1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2018-2021 Arm Limited. 3*c217d954SCole Faust * 4*c217d954SCole Faust * SPDX-License-Identifier: MIT 5*c217d954SCole Faust * 6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy 7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to 8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the 9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or 10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is 11*c217d954SCole Faust * furnished to do so, subject to the following conditions: 12*c217d954SCole Faust * 13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all 14*c217d954SCole Faust * copies or substantial portions of the Software. 15*c217d954SCole Faust * 16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 22*c217d954SCole Faust * SOFTWARE. 23*c217d954SCole Faust */ 24*c217d954SCole Faust #ifndef ARM_COMPUTE_EXAMPLES_UTILS_COMMON_GRAPH_OPTIONS 25*c217d954SCole Faust #define ARM_COMPUTE_EXAMPLES_UTILS_COMMON_GRAPH_OPTIONS 26*c217d954SCole Faust 27*c217d954SCole Faust #include "utils/command_line/CommandLineOptions.h" 28*c217d954SCole Faust #include "utils/command_line/CommandLineParser.h" 29*c217d954SCole Faust 30*c217d954SCole Faust #include "arm_compute/graph/TypeLoader.h" 31*c217d954SCole Faust #include "arm_compute/graph/TypePrinter.h" 32*c217d954SCole Faust #include "arm_compute/runtime/CL/CLTunerTypes.h" 33*c217d954SCole Faust 34*c217d954SCole Faust namespace arm_compute 35*c217d954SCole Faust { 36*c217d954SCole Faust namespace utils 37*c217d954SCole Faust { 38*c217d954SCole Faust /* ![Common graph examples parameters] */ 39*c217d954SCole Faust /* Common graph parameters 40*c217d954SCole Faust * 41*c217d954SCole Faust * --help : Print the example's help message. 42*c217d954SCole Faust * --threads : The number of threads to be used by the example during execution. 43*c217d954SCole Faust * --target : Execution target to be used by the examples. Supported target options: Neon, CL, CLVK. 44*c217d954SCole Faust * --type : Data type to be used by the examples. Supported data type options: QASYMM8, F16, F32. 45*c217d954SCole Faust * --layout : Data layout to be used by the examples. Supported data layout options : NCHW, NHWC. 46*c217d954SCole Faust * --enable-tuner : Toggle option to enable the OpenCL dynamic tuner. 47*c217d954SCole Faust * --enable-cl-cache : Toggle option to load the prebuilt opencl kernels from a cache file. 48*c217d954SCole Faust * --fast-math : Toggle option to enable the fast math option. 49*c217d954SCole Faust * --data : Path that contains the trainable parameter files of graph layers. 50*c217d954SCole Faust * --image : Image to load and operate on. Image types supported: PPM, JPEG, NPY. 51*c217d954SCole Faust * --labels : File that contains the labels that classify upon. 52*c217d954SCole Faust * --validation-file : File that contains a list of image names with their corresponding label id (e.g. image0.jpg 5). 53*c217d954SCole Faust * This is used to run the graph over a number of images and report top-1 and top-5 metrics. 54*c217d954SCole Faust * --validation-path : The path where the validation images specified in the validation file reside. 55*c217d954SCole Faust * --validation-range : The range of the images to validate from the validation file (e.g 0,9). 56*c217d954SCole Faust * If not specified all the images will be validated. 57*c217d954SCole Faust * --tuner-file : The file to store the OpenCL dynamic tuner tuned parameters. 58*c217d954SCole Faust * --tuner-mode : Select tuner mode. Supported modes: Exhaustive,Normal,Rapid 59*c217d954SCole Faust * * Exhaustive: slowest but produces the most performant LWS configuration. 60*c217d954SCole Faust * * Normal: slow but produces the LWS configurations on par with Exhaustive most of the time. 61*c217d954SCole Faust * * Rapid: fast but produces less performant LWS configurations 62*c217d954SCole Faust * 63*c217d954SCole Faust * Note that data, image and labels options should be provided to perform an inference run on an image. 64*c217d954SCole Faust * Note that validation-file and validation-path should be provided to perform a graph accuracy estimation. 65*c217d954SCole Faust * 66*c217d954SCole Faust * Example execution commands: 67*c217d954SCole Faust * 68*c217d954SCole Faust * Execute a single inference given an image and a file containing the correspondence between label ids and human readable labels: 69*c217d954SCole Faust * ./graph_vgg16 --data=data/ --target=cl --layout=nhwc --image=kart.jpeg --labels=imagenet1000_clsid_to_human.txt 70*c217d954SCole Faust * 71*c217d954SCole Faust * Perform a graph validation on a list of images: 72*c217d954SCole Faust * ./graph_vgg16 --data=data/ --target=neon --threads=4 --layout=nchw --validation-file=val.txt --validation-path=ilsvrc_test_images/ 73*c217d954SCole Faust * 74*c217d954SCole Faust * File formats: 75*c217d954SCole Faust * 76*c217d954SCole Faust * Validation file should be a plain file containing the names of the images followed by the correct label id. 77*c217d954SCole Faust * For example: 78*c217d954SCole Faust * 79*c217d954SCole Faust * image0.jpeg 882 80*c217d954SCole Faust * image1.jpeg 34 81*c217d954SCole Faust * image2.jpeg 354 82*c217d954SCole Faust * 83*c217d954SCole Faust * Labels file should be a plain file where each line is the respective human readable label (counting starts from 0). 84*c217d954SCole Faust * For example: 85*c217d954SCole Faust * 86*c217d954SCole Faust * 0: label0_name label0_name 87*c217d954SCole Faust * 1: label1_name or label1_name 88*c217d954SCole Faust * 2: label2_name label2_name 89*c217d954SCole Faust */ 90*c217d954SCole Faust /* ![Common graph examples parameters] */ 91*c217d954SCole Faust 92*c217d954SCole Faust /** Structure holding all the common graph parameters */ 93*c217d954SCole Faust struct CommonGraphParams 94*c217d954SCole Faust { 95*c217d954SCole Faust bool help{ false }; 96*c217d954SCole Faust int threads{ 0 }; 97*c217d954SCole Faust int batches{ 1 }; 98*c217d954SCole Faust arm_compute::graph::Target target{ arm_compute::graph::Target::NEON }; 99*c217d954SCole Faust arm_compute::DataType data_type{ DataType::F32 }; 100*c217d954SCole Faust arm_compute::DataLayout data_layout{ DataLayout::NHWC }; 101*c217d954SCole Faust bool enable_tuner{ false }; 102*c217d954SCole Faust bool enable_cl_cache{ false }; 103*c217d954SCole Faust arm_compute::CLTunerMode tuner_mode{ CLTunerMode::NORMAL }; 104*c217d954SCole Faust arm_compute::graph::FastMathHint fast_math_hint{ arm_compute::graph::FastMathHint::Disabled }; 105*c217d954SCole Faust std::string data_path{}; 106*c217d954SCole Faust std::string image{}; 107*c217d954SCole Faust std::string labels{}; 108*c217d954SCole Faust std::string validation_file{}; 109*c217d954SCole Faust std::string validation_path{}; 110*c217d954SCole Faust std::string tuner_file{}; 111*c217d954SCole Faust std::string mlgo_file{}; 112*c217d954SCole Faust unsigned int validation_range_start{ 0 }; 113*c217d954SCole Faust unsigned int validation_range_end{ std::numeric_limits<unsigned int>::max() }; 114*c217d954SCole Faust }; 115*c217d954SCole Faust 116*c217d954SCole Faust /** Formatted output of the CommonGraphParams type 117*c217d954SCole Faust * 118*c217d954SCole Faust * @param[out] os Output stream. 119*c217d954SCole Faust * @param[in] common_params Common parameters to output 120*c217d954SCole Faust * 121*c217d954SCole Faust * @return Modified output stream. 122*c217d954SCole Faust */ 123*c217d954SCole Faust ::std::ostream &operator<<(::std::ostream &os, const CommonGraphParams &common_params); 124*c217d954SCole Faust 125*c217d954SCole Faust /** Common command line options used to configure the graph examples 126*c217d954SCole Faust * 127*c217d954SCole Faust * The options in this object get populated when "parse()" is called on the parser used to construct it. 128*c217d954SCole Faust * The expected workflow is: 129*c217d954SCole Faust * 130*c217d954SCole Faust * CommandLineParser parser; 131*c217d954SCole Faust * CommonOptions options( parser ); 132*c217d954SCole Faust * parser.parse(argc, argv); 133*c217d954SCole Faust */ 134*c217d954SCole Faust class CommonGraphOptions 135*c217d954SCole Faust { 136*c217d954SCole Faust public: 137*c217d954SCole Faust /** Constructor 138*c217d954SCole Faust * 139*c217d954SCole Faust * @param[in,out] parser A parser on which "parse()" hasn't been called yet. 140*c217d954SCole Faust */ 141*c217d954SCole Faust CommonGraphOptions(CommandLineParser &parser); 142*c217d954SCole Faust /** Prevent instances of this class from being copied (As this class contains pointers) */ 143*c217d954SCole Faust CommonGraphOptions(const CommonGraphOptions &) = delete; 144*c217d954SCole Faust /** Prevent instances of this class from being copied (As this class contains pointers) */ 145*c217d954SCole Faust CommonGraphOptions &operator=(const CommonGraphOptions &) = delete; 146*c217d954SCole Faust /** Allow instances of this class to be moved */ 147*c217d954SCole Faust CommonGraphOptions(CommonGraphOptions &&) = default; 148*c217d954SCole Faust /** Allow instances of this class to be moved */ 149*c217d954SCole Faust CommonGraphOptions &operator=(CommonGraphOptions &&) = default; 150*c217d954SCole Faust /** Default destructor */ 151*c217d954SCole Faust ~CommonGraphOptions() = default; 152*c217d954SCole Faust 153*c217d954SCole Faust ToggleOption *help; /**< Show help option */ 154*c217d954SCole Faust SimpleOption<int> *threads; /**< Number of threads option */ 155*c217d954SCole Faust SimpleOption<int> *batches; /**< Number of batches */ 156*c217d954SCole Faust EnumOption<arm_compute::graph::Target> *target; /**< Graph execution target */ 157*c217d954SCole Faust EnumOption<arm_compute::DataType> *data_type; /**< Graph data type */ 158*c217d954SCole Faust EnumOption<arm_compute::DataLayout> *data_layout; /**< Graph data layout */ 159*c217d954SCole Faust ToggleOption *enable_tuner; /**< Enable tuner */ 160*c217d954SCole Faust ToggleOption *enable_cl_cache; /**< Enable opencl kernels cache */ 161*c217d954SCole Faust SimpleOption<arm_compute::CLTunerMode> *tuner_mode; /**< Tuner mode */ 162*c217d954SCole Faust ToggleOption *fast_math_hint; /**< Fast math hint */ 163*c217d954SCole Faust SimpleOption<std::string> *data_path; /**< Trainable parameters path */ 164*c217d954SCole Faust SimpleOption<std::string> *image; /**< Image */ 165*c217d954SCole Faust SimpleOption<std::string> *labels; /**< Labels */ 166*c217d954SCole Faust SimpleOption<std::string> *validation_file; /**< Validation file */ 167*c217d954SCole Faust SimpleOption<std::string> *validation_path; /**< Validation data path */ 168*c217d954SCole Faust SimpleOption<std::string> *validation_range; /**< Validation range */ 169*c217d954SCole Faust SimpleOption<std::string> *tuner_file; /**< File to load/store the tuner's values from */ 170*c217d954SCole Faust SimpleOption<std::string> *mlgo_file; /**< File to load the MLGO heuristics from */ 171*c217d954SCole Faust }; 172*c217d954SCole Faust 173*c217d954SCole Faust /** Consumes the common graph options and creates a structure containing any information 174*c217d954SCole Faust * 175*c217d954SCole Faust * @param[in] options Options to consume 176*c217d954SCole Faust * 177*c217d954SCole Faust * @return Structure containing the common graph parameters 178*c217d954SCole Faust */ 179*c217d954SCole Faust CommonGraphParams consume_common_graph_parameters(CommonGraphOptions &options); 180*c217d954SCole Faust } // namespace utils 181*c217d954SCole Faust } // namespace arm_compute 182*c217d954SCole Faust #endif /* ARM_COMPUTE_EXAMPLES_UTILS_COMMON_GRAPH_OPTIONS */ 183