| 42 | } |
| 43 | |
| 44 | void Test(std::function<TTestCase(bool)>&& generateTestCase) { |
| 45 | for (auto quantizationOptions : { |
| 46 | TQuantizationOptions{true, false}, |
| 47 | TQuantizationOptions{false, true}, |
| 48 | TQuantizationOptions{true, true} |
| 49 | }) |
| 50 | { |
| 51 | quantizationOptions.MaxSubsetSizeForBuildBordersAlgorithms = 7; |
| 52 | |
| 53 | TVector<bool> bundleExclusiveFeaturesVariants = {false}; |
| 54 | |
| 55 | TVector<bool> packBinaryFeaturesVariants = {false, true}; |
| 56 | |
| 57 | for (auto packBinaryFeatures : packBinaryFeaturesVariants) { |
| 58 | quantizationOptions.PackBinaryFeaturesForCpu = packBinaryFeatures; |
| 59 | |
| 60 | for (auto bundleExclusiveFeatures : bundleExclusiveFeaturesVariants) { |
| 61 | quantizationOptions.BundleExclusiveFeatures = bundleExclusiveFeatures; |
| 62 | |
| 63 | for (auto clearSrcData : {false, true}) { |
| 64 | TTestCase testCase = generateTestCase(packBinaryFeatures); |
| 65 | |
| 66 | TRestorableFastRng64 rand(0); |
| 67 | |
| 68 | NPar::TLocalExecutor localExecutor; |
| 69 | //localExecutor.RunAdditionalThreads(3); |
| 70 | |
| 71 | TRawDataProviderPtr rawDataProvider = MakeDataProvider<TRawObjectsDataProvider>( |
| 72 | Nothing(), |
| 73 | std::move(testCase.SrcData), |
| 74 | false, |
| 75 | /*forceUnitAutoPairWeights*/ false, |
| 76 | &localExecutor |
| 77 | ); |
| 78 | |
| 79 | TDataProviderPtr quantizedDataProvider = Quantize( |
| 80 | quantizationOptions, |
| 81 | clearSrcData ? std::move(rawDataProvider) : rawDataProvider, |
| 82 | testCase.QuantizedFeaturesInfo, |
| 83 | &rand, |
| 84 | &localExecutor)->CastMoveTo<TObjectsDataProvider>(); |
| 85 | |
| 86 | Compare<TQuantizedObjectsDataProvider>( |
| 87 | std::move(quantizedDataProvider), |
| 88 | testCase.ExpectedData |
| 89 | ); |
| 90 | } |
| 91 | } |
| 92 | } |
| 93 | } |
| 94 | } |
| 95 | |
| 96 | |
| 97 | Y_UNIT_TEST(TestFloatFeatures) { |
no test coverage detected