP: os << "CROSS_MAP"; @@ -502,7 +640,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const NormalizationLayerIn */ inline ::std::ostream &operator<<(::std::ostream &os, const PoolingType &pool_type) { - switch(pool_type) + switch (pool_type) { case PoolingType::AVG: os << "AVG"; @@ -557,7 +695,7 @@ inline std::string to_string(const RoundingPolicy &rounding_policy) */ inline ::std::ostream &operator<<(::std::ostream &os, const DataLayout &data_layout) { - switch(data_layout) + switch (data_layout) { case DataLayout::UNKNOWN: os << "UNKNOWN"; @@ -568,6 +706,12 @@ inline ::std::ostream &operator<<(::std::ostream &os, const DataLayout &data_lay case DataLayout::NCHW: os << "NCHW"; break; + case DataLayout::NDHWC: + os << "NDHWC"; + break; + case DataLayout::NCDHW: + os << "NCDHW"; + break; default: ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); } @@ -598,7 +742,7 @@ inline std::string to_string(const arm_compute::DataLayout &data_layout) */ inline ::std::ostream &operator<<(::std::ostream &os, const DataLayoutDimension &data_layout_dim) { - switch(data_layout_dim) + switch (data_layout_dim) { case DataLayoutDimension::WIDTH: os << "WIDTH"; @@ -609,6 +753,9 @@ inline ::std::ostream &operator<<(::std::ostream &os, const DataLayoutDimension case DataLayoutDimension::CHANNEL: os << "CHANNEL"; break; + case DataLayoutDimension::DEPTH: + os << "DEPTH"; + break; case DataLayoutDimension::BATCHES: os << "BATCHES"; break; @@ -627,7 +774,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const DataLayoutDimension */ inline ::std::ostream &operator<<(::std::ostream &os, const DataType &data_type) { - switch(data_type) + switch (data_type) { case DataType::UNKNOWN: os << "UNKNOWN"; @@ -718,7 +865,7 @@ inline std::string to_string(const arm_compute::DataType &data_type) */ inline ::std::ostream &operator<<(::std::ostream &os, const Format &format) { - switch(format) + switch (format) { case Format::UNKNOWN: os << "UNKNOWN"; @@ -800,7 +947,7 @@ inline std::string to_string(const Format &format) */ inline ::std::ostream &operator<<(::std::ostream &os, const Channel &channel) { - switch(channel) + switch (channel) { case Channel::UNKNOWN: os << "UNKNOWN"; @@ -867,7 +1014,7 @@ inline std::string to_string(const Channel &channel) */ inline ::std::ostream &operator<<(::std::ostream &os, const BorderMode &mode) { - switch(mode) + switch (mode) { case BorderMode::UNDEFINED: os << "UNDEFINED"; @@ -894,10 +1041,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const BorderMode &mode) */ inline ::std::ostream &operator<<(::std::ostream &os, const BorderSize &border) { - os << border.top << "," - << border.right << "," - << border.bottom << "," - << border.left; + os << border.top << "," << border.right << "," << border.bottom << "," << border.left; return os; } @@ -912,7 +1056,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const BorderSize &border) inline ::std::ostream &operator<<(::std::ostream &os, const PaddingList &padding) { os << "{"; - for(auto const &p : padding) + for (auto const &p : padding) { os << "{" << p.first << "," << p.second << "}"; } @@ -930,7 +1074,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const PaddingList &padding inline ::std::ostream &operator<<(::std::ostream &os, const Multiples &multiples) { os << "("; - for(size_t i = 0; i < multiples.size() - 1; i++) + for (size_t i = 0; i < multiples.size() - 1; i++) { os << multiples[i] << ", "; } @@ -947,7 +1091,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const Multiples &multiples */ inline ::std::ostream &operator<<(::std::ostream &os, const InterpolationPolicy &policy) { - switch(policy) + switch (policy) { case InterpolationPolicy::NEAREST_NEIGHBOR: os << "NEAREST_NEIGHBOR"; @@ -974,7 +1118,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const InterpolationPolicy */ inline ::std::ostream &operator<<(::std::ostream &os, const SamplingPolicy &policy) { - switch(policy) + switch (policy) { case SamplingPolicy::CENTER: os << "CENTER"; @@ -1003,34 +1147,23 @@ inline ::std::ostream &operator<<(std::ostream &os, const ITensorInfo *info) os << "Shape=" << info->tensor_shape() << "," << "DataLayout=" << string_from_data_layout(data_layout) << "," - << "DataType=" << string_from_data_type(data_type) << ","; + << "DataType=" << string_from_data_type(data_type); - if(is_data_type_quantized(data_type)) + if (is_data_type_quantized(data_type)) { - const QuantizationInfo qinfo = info->quantization_info(); - os << "QuantizationInfo="; - if(is_data_type_quantized_per_channel(data_type)) - { - os << "["; - const auto scales = qinfo.scale(); - const auto offsets = qinfo.offset(); - os << "(" << scales[0] << ", " << offsets[0] << ")"; - for(size_t i = 1; i < scales.size(); ++i) - { - os << ",(" << scales[i] << ", " << offsets[i] << ")"; - } - os << "]"; - } - else - { - os << "(" << qinfo.uniform().scale << ", " - << qinfo.uniform().offset << ")"; - } + 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 TensorInfo type. +/** Formatted output of the const TensorInfo& type. * * @param[out] os Output stream. * @param[in] info Type to output. @@ -1043,7 +1176,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const TensorInfo &info) return os; } -/** Formatted output of the TensorInfo type. +/** Formatted output of the const TensorInfo& type. * * @param[in] info Type to output. * @@ -1056,6 +1189,147 @@ inline std::string to_string(const TensorInfo &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. @@ -1145,7 +1419,8 @@ inline ::std::ostream &operator<<(::std::ostream &os, const GEMMInfo &info) os << "retain_internal_weights=" << info.retain_internal_weights() << ","; os << "fp_mixed_precision=" << info.fp_mixed_precision() << ","; os << "broadcast_bias=" << info.broadcast_bias() << ","; - os << "pretranpose_B=" << info.pretranpose_B() << ","; + os << "pretranspose_B=" << info.pretranspose_B() << ","; + os << "}"; return os; } @@ -1173,9 +1448,9 @@ inline ::std::ostream &operator<<(::std::ostream &os, const Window::Dimension &d inline ::std::ostream &operator<<(::std::ostream &os, const Window &win) { os << "{"; - for(unsigned int i = 0; i < Coordinates::num_max_dimensions; i++) + for (unsigned int i = 0; i < Coordinates::num_max_dimensions; i++) { - if(i > 0) + if (i > 0) { os << ", "; } @@ -1237,7 +1512,7 @@ inline std::string to_string(const Window::Dimension &dim) str << dim; return str.str(); } -/** Formatted output of the Window type. +/** Formatted output of the Window& type. * * @param[in] win Type to output. * @@ -1250,6 +1525,24 @@ inline std::string to_string(const Window &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. @@ -1274,7 +1567,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const Rectangle &rect) */ inline ::std::ostream &operator<<(::std::ostream &os, const PaddingMode &mode) { - switch(mode) + switch (mode) { case PaddingMode::CONSTANT: os << "CONSTANT"; @@ -1316,8 +1609,8 @@ inline ::std::ostream &operator<<(::std::ostream &os, const PadStrideInfo &pad_s { 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(); + os << pad_stride_info.pad_left() << "," << pad_stride_info.pad_right() << "," << pad_stride_info.pad_top() << "," + << pad_stride_info.pad_bottom(); return os; } @@ -1422,7 +1715,7 @@ inline std::string to_string(const SamplingPolicy &policy) */ inline ::std::ostream &operator<<(::std::ostream &os, const ConvertPolicy &policy) { - switch(policy) + switch (policy) { case ConvertPolicy::WRAP: os << "WRAP"; @@ -1453,7 +1746,7 @@ inline std::string to_string(const ConvertPolicy &policy) */ inline ::std::ostream &operator<<(::std::ostream &os, const ArithmeticOperation &op) { - switch(op) + switch (op) { case ArithmeticOperation::ADD: os << "ADD"; @@ -1476,6 +1769,9 @@ inline ::std::ostream &operator<<(::std::ostream &os, const ArithmeticOperation case ArithmeticOperation::POWER: os << "POWER"; break; + case ArithmeticOperation::PRELU: + os << "PRELU"; + break; default: ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); } @@ -1505,7 +1801,7 @@ inline std::string to_string(const ArithmeticOperation &op) */ inline ::std::ostream &operator<<(::std::ostream &os, const ReductionOperation &op) { - switch(op) + switch (op) { case ReductionOperation::SUM: os << "SUM"; @@ -1560,7 +1856,7 @@ inline std::string to_string(const ReductionOperation &op) */ inline ::std::ostream &operator<<(::std::ostream &os, const ComparisonOperation &op) { - switch(op) + switch (op) { case ComparisonOperation::Equal: os << "Equal"; @@ -1596,7 +1892,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const ComparisonOperation */ inline ::std::ostream &operator<<(::std::ostream &os, const ElementWiseUnary &op) { - switch(op) + switch (op) { case ElementWiseUnary::RSQRT: os << "RSQRT"; @@ -1610,9 +1906,18 @@ inline ::std::ostream &operator<<(::std::ostream &os, const ElementWiseUnary &op 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!"); } @@ -1684,7 +1989,7 @@ inline std::string to_string(const PoolingLayerInfo &info) str << "{Type=" << info.pool_type << "," << "DataLayout=" << info.data_layout << "," << "IsGlobalPooling=" << info.is_global_pooling; - if(!info.is_global_pooling) + if (!info.is_global_pooling) { str << "," << "PoolSize=" << info.pool_size.width << "," << info.pool_size.height << "," @@ -1694,6 +1999,121 @@ inline std::string to_string(const PoolingLayerInfo &info) 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. @@ -1704,16 +2124,10 @@ 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 << "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(); } @@ -1754,7 +2168,7 @@ inline std::string to_string(const Size2D &type) */ inline ::std::ostream &operator<<(::std::ostream &os, const ConvolutionMethod &conv_method) { - switch(conv_method) + switch (conv_method) { case ConvolutionMethod::GEMM: os << "GEMM"; @@ -1765,6 +2179,12 @@ inline ::std::ostream &operator<<(::std::ostream &os, const ConvolutionMethod &c 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!"); } @@ -1794,11 +2214,14 @@ inline std::string to_string(const ConvolutionMethod &conv_method) */ inline ::std::ostream &operator<<(::std::ostream &os, const GPUTarget &gpu_target) { - switch(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; @@ -1808,6 +2231,9 @@ inline ::std::ostream &operator<<(::std::ostream &os, const GPUTarget &gpu_targe case GPUTarget::VALHALL: os << "VALHALL"; break; + case GPUTarget::FIFTHGEN: + os << "FIFTHGEN"; + break; case GPUTarget::T600: os << "T600"; break; @@ -1832,17 +2258,56 @@ inline ::std::ostream &operator<<(::std::ostream &os, const GPUTarget &gpu_targe 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::TODX: - os << "TODX"; + 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; + case GPUTarget::G720: + os << "G720"; + break; + case GPUTarget::G620: + os << "G620"; break; default: ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); @@ -1892,7 +2357,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const DetectionWindow &det */ inline ::std::ostream &operator<<(::std::ostream &os, const DetectionOutputLayerCodeType &detection_code) { - switch(detection_code) + switch (detection_code) { case DetectionOutputLayerCodeType::CENTER_SIZE: os << "CENTER_SIZE"; @@ -1944,8 +2409,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const DetectionOutputLayer << "BackgroundLabelId=" << detection_info.background_label_id() << "," << "ConfidenceThreshold=" << detection_info.confidence_threshold() << "," << "TopK=" << detection_info.top_k() << "," - << "NumLocClasses=" << detection_info.num_loc_classes() - << "}"; + << "NumLocClasses=" << detection_info.num_loc_classes() << "}"; return os; } @@ -1981,8 +2445,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const DetectionPostProcess << "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() - << "}"; + << "DetectionPerClass=" << detection_info.detection_per_class() << "}"; return os; } @@ -2013,34 +2476,6 @@ inline std::string to_string(const DetectionWindow &detection_window) return str.str(); } -/** Formatted output of a vector of objects. - * - * @param[out] os Output stream - * @param[in] args Vector of objects to print - * - * @return Modified output stream. - */ -template <typename T> -inline ::std::ostream &operator<<(::std::ostream &os, const std::vector<T> &args) -{ - os << "["; - bool first = true; - for(auto &arg : args) - { - if(first) - { - first = false; - } - else - { - os << ", "; - } - os << arg; - } - os << "]"; - return os; -} - /** Formatted output of @ref PriorBoxLayerInfo. * * @param[out] os Output stream. @@ -2050,34 +2485,13 @@ inline ::std::ostream &operator<<(::std::ostream &os, const std::vector<T> &args */ 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(); + 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 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 WinogradInfo type. */ inline ::std::ostream &operator<<(::std::ostream &os, const WinogradInfo &info) { @@ -2096,18 +2510,6 @@ inline std::string to_string(const WinogradInfo &type) return str.str(); } -/** 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); -} - /** Convert a CLTunerMode value to a string * * @param val CLTunerMode value to be converted @@ -2116,7 +2518,7 @@ inline std::string to_string(const T &val) */ inline std::string to_string(const CLTunerMode val) { - switch(val) + switch (val) { case CLTunerMode::EXHAUSTIVE: { @@ -2145,16 +2547,8 @@ inline std::string to_string(const CLTunerMode val) */ inline std::string to_string(CLGEMMKernelType val) { - switch(val) + switch (val) { - case CLGEMMKernelType::NATIVE_V1: - { - return "Native_V1"; - } - case CLGEMMKernelType::RESHAPED_V1: - { - return "Reshaped_V1"; - } case CLGEMMKernelType::NATIVE: { return "Native"; @@ -2187,6 +2581,1115 @@ inline ::std::ostream &operator<<(::std::ostream &os, const CLTunerMode &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=" + << "[" + << "UseInfAsLimit=" << settings.use_inf_as_limit() << "]"; + 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() << ",fixed_format=" << settings.fixed_format() << "]"; + + 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(); +} + +/** Formatted output of the scatter function type. + * + * @param[out] os Output stream. + * @param[in] function arm_compute::ScatterFunction type to output. + * + * @return Modified output stream. + */ +inline ::std::ostream &operator<<(::std::ostream &os, const ScatterFunction &function) +{ + switch (function) + { + case ScatterFunction::Update: + os << "UPDATE"; + break; + case ScatterFunction::Add: + os << "ADD"; + break; + case ScatterFunction::Sub: + os << "SUB"; + break; + case ScatterFunction::Max: + os << "MAX"; + break; + case ScatterFunction::Min: + os << "MIN"; + break; + default: + ARM_COMPUTE_ERROR("NOT_SUPPORTED!"); + } + return os; +} +/** Formatted output of the arm_compute::ScatterFunction type. + * + * @param[in] func arm_compute::ScatterFunction type to output. + * + * @return Formatted string. + */ +inline std::string to_string(const arm_compute::ScatterFunction &func) +{ + std::stringstream str; + str << func; + return str.str(); +} +/** Formatted output of the arm_compute::ScatterInfo type. + * + * @param[out] os Output stream. + * @param[in] info arm_compute::ScatterInfo type to output. + * + * @return Modified output stream. + */ +inline ::std::ostream &operator<<(::std::ostream &os, const arm_compute::ScatterInfo &info) +{ + os << "ScatterInfo=" + << "[" + << "Function=" << info.func << ", " + << "InitialiseZero=" << info.zero_initialization << "] "; + return os; +} +/** Formatted output of the arm_compute::ScatterInfo type. + * + * @param[in] info arm_compute::ScatterInfo type to output. + * + * @return Formatted string. + */ +inline std::string to_string(const arm_compute::ScatterInfo &info) +{ + std::stringstream str; + str << info; + return str.str(); +} + } // namespace arm_compute -#endif /* __ARM_COMPUTE_TYPE_PRINTER_H__ */ +#endif // ACL_UTILS_TYPEPRINTER_H |