Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 1 | // |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 2 | // Copyright © 2022 Arm Ltd and Contributors. All rights reserved. |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ExecuteNetworkProgramOptions.hpp" |
| 7 | #include "NetworkExecutionUtils/NetworkExecutionUtils.hpp" |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 8 | |
| 9 | #include <armnn/BackendRegistry.hpp> |
| 10 | #include <armnn/Exceptions.hpp> |
| 11 | #include <armnn/utility/Assert.hpp> |
| 12 | #include <armnn/utility/StringUtils.hpp> |
| 13 | #include <armnn/Logging.hpp> |
| 14 | |
| 15 | #include <fmt/format.h> |
| 16 | |
| 17 | bool CheckOption(const cxxopts::ParseResult& result, |
| 18 | const char* option) |
| 19 | { |
| 20 | // Check that the given option is valid. |
| 21 | if (option == nullptr) |
| 22 | { |
| 23 | return false; |
| 24 | } |
| 25 | |
| 26 | // Check whether 'option' is provided. |
| 27 | return ((result.count(option)) ? true : false); |
| 28 | } |
| 29 | |
| 30 | void CheckOptionDependency(const cxxopts::ParseResult& result, |
| 31 | const char* option, |
| 32 | const char* required) |
| 33 | { |
| 34 | // Check that the given options are valid. |
| 35 | if (option == nullptr || required == nullptr) |
| 36 | { |
| 37 | throw cxxopts::OptionParseException("Invalid option to check dependency for"); |
| 38 | } |
| 39 | |
| 40 | // Check that if 'option' is provided, 'required' is also provided. |
| 41 | if (CheckOption(result, option) && !result[option].has_default()) |
| 42 | { |
| 43 | if (CheckOption(result, required) == 0 || result[required].has_default()) |
| 44 | { |
| 45 | throw cxxopts::OptionParseException( |
| 46 | std::string("Option '") + option + "' requires option '" + required + "'."); |
| 47 | } |
| 48 | } |
| 49 | } |
| 50 | |
| 51 | void CheckOptionDependencies(const cxxopts::ParseResult& result) |
| 52 | { |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 53 | CheckOptionDependency(result, "tuning-level", "tuning-path"); |
| 54 | } |
| 55 | |
| 56 | void RemoveDuplicateDevices(std::vector<armnn::BackendId>& computeDevices) |
| 57 | { |
| 58 | // Mark the duplicate devices as 'Undefined'. |
| 59 | for (auto i = computeDevices.begin(); i != computeDevices.end(); ++i) |
| 60 | { |
| 61 | for (auto j = std::next(i); j != computeDevices.end(); ++j) |
| 62 | { |
| 63 | if (*j == *i) |
| 64 | { |
| 65 | *j = armnn::Compute::Undefined; |
| 66 | } |
| 67 | } |
| 68 | } |
| 69 | |
| 70 | // Remove 'Undefined' devices. |
| 71 | computeDevices.erase(std::remove(computeDevices.begin(), computeDevices.end(), armnn::Compute::Undefined), |
| 72 | computeDevices.end()); |
| 73 | } |
| 74 | |
Jan Eilers | c5b84b5 | 2021-02-16 12:40:43 +0000 | [diff] [blame] | 75 | /// Takes a vector of backend strings and returns a vector of backendIDs. |
| 76 | /// Removes duplicate entries. |
| 77 | /// Can handle backend strings that contain multiple backends separated by comma e.g "CpuRef,CpuAcc" |
| 78 | std::vector<armnn::BackendId> GetBackendIDs(const std::vector<std::string>& backendStringsVec) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 79 | { |
| 80 | std::vector<armnn::BackendId> backendIDs; |
Jan Eilers | c5b84b5 | 2021-02-16 12:40:43 +0000 | [diff] [blame] | 81 | for (const auto& backendStrings : backendStringsVec) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 82 | { |
Jan Eilers | c5b84b5 | 2021-02-16 12:40:43 +0000 | [diff] [blame] | 83 | // Each backendStrings might contain multiple backends separated by comma e.g "CpuRef,CpuAcc" |
| 84 | std::vector<std::string> backendStringVec = ParseStringList(backendStrings, ","); |
| 85 | for (const auto& b : backendStringVec) |
| 86 | { |
| 87 | backendIDs.push_back(armnn::BackendId(b)); |
| 88 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 89 | } |
| 90 | |
| 91 | RemoveDuplicateDevices(backendIDs); |
| 92 | |
| 93 | return backendIDs; |
| 94 | } |
| 95 | |
| 96 | /// Provides a segfault safe way to get cxxopts option values by checking if the option was defined. |
| 97 | /// If the option wasn't defined it returns an empty object. |
| 98 | template<typename optionType> |
| 99 | optionType GetOptionValue(std::string&& optionName, const cxxopts::ParseResult& result) |
| 100 | { |
| 101 | optionType out; |
| 102 | if(result.count(optionName)) |
| 103 | { |
| 104 | out = result[optionName].as<optionType>(); |
| 105 | } |
| 106 | return out; |
| 107 | } |
| 108 | |
| 109 | void LogAndThrowFatal(std::string errorMessage) |
| 110 | { |
| 111 | throw armnn::InvalidArgumentException (errorMessage); |
| 112 | } |
| 113 | |
| 114 | void CheckRequiredOptions(const cxxopts::ParseResult& result) |
| 115 | { |
| 116 | |
| 117 | // For each option in option-group "a) Required |
| 118 | std::vector<std::string> requiredOptions{"compute", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 119 | "model-path" |
| 120 | }; |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 121 | |
| 122 | bool requiredMissing = false; |
| 123 | for(auto const& str : requiredOptions) |
| 124 | { |
| 125 | if(!(result.count(str) > 0)) |
| 126 | { |
| 127 | ARMNN_LOG(error) << fmt::format("The program option '{}' is mandatory but wasn't provided.", str); |
| 128 | requiredMissing = true; |
| 129 | } |
| 130 | } |
| 131 | if(requiredMissing) |
| 132 | { |
| 133 | throw armnn::InvalidArgumentException ("Some required arguments are missing"); |
| 134 | } |
| 135 | } |
| 136 | |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 137 | void CheckForDeprecatedOptions(const cxxopts::ParseResult& result) |
| 138 | { |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 139 | if(result.count("armnn-tflite-delegate") > 0) |
| 140 | { |
| 141 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'armnn-tflite-delegate' is deprecated and will be " |
| 142 | "removed soon. Please use the option 'tflite-executor' instead."; |
| 143 | } |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 144 | if(result.count("concurrent") > 0) |
| 145 | { |
| 146 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'concurrent' is deprecated and will be " |
| 147 | "removed soon. Please use the option '\"P, thread-pool-size\"' instead."; |
| 148 | } |
| 149 | if(result.count("input-type") > 0) |
| 150 | { |
| 151 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'input-type' is deprecated and will be " |
| 152 | "removed soon. The input-types are now automatically set."; |
| 153 | } |
| 154 | if(result.count("input-name") > 0) |
| 155 | { |
| 156 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'input-name' is deprecated and will be " |
| 157 | "removed soon. The input-names are now automatically set."; |
| 158 | } |
| 159 | if(result.count("output-type") > 0) |
| 160 | { |
| 161 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'output-type' is deprecated and will be " |
| 162 | "removed soon. The output-types are now automatically set."; |
| 163 | } |
| 164 | if(result.count("output-name") > 0) |
| 165 | { |
| 166 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'output-name' is deprecated and will be " |
| 167 | "removed soon. The output-names are now automatically set."; |
| 168 | } |
| 169 | if(result.count("model-format") > 0) |
| 170 | { |
| 171 | ARMNN_LOG(warning) << "DEPRECATED: The program option 'model-format' is deprecated and will be " |
| 172 | "removed soon. The model-format is now automatically set."; |
| 173 | } |
| 174 | |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 175 | } |
| 176 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 177 | void ProgramOptions::ValidateExecuteNetworkParams() |
| 178 | { |
| 179 | m_ExNetParams.ValidateParams(); |
| 180 | } |
| 181 | |
| 182 | void ProgramOptions::ValidateRuntimeOptions() |
| 183 | { |
| 184 | if (m_RuntimeOptions.m_ProfilingOptions.m_TimelineEnabled && |
| 185 | !m_RuntimeOptions.m_ProfilingOptions.m_EnableProfiling) |
| 186 | { |
| 187 | LogAndThrowFatal("Timeline profiling requires external profiling to be turned on"); |
| 188 | } |
| 189 | } |
| 190 | |
| 191 | |
| 192 | ProgramOptions::ProgramOptions() : m_CxxOptions{"ExecuteNetwork", |
| 193 | "Executes a neural network model using the provided input " |
| 194 | "tensor. Prints the resulting output tensor."} |
| 195 | { |
| 196 | try |
| 197 | { |
| 198 | // cxxopts doesn't provide a mechanism to ensure required options are given. There is a |
| 199 | // separate function CheckRequiredOptions() for that. |
| 200 | m_CxxOptions.add_options("a) Required") |
| 201 | ("c,compute", |
Jan Eilers | c5b84b5 | 2021-02-16 12:40:43 +0000 | [diff] [blame] | 202 | "Which device to run layers on by default. If a single device doesn't support all layers in the model " |
| 203 | "you can specify a second or third to fall back on. Possible choices: " |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 204 | + armnn::BackendRegistryInstance().GetBackendIdsAsString() |
Jan Eilers | c5b84b5 | 2021-02-16 12:40:43 +0000 | [diff] [blame] | 205 | + " NOTE: Multiple compute devices need to be passed as a comma separated list without whitespaces " |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 206 | "e.g. GpuAcc,CpuAcc,CpuRef or by repeating the program option e.g. '-c CpuAcc -c CpuRef'. " |
Jan Eilers | c5b84b5 | 2021-02-16 12:40:43 +0000 | [diff] [blame] | 207 | "Duplicates are ignored.", |
Jan Eilers | 3dda41d | 2020-11-11 11:44:14 +0000 | [diff] [blame] | 208 | cxxopts::value<std::vector<std::string>>()) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 209 | |
| 210 | ("f,model-format", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 211 | "armnn-binary, onnx-binary, onnx-text, tflite-binary" |
| 212 | "DEPRECATED: The program option 'model-format' is deprecated and will be " |
| 213 | "removed soon. The model-format is now automatically set.", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 214 | cxxopts::value<std::string>()) |
| 215 | |
| 216 | ("m,model-path", |
Nikhil Raj | 6dd178f | 2021-04-02 22:04:39 +0100 | [diff] [blame] | 217 | "Path to model file, e.g. .armnn, , .prototxt, .tflite, .onnx", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 218 | cxxopts::value<std::string>(m_ExNetParams.m_ModelPath)) |
| 219 | |
| 220 | ("i,input-name", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 221 | "Identifier of the input tensors in the network separated by comma." |
| 222 | "This option is not required, but can be used to set the order of inputs", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 223 | cxxopts::value<std::string>()) |
| 224 | |
| 225 | ("o,output-name", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 226 | "Identifier of the output tensors in the network separated by comma." |
| 227 | "This option is not required, but can be used to set the order of outputs", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 228 | cxxopts::value<std::string>()); |
| 229 | |
| 230 | m_CxxOptions.add_options("b) General") |
| 231 | ("b,dynamic-backends-path", |
| 232 | "Path where to load any available dynamic backend from. " |
| 233 | "If left empty (the default), dynamic backends will not be used.", |
| 234 | cxxopts::value<std::string>(m_RuntimeOptions.m_DynamicBackendsPath)) |
| 235 | |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 236 | ("P, thread-pool-size", |
| 237 | "Run the network using the Arm NN thread pool with the number of threads provided. ", |
| 238 | cxxopts::value<size_t>(m_ExNetParams.m_ThreadPoolSize)->default_value("0")) |
| 239 | |
Sadik Armagan | a04a9d7 | 2021-04-27 10:02:10 +0100 | [diff] [blame] | 240 | ("n,concurrent", |
Kevin May | b4b3ac9 | 2021-05-21 16:42:21 +0100 | [diff] [blame] | 241 | "This option is for Arm NN internal asynchronous testing purposes. " |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 242 | "False by default. If set to true will use std::launch::async or the Arm NN thread pool, " |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 243 | "if 'thread-pool-size' is greater than 0, for asynchronous execution." |
| 244 | "DEPRECATED: The program option 'concurrent' is deprecated and will be " |
| 245 | "removed soon. Please use the option '\"P, thread-pool-size\"' instead.", |
Sadik Armagan | a04a9d7 | 2021-04-27 10:02:10 +0100 | [diff] [blame] | 246 | cxxopts::value<bool>(m_ExNetParams.m_Concurrent)->default_value("false")->implicit_value("true")) |
| 247 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 248 | ("d,input-tensor-data", |
| 249 | "Path to files containing the input data as a flat array separated by whitespace. " |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 250 | "Several paths can be passed by separating them with a comma if the network has multiple inputs " |
| 251 | "or you wish to run the model multiple times with different input data using the 'iterations' option. " |
| 252 | "If not specified, the network will be run with dummy data (useful for profiling).", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 253 | cxxopts::value<std::string>()->default_value("")) |
| 254 | |
| 255 | ("h,help", "Display usage information") |
| 256 | |
| 257 | ("infer-output-shape", |
| 258 | "Infers output tensor shape from input tensor shape and validate where applicable (where supported by " |
| 259 | "parser)", |
| 260 | cxxopts::value<bool>(m_ExNetParams.m_InferOutputShape)->default_value("false")->implicit_value("true")) |
| 261 | |
Mike Kelly | 80512b0 | 2022-05-16 23:10:42 +0100 | [diff] [blame] | 262 | ("allow-expanded-dims", |
| 263 | "If true will disregard dimensions with a size of 1 when validating tensor shapes. Tensor sizes must " |
| 264 | "still match. This is an Experimental parameter that is incompatible with infer-output-shape. " |
| 265 | "This parameter may be removed in a later update. ", |
| 266 | cxxopts::value<bool>(m_ExNetParams.m_AllowExpandedDims)->default_value("false") |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 267 | ->implicit_value("true")) |
Mike Kelly | 80512b0 | 2022-05-16 23:10:42 +0100 | [diff] [blame] | 268 | |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 269 | ("I,iterations", |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 270 | "Number of iterations to run the network for, default is set to 1. " |
| 271 | "If you wish to run the model with different input data for every execution you can do so by " |
| 272 | "supplying more input file paths to the 'input-tensor-data' option. " |
| 273 | "Note: The number of input files provided must be divisible by the number of inputs of the model. " |
| 274 | "e.g. Your model has 2 inputs and you supply 4 input files. If you set 'iterations' to 6 the first " |
| 275 | "run will consume the first two inputs, the second the next two and the last will begin from the " |
| 276 | "start and use the first two inputs again. " |
| 277 | "Note: If the 'concurrent' option is enabled all iterations will be run asynchronously.", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 278 | cxxopts::value<size_t>(m_ExNetParams.m_Iterations)->default_value("1")) |
| 279 | |
| 280 | ("l,dequantize-output", |
| 281 | "If this option is enabled, all quantized outputs will be dequantized to float. " |
| 282 | "If unset, default to not get dequantized. " |
Colm Donelan | 3cff15a | 2021-10-12 15:06:19 +0100 | [diff] [blame] | 283 | "Accepted values (true or false)" |
| 284 | " (Not available when executing ArmNNTfLiteDelegate or TfliteInterpreter)", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 285 | cxxopts::value<bool>(m_ExNetParams.m_DequantizeOutput)->default_value("false")->implicit_value("true")) |
| 286 | |
| 287 | ("p,print-intermediate-layers", |
| 288 | "If this option is enabled, the output of every graph layer will be printed.", |
| 289 | cxxopts::value<bool>(m_ExNetParams.m_PrintIntermediate)->default_value("false") |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 290 | ->implicit_value("true")) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 291 | |
| 292 | ("parse-unsupported", |
| 293 | "Add unsupported operators as stand-in layers (where supported by parser)", |
| 294 | cxxopts::value<bool>(m_ExNetParams.m_ParseUnsupported)->default_value("false")->implicit_value("true")) |
| 295 | |
Ryan OShea | dfbec2d | 2022-03-28 10:55:48 +0100 | [diff] [blame] | 296 | ("N,do-not-print-output", |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 297 | "The default behaviour of ExecuteNetwork is to print the resulting outputs on the console. " |
| 298 | "This behaviour can be changed by adding this flag to your command.", |
| 299 | cxxopts::value<bool>(m_ExNetParams.m_DontPrintOutputs)->default_value("false")->implicit_value("true")) |
| 300 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 301 | ("q,quantize-input", |
Mike Kelly | d7ed6d4 | 2021-07-21 09:42:43 +0100 | [diff] [blame] | 302 | "If this option is enabled, all float inputs will be quantized as appropriate for the model's inputs. " |
Colm Donelan | 3cff15a | 2021-10-12 15:06:19 +0100 | [diff] [blame] | 303 | "If unset, default to not quantized. Accepted values (true or false)" |
| 304 | " (Not available when executing ArmNNTfLiteDelegate or TfliteInterpreter)", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 305 | cxxopts::value<bool>(m_ExNetParams.m_QuantizeInput)->default_value("false")->implicit_value("true")) |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 306 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 307 | ("r,threshold-time", |
| 308 | "Threshold time is the maximum allowed time for inference measured in milliseconds. If the actual " |
| 309 | "inference time is greater than the threshold time, the test will fail. By default, no threshold " |
| 310 | "time is used.", |
| 311 | cxxopts::value<double>(m_ExNetParams.m_ThresholdTime)->default_value("0.0")) |
| 312 | |
| 313 | ("s,input-tensor-shape", |
| 314 | "The shape of the input tensors in the network as a flat array of integers separated by comma." |
| 315 | "Several shapes can be passed by separating them with a colon (:).", |
| 316 | cxxopts::value<std::string>()) |
| 317 | |
| 318 | ("v,visualize-optimized-model", |
| 319 | "Enables built optimized model visualizer. If unset, defaults to off.", |
| 320 | cxxopts::value<bool>(m_ExNetParams.m_EnableLayerDetails)->default_value("false") |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 321 | ->implicit_value("true")) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 322 | |
| 323 | ("w,write-outputs-to-file", |
| 324 | "Comma-separated list of output file paths keyed with the binding-id of the output slot. " |
| 325 | "If left empty (the default), the output tensors will not be written to a file.", |
| 326 | cxxopts::value<std::string>()) |
| 327 | |
| 328 | ("x,subgraph-number", |
Colm Donelan | 3cff15a | 2021-10-12 15:06:19 +0100 | [diff] [blame] | 329 | "Id of the subgraph to be executed. Defaults to 0." |
| 330 | " (Not available when executing ArmNNTfLiteDelegate or TfliteInterpreter)", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 331 | cxxopts::value<size_t>(m_ExNetParams.m_SubgraphId)->default_value("0")) |
| 332 | |
| 333 | ("y,input-type", |
| 334 | "The type of the input tensors in the network separated by comma. " |
| 335 | "If unset, defaults to \"float\" for all defined inputs. " |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 336 | "Accepted values (float, int, qasymms8 or qasymmu8)." |
| 337 | "DEPRECATED: The program option 'input-type' is deprecated and will be " |
| 338 | "removed soon. The input-types are now automatically set.", |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 339 | cxxopts::value<std::string>()) |
| 340 | |
| 341 | ("z,output-type", |
| 342 | "The type of the output tensors in the network separated by comma. " |
| 343 | "If unset, defaults to \"float\" for all defined outputs. " |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 344 | "Accepted values (float, int, qasymms8 or qasymmu8)." |
| 345 | "DEPRECATED: The program option 'output-type' is deprecated and will be " |
| 346 | "removed soon. The output-types are now automatically set.", |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 347 | cxxopts::value<std::string>()) |
| 348 | |
| 349 | ("T,tflite-executor", |
| 350 | "Set the executor for the tflite model: parser, delegate, tflite" |
| 351 | "parser is the ArmNNTfLiteParser, " |
| 352 | "delegate is the ArmNNTfLiteDelegate, " |
| 353 | "tflite is the TfliteInterpreter", |
| 354 | cxxopts::value<std::string>()->default_value("parser")) |
| 355 | |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 356 | ("C, compare-output", |
Nikhil Raj Arm | 1a7f033 | 2022-07-05 09:29:18 +0000 | [diff] [blame] | 357 | "Number of Arm NN threads to use when running the network asynchronously via the Arm NN thread pool. " |
| 358 | "The default is set to 0 which equals disabled. If 'thread-pool-size' is greater than 0 the " |
| 359 | "'concurrent' option is automatically set to true.", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 360 | cxxopts::value<std::string>(m_ExNetParams.m_ComparisonFile)) |
| 361 | |
| 362 | ("B, compare-output-with-backend", |
| 363 | "Compare the output of the network with a different backend.", |
| 364 | cxxopts::value<std::vector<std::string>>()) |
| 365 | |
| 366 | ("A, compare-with-tflite", |
| 367 | "Compare the output of the network with the tflite ref model.", |
| 368 | cxxopts::value<bool>(m_ExNetParams.m_CompareWithTflite)->default_value("false") |
| 369 | ->implicit_value("true")); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 370 | |
| 371 | m_CxxOptions.add_options("c) Optimization") |
| 372 | ("bf16-turbo-mode", |
| 373 | "If this option is enabled, FP32 layers, " |
| 374 | "weights and biases will be converted to BFloat16 where the backend supports it", |
| 375 | cxxopts::value<bool>(m_ExNetParams.m_EnableBf16TurboMode) |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 376 | ->default_value("false")->implicit_value("true")) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 377 | |
| 378 | ("enable-fast-math", |
| 379 | "Enables fast_math options in backends that support it. Using the fast_math flag can lead to " |
| 380 | "performance improvements but may result in reduced or different precision.", |
| 381 | cxxopts::value<bool>(m_ExNetParams.m_EnableFastMath)->default_value("false")->implicit_value("true")) |
| 382 | |
Matthew Sloyan | 0a7dc6b | 2021-02-10 16:50:53 +0000 | [diff] [blame] | 383 | ("number-of-threads", |
| 384 | "Assign the number of threads used by the CpuAcc backend. " |
| 385 | "Input value must be between 1 and 64. " |
| 386 | "Default is set to 0 (Backend will decide number of threads to use).", |
| 387 | cxxopts::value<unsigned int>(m_ExNetParams.m_NumberOfThreads)->default_value("0")) |
| 388 | |
Matthew Sloyan | 4243211 | 2021-01-08 10:30:51 +0000 | [diff] [blame] | 389 | ("save-cached-network", |
Matthew Sloyan | 9d7a332 | 2021-01-12 16:19:43 +0000 | [diff] [blame] | 390 | "Enables saving of the cached network to a file given with the cached-network-filepath option. " |
Matthew Sloyan | 4243211 | 2021-01-08 10:30:51 +0000 | [diff] [blame] | 391 | "See also --cached-network-filepath", |
| 392 | cxxopts::value<bool>(m_ExNetParams.m_SaveCachedNetwork) |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 393 | ->default_value("false")->implicit_value("true")) |
Matthew Sloyan | 4243211 | 2021-01-08 10:30:51 +0000 | [diff] [blame] | 394 | |
| 395 | ("cached-network-filepath", |
Matthew Sloyan | 9d7a332 | 2021-01-12 16:19:43 +0000 | [diff] [blame] | 396 | "If non-empty, the given file will be used to load/save the cached network. " |
| 397 | "If save-cached-network is given then the cached network will be saved to the given file. " |
| 398 | "To save the cached network a file must already exist. " |
| 399 | "If save-cached-network is not given then the cached network will be loaded from the given file. " |
| 400 | "This will remove initial compilation time of kernels and speed up the first execution.", |
Matthew Sloyan | 4243211 | 2021-01-08 10:30:51 +0000 | [diff] [blame] | 401 | cxxopts::value<std::string>(m_ExNetParams.m_CachedNetworkFilePath)->default_value("")) |
| 402 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 403 | ("fp16-turbo-mode", |
| 404 | "If this option is enabled, FP32 layers, " |
| 405 | "weights and biases will be converted to FP16 where the backend supports it", |
| 406 | cxxopts::value<bool>(m_ExNetParams.m_EnableFp16TurboMode) |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 407 | ->default_value("false")->implicit_value("true")) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 408 | |
| 409 | ("tuning-level", |
| 410 | "Sets the tuning level which enables a tuning run which will update/create a tuning file. " |
| 411 | "Available options are: 1 (Rapid), 2 (Normal), 3 (Exhaustive). " |
| 412 | "Requires tuning-path to be set, default is set to 0 (No tuning run)", |
| 413 | cxxopts::value<int>(m_ExNetParams.m_TuningLevel)->default_value("0")) |
| 414 | |
| 415 | ("tuning-path", |
| 416 | "Path to tuning file. Enables use of CL tuning", |
Finn Williams | 4064632 | 2021-02-11 16:16:42 +0000 | [diff] [blame] | 417 | cxxopts::value<std::string>(m_ExNetParams.m_TuningPath)) |
| 418 | |
| 419 | ("MLGOTuningFilePath", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 420 | "Path to tuning file. Enables use of CL MLGO tuning", |
| 421 | cxxopts::value<std::string>(m_ExNetParams.m_MLGOTuningFilePath)) |
Ryan OShea | dfbec2d | 2022-03-28 10:55:48 +0100 | [diff] [blame] | 422 | |
| 423 | ("R, reuse-buffers", |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 424 | "If enabled then the IO buffers will be reused for each inference", |
| 425 | cxxopts::value<bool>(m_ExNetParams.m_ReuseBuffers)->default_value("false")->implicit_value("true")); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 426 | |
| 427 | m_CxxOptions.add_options("d) Profiling") |
| 428 | ("a,enable-external-profiling", |
| 429 | "If enabled external profiling will be switched on", |
| 430 | cxxopts::value<bool>(m_RuntimeOptions.m_ProfilingOptions.m_EnableProfiling) |
| 431 | ->default_value("false")->implicit_value("true")) |
| 432 | |
| 433 | ("e,event-based-profiling", |
| 434 | "Enables built in profiler. If unset, defaults to off.", |
| 435 | cxxopts::value<bool>(m_ExNetParams.m_EnableProfiling)->default_value("false")->implicit_value("true")) |
| 436 | |
| 437 | ("g,file-only-external-profiling", |
| 438 | "If enabled then the 'file-only' test mode of external profiling will be enabled", |
| 439 | cxxopts::value<bool>(m_RuntimeOptions.m_ProfilingOptions.m_FileOnly) |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 440 | ->default_value("false")->implicit_value("true")) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 441 | |
| 442 | ("file-format", |
| 443 | "If profiling is enabled specifies the output file format", |
| 444 | cxxopts::value<std::string>(m_RuntimeOptions.m_ProfilingOptions.m_FileFormat)->default_value("binary")) |
| 445 | |
| 446 | ("j,outgoing-capture-file", |
| 447 | "If specified the outgoing external profiling packets will be captured in this binary file", |
| 448 | cxxopts::value<std::string>(m_RuntimeOptions.m_ProfilingOptions.m_OutgoingCaptureFile)) |
| 449 | |
| 450 | ("k,incoming-capture-file", |
| 451 | "If specified the incoming external profiling packets will be captured in this binary file", |
| 452 | cxxopts::value<std::string>(m_RuntimeOptions.m_ProfilingOptions.m_IncomingCaptureFile)) |
| 453 | |
| 454 | ("timeline-profiling", |
| 455 | "If enabled timeline profiling will be switched on, requires external profiling", |
| 456 | cxxopts::value<bool>(m_RuntimeOptions.m_ProfilingOptions.m_TimelineEnabled) |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 457 | ->default_value("false")->implicit_value("true")) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 458 | |
| 459 | ("u,counter-capture-period", |
| 460 | "If profiling is enabled in 'file-only' mode this is the capture period that will be used in the test", |
Keith Davis | f487486 | 2021-08-09 16:49:18 +0100 | [diff] [blame] | 461 | cxxopts::value<uint32_t>(m_RuntimeOptions.m_ProfilingOptions.m_CapturePeriod)->default_value("150")) |
| 462 | |
| 463 | ("output-network-details", |
Keith Davis | 4914d0c | 2021-08-18 17:14:05 +0100 | [diff] [blame] | 464 | "Outputs layer tensor infos and descriptors to std out along with profiling events. Defaults to off.", |
Keith Davis | f487486 | 2021-08-09 16:49:18 +0100 | [diff] [blame] | 465 | cxxopts::value<bool>(m_ExNetParams.m_OutputDetailsToStdOut)->default_value("false") |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 466 | ->implicit_value("true")) |
| 467 | |
Keith Davis | 4914d0c | 2021-08-18 17:14:05 +0100 | [diff] [blame] | 468 | ("output-network-details-only", |
| 469 | "Outputs layer tensor infos and descriptors to std out without profiling events. Defaults to off.", |
| 470 | cxxopts::value<bool>(m_ExNetParams.m_OutputDetailsOnlyToStdOut)->default_value("false") |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 471 | ->implicit_value("true")) |
Keith Davis | 4914d0c | 2021-08-18 17:14:05 +0100 | [diff] [blame] | 472 | |
Jim Flynn | 1542581 | 2022-02-15 16:53:13 +0000 | [diff] [blame] | 473 | ("import-inputs-if-aligned", |
| 474 | "In & Out tensors will be imported per inference if the memory alignment allows. Defaults to false.", |
| 475 | cxxopts::value<bool>(m_ExNetParams.m_ImportInputsIfAligned)->default_value("false") |
| 476 | ->implicit_value("true")); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 477 | } |
| 478 | catch (const std::exception& e) |
| 479 | { |
| 480 | ARMNN_ASSERT_MSG(false, "Caught unexpected exception"); |
| 481 | ARMNN_LOG(fatal) << "Fatal internal error: " << e.what(); |
| 482 | exit(EXIT_FAILURE); |
| 483 | } |
| 484 | } |
| 485 | |
| 486 | ProgramOptions::ProgramOptions(int ac, const char* av[]): ProgramOptions() |
| 487 | { |
| 488 | ParseOptions(ac, av); |
| 489 | } |
| 490 | |
| 491 | void ProgramOptions::ParseOptions(int ac, const char* av[]) |
| 492 | { |
| 493 | // Parses the command-line. |
| 494 | m_CxxResult = m_CxxOptions.parse(ac, av); |
| 495 | |
| 496 | if (m_CxxResult.count("help") || ac <= 1) |
| 497 | { |
| 498 | std::cout << m_CxxOptions.help() << std::endl; |
| 499 | exit(EXIT_SUCCESS); |
| 500 | } |
| 501 | |
| 502 | CheckRequiredOptions(m_CxxResult); |
| 503 | CheckOptionDependencies(m_CxxResult); |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 504 | CheckForDeprecatedOptions(m_CxxResult); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 505 | |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 506 | if ((m_ExNetParams.m_OutputDetailsToStdOut || |
| 507 | m_ExNetParams.m_OutputDetailsOnlyToStdOut) && |
| 508 | !m_ExNetParams.m_EnableProfiling) |
| 509 | { |
| 510 | throw cxxopts::OptionParseException("You must enable profiling if you would like to output layer details"); |
| 511 | } |
| 512 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 513 | // Some options can't be assigned directly because they need some post-processing: |
Jan Eilers | 3dda41d | 2020-11-11 11:44:14 +0000 | [diff] [blame] | 514 | auto computeDevices = GetOptionValue<std::vector<std::string>>("compute", m_CxxResult); |
| 515 | m_ExNetParams.m_ComputeDevices = GetBackendIDs(computeDevices); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 516 | m_ExNetParams.m_InputNames = |
| 517 | ParseStringList(GetOptionValue<std::string>("input-name", m_CxxResult), ","); |
| 518 | m_ExNetParams.m_InputTensorDataFilePaths = |
| 519 | ParseStringList(GetOptionValue<std::string>("input-tensor-data", m_CxxResult), ","); |
| 520 | m_ExNetParams.m_OutputNames = |
| 521 | ParseStringList(GetOptionValue<std::string>("output-name", m_CxxResult), ","); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 522 | m_ExNetParams.m_OutputTensorFiles = |
| 523 | ParseStringList(GetOptionValue<std::string>("write-outputs-to-file", m_CxxResult), ","); |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 524 | m_ExNetParams.m_GenerateTensorData = m_ExNetParams.m_InputTensorDataFilePaths.empty(); |
Francis Murtagh | bf18a26 | 2020-10-27 15:20:40 +0000 | [diff] [blame] | 525 | m_ExNetParams.m_DynamicBackendsPath = m_RuntimeOptions.m_DynamicBackendsPath; |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 526 | |
Sadik Armagan | 8c7a28b | 2021-04-01 17:27:21 +0100 | [diff] [blame] | 527 | m_RuntimeOptions.m_EnableGpuProfiling = m_ExNetParams.m_EnableProfiling; |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 528 | |
| 529 | std::string tfliteExecutor = GetOptionValue<std::string>("tflite-executor", m_CxxResult); |
| 530 | |
| 531 | if (tfliteExecutor.size() == 0 || tfliteExecutor == "parser") |
| 532 | { |
| 533 | m_ExNetParams.m_TfLiteExecutor = ExecuteNetworkParams::TfLiteExecutor::ArmNNTfLiteParser; |
| 534 | } |
| 535 | else if (tfliteExecutor == "delegate") |
| 536 | { |
| 537 | m_ExNetParams.m_TfLiteExecutor = ExecuteNetworkParams::TfLiteExecutor::ArmNNTfLiteDelegate; |
| 538 | } |
| 539 | else if (tfliteExecutor == "tflite") |
| 540 | { |
| 541 | m_ExNetParams.m_TfLiteExecutor = ExecuteNetworkParams::TfLiteExecutor::TfliteInterpreter; |
| 542 | } |
| 543 | else |
| 544 | { |
| 545 | ARMNN_LOG(info) << fmt::format("Invalid tflite-executor option '{}'.", tfliteExecutor); |
| 546 | throw armnn::InvalidArgumentException ("Invalid tflite-executor option"); |
| 547 | } |
| 548 | |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 549 | // For backwards compatibility when deprecated options are used |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 550 | if (m_ExNetParams.m_EnableDelegate) |
| 551 | { |
| 552 | m_ExNetParams.m_TfLiteExecutor = ExecuteNetworkParams::TfLiteExecutor::ArmNNTfLiteDelegate; |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 553 | } |
Finn Williams | 615e06f | 2022-06-20 13:48:20 +0100 | [diff] [blame] | 554 | |
Nikhil Raj Arm | 1a7f033 | 2022-07-05 09:29:18 +0000 | [diff] [blame] | 555 | // Set concurrent to true if the user expects to run inferences asynchronously |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 556 | if (m_ExNetParams.m_Concurrent) |
| 557 | { |
| 558 | m_ExNetParams.m_ThreadPoolSize = 1; |
| 559 | } |
| 560 | |
Jan Eilers | f17fcd5 | 2021-07-26 22:20:00 +0100 | [diff] [blame] | 561 | if (m_ExNetParams.m_ThreadPoolSize > 0) |
Kevin May | b4b3ac9 | 2021-05-21 16:42:21 +0100 | [diff] [blame] | 562 | { |
| 563 | m_ExNetParams.m_Concurrent = true; |
| 564 | } |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 565 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 566 | // Parse input tensor shape from the string we got from the command-line. |
| 567 | std::vector<std::string> inputTensorShapesVector = |
| 568 | ParseStringList(GetOptionValue<std::string>("input-tensor-shape", m_CxxResult), ":"); |
| 569 | |
| 570 | if (!inputTensorShapesVector.empty()) |
| 571 | { |
| 572 | m_ExNetParams.m_InputTensorShapes.reserve(inputTensorShapesVector.size()); |
| 573 | |
| 574 | for(const std::string& shape : inputTensorShapesVector) |
| 575 | { |
| 576 | std::stringstream ss(shape); |
| 577 | std::vector<unsigned int> dims = ParseArray(ss); |
| 578 | |
| 579 | m_ExNetParams.m_InputTensorShapes.push_back( |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 580 | armnn::TensorShape{static_cast<unsigned int>(dims.size()), dims.data()}); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 581 | } |
| 582 | } |
| 583 | |
| 584 | // We have to validate ExecuteNetworkParams first so that the tuning path and level is validated |
| 585 | ValidateExecuteNetworkParams(); |
| 586 | |
| 587 | // Parse CL tuning parameters to runtime options |
| 588 | if (!m_ExNetParams.m_TuningPath.empty()) |
| 589 | { |
| 590 | m_RuntimeOptions.m_BackendOptions.emplace_back( |
| 591 | armnn::BackendOptions |
| 592 | { |
| 593 | "GpuAcc", |
| 594 | { |
| 595 | {"TuningLevel", m_ExNetParams.m_TuningLevel}, |
| 596 | {"TuningFile", m_ExNetParams.m_TuningPath.c_str()}, |
Finn Williams | 4064632 | 2021-02-11 16:16:42 +0000 | [diff] [blame] | 597 | {"KernelProfilingEnabled", m_ExNetParams.m_EnableProfiling}, |
| 598 | {"MLGOTuningFilePath", m_ExNetParams.m_MLGOTuningFilePath} |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 599 | } |
| 600 | } |
| 601 | ); |
| 602 | } |
| 603 | |
| 604 | ValidateRuntimeOptions(); |
Teresa Charlin | fbd2817 | 2022-07-07 14:24:59 +0100 | [diff] [blame] | 605 | |
| 606 | auto comparisonComputDevices = GetOptionValue<std::vector<std::string>>("compare-output-with-backend", m_CxxResult); |
| 607 | |
| 608 | if (!comparisonComputDevices.empty()) |
| 609 | { |
| 610 | m_ExNetParams.m_ComparisonComputeDevices = GetBackendIDs(comparisonComputDevices); |
| 611 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 612 | } |
| 613 | |