71 lines
2.8 KiB
C++
71 lines
2.8 KiB
C++
//
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// Copyright © 2017 Arm Ltd. All rights reserved.
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// SPDX-License-Identifier: MIT
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//
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#include "../InferenceTest.hpp"
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#include "../ImagePreprocessor.hpp"
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#include "armnnTfParser/ITfParser.hpp"
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int main(int argc, char* argv[])
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{
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int retVal = EXIT_FAILURE;
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try
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{
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// Coverity fix: The following code may throw an exception of type std::length_error.
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std::vector<ImageSet> imageSet =
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{
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{ "Dog.jpg", 208 },
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// Top five predictions in tensorflow:
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// -----------------------------------
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// 208:golden retriever 0.57466376
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// 209:Labrador retriever 0.30202731
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// 853:tennis ball 0.0060001756
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// 223:kuvasz 0.0053707925
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// 160:Rhodesian ridgeback 0.0018179063
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{ "Cat.jpg", 283 },
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// Top five predictions in tensorflow:
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// -----------------------------------
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// 283:tiger cat 0.4667799
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// 282:tabby, tabby cat 0.32511184
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// 286:Egyptian cat 0.1038616
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// 288:lynx, catamount 0.0017019814
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// 284:Persian cat 0.0011340436
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{ "shark.jpg", 3 },
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// Top five predictions in tensorflow:
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// -----------------------------------
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// 3:great white shark, white shark, ... 0.98808634
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// 148:grey whale, gray whale, ... 0.00070245547
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// 234:Bouvier des Flandres, ... 0.00024639888
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// 149:killer whale, killer, ... 0.00014115588
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// 95:hummingbird 0.00011129203
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};
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armnn::TensorShape inputTensorShape({ 1, 299, 299, 3 });
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using DataType = float;
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using DatabaseType = ImagePreprocessor<float>;
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using ParserType = armnnTfParser::ITfParser;
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using ModelType = InferenceModel<ParserType, DataType>;
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// Coverity fix: InferenceTestMain() may throw uncaught exceptions.
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retVal = armnn::test::ClassifierInferenceTestMain<DatabaseType, ParserType>(
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argc, argv, "inception_v3_2016_08_28_frozen.pb", true,
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"input", "InceptionV3/Predictions/Reshape_1", { 0, 1, 2, },
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[&imageSet](const char* dataDir, const ModelType&) {
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return DatabaseType(dataDir, 299, 299, imageSet);
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},
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&inputTensorShape);
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}
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catch (const std::exception& e)
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{
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// Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an
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// exception of type std::length_error.
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// Using stderr instead in this context as there is no point in nesting try-catch blocks here.
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std::cerr << "WARNING: TfInceptionV3-Armnn: An error has occurred when running "
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"the classifier inference tests: " << e.what() << std::endl;
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}
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return retVal;
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}
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