surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 4 | // |
| 5 | #include "../InferenceTest.hpp" |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 6 | #include "../ImagePreprocessor.hpp" |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 7 | #include "armnnTfParser/ITfParser.hpp" |
| 8 | |
| 9 | int main(int argc, char* argv[]) |
| 10 | { |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 11 | int retVal = EXIT_FAILURE; |
| 12 | try |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 13 | { |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 14 | // Coverity fix: The following code may throw an exception of type std::length_error. |
| 15 | std::vector<ImageSet> imageSet = |
| 16 | { |
| 17 | { "Dog.jpg", 208 }, |
surmeh01 | c3b012e | 2018-09-12 16:00:26 +0100 | [diff] [blame] | 18 | // Top five predictions in tensorflow: |
| 19 | // ----------------------------------- |
| 20 | // 208:golden retriever 0.57466376 |
| 21 | // 209:Labrador retriever 0.30202731 |
| 22 | // 853:tennis ball 0.0060001756 |
| 23 | // 223:kuvasz 0.0053707925 |
| 24 | // 160:Rhodesian ridgeback 0.0018179063 |
| 25 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 26 | { "Cat.jpg", 283 }, |
surmeh01 | c3b012e | 2018-09-12 16:00:26 +0100 | [diff] [blame] | 27 | // Top five predictions in tensorflow: |
| 28 | // ----------------------------------- |
| 29 | // 283:tiger cat 0.4667799 |
| 30 | // 282:tabby, tabby cat 0.32511184 |
| 31 | // 286:Egyptian cat 0.1038616 |
| 32 | // 288:lynx, catamount 0.0017019814 |
| 33 | // 284:Persian cat 0.0011340436 |
| 34 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 35 | { "shark.jpg", 3 }, |
surmeh01 | c3b012e | 2018-09-12 16:00:26 +0100 | [diff] [blame] | 36 | // Top five predictions in tensorflow: |
| 37 | // ----------------------------------- |
| 38 | // 3:great white shark, white shark, ... 0.98808634 |
| 39 | // 148:grey whale, gray whale, ... 0.00070245547 |
| 40 | // 234:Bouvier des Flandres, ... 0.00024639888 |
| 41 | // 149:killer whale, killer, ... 0.00014115588 |
| 42 | // 95:hummingbird 0.00011129203 |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 43 | }; |
| 44 | |
| 45 | armnn::TensorShape inputTensorShape({ 1, 299, 299, 3 }); |
| 46 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 47 | using DataType = float; |
| 48 | using DatabaseType = ImagePreprocessor<float>; |
| 49 | using ParserType = armnnTfParser::ITfParser; |
| 50 | using ModelType = InferenceModel<ParserType, DataType>; |
| 51 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 52 | // Coverity fix: InferenceTestMain() may throw uncaught exceptions. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 53 | retVal = armnn::test::ClassifierInferenceTestMain<DatabaseType, ParserType>( |
surmeh01 | e82ef3f | 2018-09-13 10:23:42 +0100 | [diff] [blame] | 54 | argc, argv, "inception_v3_2016_08_28_frozen.pb", true, |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 55 | "input", "InceptionV3/Predictions/Reshape_1", { 0, 1, 2, }, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 56 | [&imageSet](const char* dataDir, const ModelType&) { |
| 57 | return DatabaseType(dataDir, 299, 299, imageSet); |
| 58 | }, |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 59 | &inputTensorShape); |
| 60 | } |
| 61 | catch (const std::exception& e) |
| 62 | { |
| 63 | // Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an |
| 64 | // exception of type std::length_error. |
| 65 | // Using stderr instead in this context as there is no point in nesting try-catch blocks here. |
| 66 | std::cerr << "WARNING: TfInceptionV3-Armnn: An error has occurred when running " |
| 67 | "the classifier inference tests: " << e.what() << std::endl; |
| 68 | } |
| 69 | return retVal; |
surmeh01 | bceff2f | 2018-03-29 16:29:27 +0100 | [diff] [blame] | 70 | } |