{ "model_type": "wakeword", "creation_timestamp": "2025-10-01T13:37:43.215229+00:00", "last_modified": "2025-10-01T13:40:25.348344+00:00", "version": "1.0.0", "format_version": "1.0", "model_name": "mein_modell2", "description": "RepCNN wakeword detection model (standard)", "author": "Trixy ML Trainer", "organization": "", "license": "Private", "tags": [], "training_phase": "initial", "training_statistics": { "total_epochs": 94, "final_train_loss": 0.0010670656361374616, "final_train_accuracy": 0.0, "best_val_loss": 0.11929983347654342, "best_val_accuracy": 0.901060070671378, "best_epoch": 20, "training_duration_seconds": 148.7924840450287, "total_parameters": 2586371, "trainable_parameters": 2586371, "convergence_epoch": null, "early_stopping_triggered": false, "final_learning_rate": 0.0, "max_memory_usage_mb": null }, "hardware_info": { "hostname": "BPGamer", "platform_system": "Linux", "platform_release": "6.6.87.2-microsoft-standard-WSL2", "platform_version": "#1 SMP PREEMPT_DYNAMIC Thu Jun 5 18:30:46 UTC 2025", "cpu_count": 32, "python_version": "3.12.3", "pytorch_version": "2.8.0+cu128", "cuda_available": true, "cuda_version": "12.8", "gpu_count": 1, "gpu_names": [ "NVIDIA GeForce RTX 5070 Ti" ], "total_memory_gb": 31.203216552734375 }, "audio_config": { "sample_rate": 16000, "bit_depth": 16, "channels": 1, "audio_length_seconds": 1.5, "chunk_length_samples": 24000, "n_mels": 40, "n_fft": 512, "hop_length": 160, "win_length": 400, "f_min": 80.0, "f_max": 8000.0, "feature_type": "mel_spectrogram", "normalization": "db" }, "dataset_info": { "total_samples": 1415, "train_samples": 989, "val_samples": 283, "test_samples": 143, "num_classes": 0, "class_names": [], "class_distribution": {}, "data_source_paths": [], "augmentation_applied": false, "augmentation_config": {}, "preprocessing_steps": [] }, "architecture_info": { "architecture_name": "RepCNN", "architecture_type": "unknown", "input_shape": [], "output_shape": [], "total_parameters": 2586371, "trainable_parameters": 2586371, "model_size_mb": 9.88045883178711, "layer_count": 45, "activation_functions": [ "ReLU" ], "optimizer_config": {}, "loss_function": "unknown", "custom_components": [] }, "file_format": ".pth", "file_hash": "", "file_size_bytes": 0, "compression_used": false, "encryption_used": true, "model_specific": { "wakewords": [ "custom", "system_command", "negative" ], "wakeword_classes": { "0": "custom", "1": "system_command", "2": "negative" }, "detection_threshold": 0.5, "false_positive_rate": 0.0, "false_negative_rate": 0.0, "wake_word_durations": {}, "background_noise_types": [] }, "performance_metrics": { "training_loss_history": [ 0.3712581972281138, 0.3342237412929535, 0.32590550382932026, 0.3202109654744466, 0.315780371427536, 0.31229086418946583, 0.29598441322644553, 0.2660461187362671, 0.23939031660556792, 0.21038763125737509, 0.1823324292898178, 0.149972632030646, 0.13036175817251205, 0.1193004310131073, 0.08468457162380219, 0.0873701607187589, 0.0717081422607104, 0.06345484306414922, 0.03751360438764095, 0.026974588384230933, 0.019890455529093742, 0.015314009257902701, 0.010090688010677695, 0.005876331233109037, 0.006813412113115191, 0.006048360319497684, 0.0070908045551429195, 0.006011956805984179, 0.010114847403019666, 0.006554100336506963, 0.0047281144419685, 0.006163700010317067, 0.004454208347791185, 0.004075460048625246, 0.005791239770284544, 0.004338360927067697, 0.0026915255274313193, 0.001967910196011265, 0.002494118067746361, 0.0019068715948378668, 0.0016016985076324393, 0.0015060246150824241, 0.0013603218637096386, 0.0013725430527604962, 0.0013876590635239457, 0.0012014310996164568, 0.0014747197749481226, 0.0013497439009370281, 0.001308659271307988, 0.001131481175495234, 0.0010744130210999477, 0.00154700586826948, 0.0015528482384979726, 0.001596499764127657, 0.001236370835249545, 0.001360423571895808, 0.0013172097952823, 0.0014337865499934803, 0.0012656439568672795, 0.0012317505005436638, 0.0014416059542175692, 0.0012169258996436838, 0.0012501251253221805, 0.0012882224945011936, 0.0010757792007401199, 0.0013204024487398177, 0.00160537268287347, 0.0013287409742285187, 0.001372510009969119, 0.0012857997586252167, 0.0012925509647175204, 0.0010323390237317654, 0.0013824731494726924, 0.0013090677064610645, 0.0011727138587351268, 0.001124386489148795, 0.001204655571928015, 0.0012010467968745313, 0.0012463921434876586, 0.001333249052792477, 0.001345294528133915, 0.0015315506570914295, 0.0013143518581879713, 0.0008683755205614337, 0.0013263012686365982, 0.0012966089551506835, 0.0013487084971226674, 0.0013193303238949738, 0.001211351657426955, 0.0008454084539456138, 0.0012648455331751999, 0.0015938972939087157, 0.0012593840349533517, 0.001268033302767435, 0.0010670656361374616 ], "validation_loss_history": [ 0.3291274279356003, 0.34816153943538664, 0.3164445847272873, 0.3129077047109604, 0.3140684448182583, 0.318881094455719, 0.2872569553554058, 0.33240775763988495, 0.2231938898563385, 0.27481432557106017, 0.2308078333735466, 0.14758998900651932, 0.1618029773235321, 0.15730137676000594, 0.21455351412296295, 0.17025731801986693, 0.30418669879436494, 0.1800152376294136, 0.15830142721533774, 0.17451766934245824, 0.11929983347654342, 0.1517303105443716, 0.13679915629327297, 0.1539814904332161, 0.16562112867832185, 0.23539315164089203, 0.2400115998927504, 0.3797026060521603, 0.15803543701767922, 0.17238576114177703, 0.22007207842543722, 0.135157410800457, 0.1506916070356965, 0.17222409471869468, 0.2014530763030052, 0.209741204965394, 0.1785196542739868, 0.15812432989478112, 0.16669191475957632, 0.16357055129483342, 0.16439343113452196, 0.1572199996560812, 0.16402864065021278, 0.16198787428438663, 0.1617680698633194, 0.15894550494849682, 0.157059470936656, 0.15865701474249364, 0.16099921874701978, 0.16870875395834445, 0.16320534497499467, 0.1633764386177063, 0.16600426845252514, 0.16251499429345131, 0.15668209046125411, 0.16458526402711868, 0.16521008871495724, 0.161580952629447, 0.16138069927692414, 0.16601471230387688, 0.16766562983393668, 0.16587464287877082, 0.16511856243014336, 0.16619839668273925, 0.17100978046655654, 0.17017389982938766, 0.17254441939294338, 0.1645912542939186, 0.15766143947839736, 0.22614392954856158, 0.16855526864528655, 0.16170360520482063, 0.1955087199807167, 0.18566118739545345, 0.16306264214217664, 0.16010812856256962, 0.1629091441631317, 0.16980833262205125, 0.17370945028960705, 0.17596920877695083, 0.17544269151985645, 0.17251541651785374, 0.1668441340327263, 0.16878794841468334, 0.17413136586546898, 0.17586620822548865, 0.17305694483220577, 0.17301105335354805, 0.17562429718673228, 0.1700565844774246, 0.17546146735548973, 0.1746584840118885, 0.1706388361752033, 0.1763998255133629, 0.17056205347180367 ], "training_accuracy_history": [ 0.6385416666666667, 0.6166666666666667, 0.6385416666666667, 0.6395833333333333, 0.63125, 0.6427083333333333, 0.6625, 0.703125, 0.7270833333333333, 0.7791666666666667, 0.7947916666666667, 0.8125, 0.85625, 0.8583333333333333, 0.9020833333333333, 0.896875, 0.9302083333333333, 0.9208333333333333, 0.9645833333333333, 0.9697916666666667, 0.984375, 0.9895833333333334, 0.9916666666666667, 0.9947916666666666, 0.99375, 0.9947916666666666, 0.99375, 0.9947916666666666, 0.9885416666666667, 0.9916666666666667, 0.996875, 0.9927083333333333, 0.9979166666666667, 0.99375, 0.9927083333333333, 0.9958333333333333, 0.996875, 0.9947916666666666, 0.996875, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.996875, 0.9979166666666667, 0.9979166666666667, 0.996875, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9989583333333333, 0.9979166666666667, 0.9958333333333333, 0.9947916666666666, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.996875, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9989583333333333, 0.9979166666666667, 0.9979166666666667, 0.9989583333333333, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9958333333333333, 0.996875, 0.996875, 0.9989583333333333, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667, 0.9989583333333333, 0.9979166666666667, 0.9958333333333333, 0.9979166666666667, 0.9979166666666667, 0.9979166666666667 ], "validation_accuracy_history": [ 0.6113074204946997, 0.6113074204946997, 0.6466431095406361, 0.6537102473498233, 0.6113074204946997, 0.6466431095406361, 0.7067137809187279, 0.6113074204946997, 0.784452296819788, 0.696113074204947, 0.7102473498233216, 0.8551236749116607, 0.8127208480565371, 0.823321554770318, 0.784452296819788, 0.8515901060070671, 0.6678445229681979, 0.8162544169611308, 0.8763250883392226, 0.8409893992932862, 0.8939929328621908, 0.8657243816254417, 0.8692579505300353, 0.8692579505300353, 0.8869257950530035, 0.7915194346289752, 0.8445229681978799, 0.7243816254416962, 0.8869257950530035, 0.8692579505300353, 0.8763250883392226, 0.8975265017667845, 0.901060070671378, 0.8833922261484098, 0.8763250883392226, 0.8657243816254417, 0.8939929328621908, 0.8939929328621908, 0.8763250883392226, 0.8939929328621908, 0.8869257950530035, 0.8939929328621908, 0.8939929328621908, 0.8904593639575972, 0.8869257950530035, 0.8975265017667845, 0.8975265017667845, 0.8939929328621908, 0.8939929328621908, 0.8939929328621908, 0.8975265017667845, 0.8975265017667845, 0.8975265017667845, 0.8975265017667845, 0.8904593639575972, 0.8939929328621908, 0.8904593639575972, 0.8869257950530035, 0.8939929328621908, 0.8869257950530035, 0.8833922261484098, 0.8869257950530035, 0.8939929328621908, 0.8904593639575972, 0.8904593639575972, 0.8975265017667845, 0.8975265017667845, 0.8939929328621908, 0.8904593639575972, 0.8763250883392226, 0.8763250883392226, 0.8904593639575972, 0.8939929328621908, 0.8975265017667845, 0.8798586572438163, 0.8869257950530035, 0.8939929328621908, 0.8869257950530035, 0.8939929328621908, 0.8975265017667845, 0.8939929328621908, 0.8904593639575972, 0.8939929328621908, 0.8939929328621908, 0.8975265017667845, 0.8975265017667845, 0.8975265017667845, 0.8975265017667845, 0.8975265017667845, 0.8975265017667845, 0.901060070671378, 0.8975265017667845, 0.8939929328621908, 0.8904593639575972, 0.8939929328621908 ], "learning_rate_history": [ 0.0009999901304280686, 0.0009999605221019082, 0.0009999111761904045, 0.00099984209464165, 0.0009997532801828658, 0.0009996447363202945, 0.0009995164673390624, 0.0009993684783030088, 0.0009992007750544876, 0.0009990133642141358, 0.0009988062531806126, 0.000998579450130307, 0.0009983329640170149, 0.0009980668045715864, 0.0009977809823015402, 0.0009974755084906502, 0.0009971503951984996, 0.0009968056552600044, 0.000996441302284907, 0.0009960573506572392, 0.0009956538155347534, 0.0009952307128483257, 0.0009947880593013255, 0.000994325872368957, 0.0009938441702975688, 0.000993342972103934, 0.000992822297574499, 0.0009922821672646027, 0.0009917226024976648, 0.0009911436253643444, 0.000990545258721667, 0.0009899275261921233, 0.000989290452162736, 0.0009886340617840967, 0.0009879583809693736, 0.0009872634363932884, 0.0009865492554910632, 0.0009858158664573368, 0.0009850632982450526, 0.0009842915805643151, 0.000983500743881217, 0.0009826908194166364, 0.0009818618391450045, 0.0009810138357930424, 0.000980146842838471, 0.0009792608945086874, 0.0009783560257794147, 0.000977432272373321, 0.0009764896707586089, 0.0009755282581475763, 0.0009745480724951467, 0.0009735491524973714, 0.0009725315375899016, 0.0009714952679464315, 0.000970440384477112, 0.0009693669288269363, 0.0009682749433740955, 0.0009671644712283052, 0.0009660355562291046, 0.0009648882429441249, 0.0009637225766673299, 0.0009625386034172282, 0.0009613363699350566, 0.0009601159236829344, 0.0009588773128419897, 0.0009576205863104579, 0.0009563457937017506, 0.000955052985342497, 0.0009537422122705576, 0.0009524135262330089, 0.0009510669796841005, 0.0009497026257831847, 0.0009483205183926171, 0.0009469207120756311, 0.000945503262094183, 0.0009440682244067714, 0.0009426156556662268, 0.0009411456132174758, 0.0009396581550952772, 0.0009381533400219309, 0.0009366312274049592, 0.0009350918773347619, 0.0009335353505822441, 0.0009319617085964167, 0.000930371013501971, 0.0009287633280968253, 0.0009271387158496467, 0.0009254972408973451, 0.0009238389680425407, 0.0009221639627510066, 0.0009204722911490836, 0.0009187640200210698, 0.0009170392168065845, 0.0009152979495979053, 0.0009135402871372799 ], "epoch_times": [ 2.3973608016967773, 1.5233817100524902, 1.4911773204803467, 1.5089824199676514, 1.503993034362793, 1.4862372875213623, 1.5444090366363525, 1.479874849319458, 1.487287998199463, 1.4786572456359863, 1.549631118774414, 1.5590853691101074, 1.5137302875518799, 1.4888637065887451, 1.5686850547790527, 1.6306860446929932, 2.694648027420044, 1.4959754943847656, 1.71077299118042, 1.5620934963226318, 1.4892826080322266, 1.5558688640594482, 1.4781062602996826, 1.4314794540405273, 1.4537134170532227, 1.5255382061004639, 1.5494177341461182, 1.5997307300567627, 1.4685757160186768, 1.455092430114746, 1.497739553451538, 1.5911672115325928, 1.562638521194458, 1.516953468322754, 1.4910619258880615, 1.4868168830871582, 1.5397753715515137, 2.663832187652588, 1.5054357051849365, 1.459380865097046, 1.4677722454071045, 1.5298898220062256, 1.5477852821350098, 1.4929442405700684, 1.417088270187378, 1.4256031513214111, 1.5283846855163574, 1.5513989925384521, 1.548208236694336, 1.4316613674163818, 1.4324183464050293, 1.5008418560028076, 1.536381483078003, 1.5514185428619385, 1.5256335735321045, 1.469247579574585, 1.4871070384979248, 1.559175968170166, 1.5569634437561035, 2.61576247215271, 1.4874215126037598, 1.4694621562957764, 1.4911422729492188, 1.5534391403198242, 1.5375480651855469, 1.4555456638336182, 1.4422590732574463, 1.5404574871063232, 1.538475513458252, 1.540689468383789, 1.4467284679412842, 1.4359488487243652, 1.4832127094268799, 1.5625131130218506, 1.5806195735931396, 1.4879136085510254, 1.4442195892333984, 1.443127155303955, 1.4876015186309814, 1.4953536987304688, 2.8162145614624023, 1.5025579929351807, 1.5132126808166504, 1.4933969974517822, 1.5161476135253906, 1.506791591644287, 1.4735395908355713, 1.4116699695587158, 1.414374589920044, 1.5061933994293213, 1.492668628692627, 1.5314149856567383, 1.5248913764953613, 1.48848557472229, 1.5044188499450684 ] }, "benchmark_results": {}, "validation_results": {}, "test_results": { "validation_loss": 0.7183151423931122, "validation_time": 0.4365673065185547, "num_samples": 283, "metrics": { "accuracy": 0.13427561837455831, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 72, "precision_Class_1": 0.13427561837455831, "recall_Class_1": 1.0, "f1_Class_1": 0.2367601246105919, "support_Class_1": 38, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 173, "precision_macro": 0.04475853945818611, "recall_macro": 0.3333333333333333, "f1_macro": 0.07892004153686397, "precision_weighted": 0.018029941689870023, "recall_weighted": 0.13427561837455831, "f1_weighted": 0.03179111213852471, "confusion_matrix": [ [ 0, 72, 0 ], [ 0, 38, 0 ], [ 0, 173, 0 ] ], "auc_roc_ovr": 0.3374660565425811, "auc_roc_ovo": 0.35195643049499153, "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 72.0 }, "Class_1": { "precision": 0.13427561837455831, "recall": 1.0, "f1-score": 0.2367601246105919, "support": 38.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 173.0 }, "accuracy": 0.13427561837455831, "macro avg": { "precision": 0.04475853945818611, "recall": 0.3333333333333333, "f1-score": 0.07892004153686397, "support": 283.0 }, "weighted avg": { "precision": 0.018029941689870023, "recall": 0.13427561837455831, "f1-score": 0.03179111213852471, "support": 283.0 } }, "intra_class_similarity_mean": 0.9960451722145081, "intra_class_similarity_std": 0.00403683353215456, "inter_class_similarity_mean": 0.9955334663391113, "inter_class_similarity_std": 0.00449986569583416, "class_separation": 0.0005117058753967285, "eer": 1.0, "eer_threshold": 0.0 }, "predictions": [ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ], "targets": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2 ], "probabilities": [ [ 0.26378169655799866, 0.4948451519012451, 0.2413731813430786 ], [ 0.2597719728946686, 0.4915142059326172, 0.24871376156806946 ], [ 0.2572769224643707, 0.48541060090065, 0.2573123872280121 ], [ 0.2689773738384247, 0.48552438616752625, 0.24549822509288788 ], [ 0.2618688642978668, 0.48936912417411804, 0.24876199662685394 ], [ 0.26263755559921265, 0.4827612340450287, 0.25460121035575867 ], [ 0.27078720927238464, 0.47540581226348877, 0.2538069188594818 ], [ 0.2573886513710022, 0.4904750883579254, 0.2521362900733948 ], [ 0.26967811584472656, 0.4686349034309387, 0.2616870105266571 ], [ 0.265425443649292, 0.4835914671421051, 0.2509830892086029 ], [ 0.2643943130970001, 0.4882180392742157, 0.24738766252994537 ], [ 0.26142215728759766, 0.49202829599380493, 0.24654951691627502 ], [ 0.26545584201812744, 0.4894888401031494, 0.24505528807640076 ], [ 0.27168896794319153, 0.4703938066959381, 0.2579171657562256 ], [ 0.2680344879627228, 0.4737197756767273, 0.2582457661628723 ], [ 0.25869446992874146, 0.4888080954551697, 0.25249743461608887 ], [ 0.26071494817733765, 0.4895656108856201, 0.24971939623355865 ], [ 0.26501041650772095, 0.49302011728286743, 0.24196943640708923 ], [ 0.26591190695762634, 0.4772942066192627, 0.25679388642311096 ], [ 0.26204779744148254, 0.4870642423629761, 0.250887930393219 ], [ 0.2553892433643341, 0.49251696467399597, 0.2520937919616699 ], [ 0.26082295179367065, 0.48556482791900635, 0.2536122798919678 ], [ 0.2689482569694519, 0.4741143584251404, 0.2569373548030853 ], [ 0.2731628119945526, 0.4671652615070343, 0.2596719563007355 ], [ 0.2782571613788605, 0.45616570115089417, 0.265577107667923 ], [ 0.25703200697898865, 0.49324139952659607, 0.24972651898860931 ], [ 0.2792070806026459, 0.4592638313770294, 0.2615290582180023 ], [ 0.26623815298080444, 0.475988507270813, 0.25777333974838257 ], [ 0.26293042302131653, 0.486819326877594, 0.25025030970573425 ], [ 0.2565838694572449, 0.49522140622138977, 0.24819470942020416 ], [ 0.28250789642333984, 0.4563349783420563, 0.26115715503692627 ], [ 0.25830382108688354, 0.49065983295440674, 0.2510363459587097 ], [ 0.27217599749565125, 0.4590441584587097, 0.26877984404563904 ], [ 0.26598212122917175, 0.5054824948310852, 0.22853538393974304 ], [ 0.26271799206733704, 0.4940319359302521, 0.2432500571012497 ], [ 0.25981512665748596, 0.482341468334198, 0.25784337520599365 ], [ 0.2614932656288147, 0.48502442240715027, 0.2534823715686798 ], [ 0.26463842391967773, 0.48165401816368103, 0.25370752811431885 ], [ 0.25570693612098694, 0.4926699697971344, 0.25162312388420105 ], [ 0.2620331346988678, 0.4845897853374481, 0.2533770799636841 ], [ 0.2712179124355316, 0.46262678503990173, 0.2661552429199219 ], [ 0.2573585510253906, 0.4907333254814148, 0.2519081234931946 ], [ 0.27149698138237, 0.4719278812408447, 0.2565751373767853 ], [ 0.27089056372642517, 0.46680334210395813, 0.2623061537742615 ], [ 0.27238357067108154, 0.4771067500114441, 0.250509649515152 ], [ 0.25821441411972046, 0.4898906946182251, 0.25189483165740967 ], [ 0.2575710117816925, 0.4918721616268158, 0.2505568563938141 ], [ 0.26595088839530945, 0.47699034214019775, 0.2570587992668152 ], [ 0.2563515901565552, 0.4912757873535156, 0.2523725628852844 ], [ 0.26200535893440247, 0.48469793796539307, 0.25329670310020447 ], [ 0.259110689163208, 0.48871129751205444, 0.25217804312705994 ], [ 0.2633714973926544, 0.4814513623714447, 0.25517719984054565 ], [ 0.2763628661632538, 0.45975324511528015, 0.2638838589191437 ], [ 0.2676157057285309, 0.4755809009075165, 0.25680336356163025 ], [ 0.2582278251647949, 0.488240122795105, 0.2535320222377777 ], [ 0.26997673511505127, 0.47180113196372986, 0.25822213292121887 ], [ 0.26875999569892883, 0.47478771209716797, 0.2564522624015808 ], [ 0.26703450083732605, 0.4847593903541565, 0.24820609390735626 ], [ 0.2675831913948059, 0.4790405333042145, 0.2533762454986572 ], [ 0.26484423875808716, 0.4707363247871399, 0.2644193768501282 ], [ 0.26398715376853943, 0.4999687075614929, 0.23604412376880646 ], [ 0.2670154571533203, 0.48436763882637024, 0.24861694872379303 ], [ 0.25826898217201233, 0.49177491664886475, 0.24995605647563934 ], [ 0.2852296233177185, 0.4585736393928528, 0.25619667768478394 ], [ 0.258920282125473, 0.4883047044277191, 0.25277507305145264 ], [ 0.25736844539642334, 0.49051231145858765, 0.252119243144989 ], [ 0.26583996415138245, 0.5026752352714539, 0.23148484528064728 ], [ 0.27614784240722656, 0.47211185097694397, 0.25174033641815186 ], [ 0.2654113173484802, 0.5012249946594238, 0.23336370289325714 ], [ 0.25669804215431213, 0.4914531111717224, 0.25184884667396545 ], [ 0.26123109459877014, 0.4920278787612915, 0.24674105644226074 ], [ 0.2635180354118347, 0.5118021368980408, 0.22467981278896332 ], [ 0.27106812596321106, 0.46984562277793884, 0.2590862810611725 ], [ 0.2734253704547882, 0.46262478828430176, 0.26394984126091003 ], [ 0.26966872811317444, 0.46796929836273193, 0.262362003326416 ], [ 0.2596326768398285, 0.49029040336608887, 0.25007694959640503 ], [ 0.2763848602771759, 0.4644748568534851, 0.2591402530670166 ], [ 0.26387447118759155, 0.48803040385246277, 0.2480950802564621 ], [ 0.27854815125465393, 0.45711275935173035, 0.2643390893936157 ], [ 0.28685393929481506, 0.4410839080810547, 0.27206215262413025 ], [ 0.2573487460613251, 0.4927464425563812, 0.2499048113822937 ], [ 0.2624478042125702, 0.48635274171829224, 0.25119954347610474 ], [ 0.2681894898414612, 0.47303009033203125, 0.25878044962882996 ], [ 0.26465103030204773, 0.49228909611701965, 0.243059903383255 ], [ 0.26140353083610535, 0.48698845505714417, 0.2516080439090729 ], [ 0.27144375443458557, 0.49135297536849976, 0.23720324039459229 ], [ 0.26296553015708923, 0.49757009744644165, 0.2394644021987915 ], [ 0.25712278485298157, 0.4935651123523712, 0.2493121325969696 ], [ 0.26652979850769043, 0.4922057092189789, 0.2412644475698471 ], [ 0.2700376510620117, 0.4643547832965851, 0.2656075060367584 ], [ 0.2688497304916382, 0.4666457176208496, 0.2645045220851898 ], [ 0.2611611783504486, 0.4903285801410675, 0.2485102117061615 ], [ 0.25829118490219116, 0.4878886938095093, 0.25382018089294434 ], [ 0.26154249906539917, 0.48754775524139404, 0.25090980529785156 ], [ 0.27045589685440063, 0.4695446193218231, 0.25999945402145386 ], [ 0.2669876217842102, 0.4742473065853119, 0.25876498222351074 ], [ 0.2781559228897095, 0.4574403464794159, 0.264403760433197 ], [ 0.26473280787467957, 0.4946274161338806, 0.24063970148563385 ], [ 0.27634620666503906, 0.45997124910354614, 0.2636825144290924 ], [ 0.2579871714115143, 0.49160510301589966, 0.25040769577026367 ], [ 0.2587699294090271, 0.48767903447151184, 0.25355109572410583 ], [ 0.2582254409790039, 0.4955754578113556, 0.2461990863084793 ], [ 0.26986435055732727, 0.4724223017692566, 0.25771334767341614 ], [ 0.2789592742919922, 0.4560183584690094, 0.2650223672389984 ], [ 0.2606169581413269, 0.4866025149822235, 0.2527805268764496 ], [ 0.2640111446380615, 0.4953792095184326, 0.24060966074466705 ], [ 0.2640824615955353, 0.4954056143760681, 0.24051201343536377 ], [ 0.2639096677303314, 0.4941117465496063, 0.24197864532470703 ], [ 0.25958961248397827, 0.49311667680740356, 0.24729366600513458 ], [ 0.26698753237724304, 0.47227296233177185, 0.2607395052909851 ], [ 0.2659629285335541, 0.49893131852149963, 0.2351057529449463 ], [ 0.265018492937088, 0.4993705451488495, 0.23561102151870728 ], [ 0.2653740644454956, 0.50153648853302, 0.233089417219162 ], [ 0.2657981216907501, 0.4974399209022522, 0.23676201701164246 ], [ 0.26596561074256897, 0.5017416477203369, 0.23229274153709412 ], [ 0.26425355672836304, 0.4764607548713684, 0.25928571820259094 ], [ 0.2709636688232422, 0.4971366226673126, 0.23189963400363922 ], [ 0.2674328684806824, 0.48093903064727783, 0.25162816047668457 ], [ 0.2596820592880249, 0.49577775597572327, 0.24454019963741302 ], [ 0.2652026116847992, 0.4776196777820587, 0.2571777403354645 ], [ 0.262648344039917, 0.5006135106086731, 0.23673813045024872 ], [ 0.274915874004364, 0.4610024392604828, 0.2640816867351532 ], [ 0.26994597911834717, 0.49711254239082336, 0.23294150829315186 ], [ 0.26222267746925354, 0.4921218156814575, 0.24565547704696655 ], [ 0.2759972810745239, 0.46866774559020996, 0.2553349733352661 ], [ 0.2635006606578827, 0.49024009704589844, 0.24625930190086365 ], [ 0.26800107955932617, 0.49892714619636536, 0.23307180404663086 ], [ 0.2613588571548462, 0.5080662369728088, 0.23057492077350616 ], [ 0.2690945267677307, 0.47086185216903687, 0.2600436508655548 ], [ 0.2681240141391754, 0.49966150522232056, 0.23221451044082642 ], [ 0.26458293199539185, 0.4865855276584625, 0.24883151054382324 ], [ 0.266436368227005, 0.4980922043323517, 0.23547136783599854 ], [ 0.26303964853286743, 0.4806388020515442, 0.25632160902023315 ], [ 0.26489466428756714, 0.4839283227920532, 0.251177042722702 ], [ 0.2618263363838196, 0.48090264201164246, 0.2572709918022156 ], [ 0.2638579308986664, 0.4882756471633911, 0.24786639213562012 ], [ 0.2647974193096161, 0.48888781666755676, 0.24631477892398834 ], [ 0.26310405135154724, 0.5055026412010193, 0.23139327764511108 ], [ 0.2659326195716858, 0.4913879334926605, 0.2426794320344925 ], [ 0.26549723744392395, 0.49725663661956787, 0.23724618554115295 ], [ 0.27166807651519775, 0.48350396752357483, 0.24482795596122742 ], [ 0.2702019214630127, 0.4697669744491577, 0.2600310742855072 ], [ 0.2577150762081146, 0.49135488271713257, 0.2509300410747528 ], [ 0.26214149594306946, 0.5009613633155823, 0.23689712584018707 ], [ 0.2691740393638611, 0.4956934154033661, 0.23513254523277283 ], [ 0.26333460211753845, 0.4982220232486725, 0.23844343423843384 ], [ 0.2608487606048584, 0.5116605758666992, 0.2274906486272812 ], [ 0.2658911347389221, 0.48045188188552856, 0.2536569833755493 ], [ 0.2663593292236328, 0.50249183177948, 0.231148824095726 ], [ 0.2672879695892334, 0.48089757561683655, 0.25181445479393005 ], [ 0.2662883996963501, 0.4986937940120697, 0.2350178360939026 ], [ 0.2657853960990906, 0.4980829954147339, 0.23613162338733673 ], [ 0.2664678692817688, 0.49995315074920654, 0.23357893526554108 ], [ 0.26515042781829834, 0.49569982290267944, 0.23914974927902222 ], [ 0.26305243372917175, 0.49697351455688477, 0.2399740368127823 ], [ 0.2607244849205017, 0.4923610985279083, 0.24691440165042877 ], [ 0.26099202036857605, 0.4845621883869171, 0.25444573163986206 ], [ 0.2642607092857361, 0.49842071533203125, 0.23731866478919983 ], [ 0.27516430616378784, 0.47298017144203186, 0.2518555819988251 ], [ 0.266123503446579, 0.49410584568977356, 0.23977063596248627 ], [ 0.26386404037475586, 0.49422550201416016, 0.24191045761108398 ], [ 0.26186710596084595, 0.4995032250881195, 0.23862965404987335 ], [ 0.263101726770401, 0.5088292956352234, 0.2280689924955368 ], [ 0.2585914433002472, 0.5090664625167847, 0.23234204947948456 ], [ 0.27383315563201904, 0.4747675359249115, 0.25139930844306946 ], [ 0.2638143002986908, 0.49912890791893005, 0.23705677688121796 ], [ 0.2630397081375122, 0.4895302951335907, 0.2474299818277359 ], [ 0.2716045677661896, 0.4683646261692047, 0.2600308060646057 ], [ 0.31141552329063416, 0.38850170373916626, 0.300082802772522 ], [ 0.26769474148750305, 0.49712684750556946, 0.2351783663034439 ], [ 0.2652944028377533, 0.5050656199455261, 0.22963997721672058 ], [ 0.26737451553344727, 0.49786582589149475, 0.23475968837738037 ], [ 0.26517537236213684, 0.4938091039657593, 0.2410154491662979 ], [ 0.2693014144897461, 0.503767192363739, 0.22693143784999847 ], [ 0.2634860575199127, 0.49680235981941223, 0.23971158266067505 ], [ 0.26536428928375244, 0.49899256229400635, 0.2356431931257248 ], [ 0.2904083728790283, 0.4383469521999359, 0.27124470472335815 ], [ 0.26468920707702637, 0.4979380667209625, 0.2373727411031723 ], [ 0.2649855613708496, 0.49172186851501465, 0.24329257011413574 ], [ 0.2631325125694275, 0.5055278539657593, 0.23133961856365204 ], [ 0.2598416805267334, 0.509870707988739, 0.2302876114845276 ], [ 0.27295076847076416, 0.4633517861366272, 0.2636975049972534 ], [ 0.25707635283470154, 0.4917657971382141, 0.2511577904224396 ], [ 0.26236632466316223, 0.4889219105243683, 0.24871180951595306 ], [ 0.26128318905830383, 0.49236252903938293, 0.24635423719882965 ], [ 0.2713295817375183, 0.4666386544704437, 0.26203182339668274 ], [ 0.26157131791114807, 0.49827030301094055, 0.24015839397907257 ], [ 0.2680545747280121, 0.4785217046737671, 0.25342366099357605 ], [ 0.263088583946228, 0.49660223722457886, 0.24030916392803192 ], [ 0.26607730984687805, 0.4989796280860901, 0.23494304716587067 ], [ 0.264016717672348, 0.48819059133529663, 0.24779273569583893 ], [ 0.2675474286079407, 0.49402105808258057, 0.23843148350715637 ], [ 0.26570188999176025, 0.48959892988204956, 0.24469922482967377 ], [ 0.2660980224609375, 0.4979240298271179, 0.23597800731658936 ], [ 0.26706352829933167, 0.4864121675491333, 0.24652430415153503 ], [ 0.2665886878967285, 0.4887083172798157, 0.24470292031764984 ], [ 0.2649840712547302, 0.49176061153411865, 0.2432553619146347 ], [ 0.2880231738090515, 0.4406386911869049, 0.2713381052017212 ], [ 0.2627614140510559, 0.5018942356109619, 0.2353443205356598 ], [ 0.26218265295028687, 0.5112866759300232, 0.22653065621852875 ], [ 0.26407191157341003, 0.5051990151405334, 0.23072905838489532 ], [ 0.2737196981906891, 0.46314918994903564, 0.26313111186027527 ], [ 0.2648954689502716, 0.505029559135437, 0.23007498681545258 ], [ 0.2637994885444641, 0.4779782295227051, 0.25822222232818604 ], [ 0.26327717304229736, 0.5063818693161011, 0.23034097254276276 ], [ 0.2677401006221771, 0.49958449602127075, 0.2326754331588745 ], [ 0.27003782987594604, 0.4916228652000427, 0.2383393496274948 ], [ 0.26571592688560486, 0.4767899513244629, 0.25749415159225464 ], [ 0.26169922947883606, 0.5029582381248474, 0.23534250259399414 ], [ 0.26901137828826904, 0.47154754400253296, 0.2594410479068756 ], [ 0.2640586793422699, 0.4915614426136017, 0.2443798929452896 ], [ 0.261364221572876, 0.49596118927001953, 0.2426745444536209 ], [ 0.2657190263271332, 0.49835771322250366, 0.23592326045036316 ], [ 0.2727929651737213, 0.47807642817497253, 0.24913068115711212 ], [ 0.26392003893852234, 0.5024784803390503, 0.23360148072242737 ], [ 0.2882295548915863, 0.4508384168148041, 0.26093199849128723 ], [ 0.26959967613220215, 0.4882473647594452, 0.24215301871299744 ], [ 0.26265403628349304, 0.49857741594314575, 0.2387685924768448 ], [ 0.26012223958969116, 0.5113822221755981, 0.2284955531358719 ], [ 0.2618471086025238, 0.4937022924423218, 0.24445058405399323 ], [ 0.2654992938041687, 0.49910515546798706, 0.23539555072784424 ], [ 0.2705202102661133, 0.4695005714893341, 0.2599792182445526 ], [ 0.26706987619400024, 0.4888845682144165, 0.24404557049274445 ], [ 0.25459176301956177, 0.49515074491500854, 0.2502574622631073 ], [ 0.2580134868621826, 0.48860710859298706, 0.25337934494018555 ], [ 0.264854371547699, 0.4996492266654968, 0.2354964166879654 ], [ 0.27659347653388977, 0.45903250575065613, 0.2643740475177765 ], [ 0.26730427145957947, 0.4722718596458435, 0.26042383909225464 ], [ 0.26838740706443787, 0.4746171236038208, 0.25699546933174133 ], [ 0.26373758912086487, 0.4984777569770813, 0.23778462409973145 ], [ 0.26465412974357605, 0.4975045323371887, 0.23784132301807404 ], [ 0.26640331745147705, 0.4764774739742279, 0.25711923837661743 ], [ 0.2582195997238159, 0.48847150802612305, 0.2533089220523834 ], [ 0.26972150802612305, 0.4736069142818451, 0.25667157769203186 ], [ 0.26270028948783875, 0.48681652545928955, 0.2504831850528717 ], [ 0.26568374037742615, 0.4922421872615814, 0.2420741617679596 ], [ 0.26679688692092896, 0.49473056197166443, 0.23847262561321259 ], [ 0.2647838592529297, 0.5037209391593933, 0.2314952164888382 ], [ 0.26148009300231934, 0.4949418008327484, 0.24357807636260986 ], [ 0.27138444781303406, 0.47037598490715027, 0.2582395374774933 ], [ 0.27077361941337585, 0.492900013923645, 0.23632632195949554 ], [ 0.26787838339805603, 0.4914984703063965, 0.24062316119670868 ], [ 0.26383960247039795, 0.5059162378311157, 0.23024415969848633 ], [ 0.2651820480823517, 0.5000778436660767, 0.23474015295505524 ], [ 0.264621376991272, 0.47667333483695984, 0.2587052583694458 ], [ 0.2771778404712677, 0.45717525482177734, 0.26564690470695496 ], [ 0.2636473774909973, 0.4943254590034485, 0.24202710390090942 ], [ 0.2680599093437195, 0.4933520555496216, 0.23858806490898132 ], [ 0.25713178515434265, 0.495186448097229, 0.24768179655075073 ], [ 0.26530563831329346, 0.49383771419525146, 0.24085664749145508 ], [ 0.2679969072341919, 0.49818456172943115, 0.23381853103637695 ], [ 0.2642267942428589, 0.5044577121734619, 0.2313154935836792 ], [ 0.2612784504890442, 0.5012822151184082, 0.2374393194913864 ], [ 0.2720484435558319, 0.47649505734443665, 0.25145649909973145 ], [ 0.2746206223964691, 0.46282318234443665, 0.2625562250614166 ], [ 0.2609817683696747, 0.48249077796936035, 0.25652751326560974 ], [ 0.26583966612815857, 0.49911120533943176, 0.2350490838289261 ], [ 0.27743831276893616, 0.4588219225406647, 0.26373985409736633 ], [ 0.26956209540367126, 0.46637120842933655, 0.2640667259693146 ], [ 0.26460763812065125, 0.5071075558662415, 0.22828476130962372 ], [ 0.2638445794582367, 0.5025988817214966, 0.23355653882026672 ], [ 0.2659156918525696, 0.49367037415504456, 0.24041391909122467 ], [ 0.27349424362182617, 0.46856406331062317, 0.25794169306755066 ], [ 0.26320213079452515, 0.5105735063552856, 0.2262244075536728 ], [ 0.26467496156692505, 0.4967818260192871, 0.23854325711727142 ], [ 0.2676398456096649, 0.47956886887550354, 0.25279131531715393 ], [ 0.262666255235672, 0.509223222732544, 0.22811050713062286 ], [ 0.2637774646282196, 0.49790677428245544, 0.23831576108932495 ], [ 0.25997570157051086, 0.49001243710517883, 0.2500118911266327 ], [ 0.26995253562927246, 0.48180198669433594, 0.24824552237987518 ], [ 0.2642759680747986, 0.5049718618392944, 0.23075219988822937 ], [ 0.2652055621147156, 0.49859917163848877, 0.23619523644447327 ], [ 0.2679162323474884, 0.4812210202217102, 0.2508626878261566 ], [ 0.2684822976589203, 0.4952399432659149, 0.23627768456935883 ], [ 0.2649422287940979, 0.49794816970825195, 0.23710963129997253 ], [ 0.2651507258415222, 0.49102452397346497, 0.24382470548152924 ], [ 0.2596917450428009, 0.5077255964279175, 0.23258259892463684 ], [ 0.26286980509757996, 0.5069637298583984, 0.2301664650440216 ], [ 0.26287633180618286, 0.5081875324249268, 0.22893615067005157 ], [ 0.2646990418434143, 0.4776306450366974, 0.2576703131198883 ], [ 0.2641565203666687, 0.49107638001441956, 0.24476709961891174 ], [ 0.2662995457649231, 0.5011040568351746, 0.23259639739990234 ], [ 0.2665804922580719, 0.5111191868782043, 0.22230029106140137 ] ], "standard_test": { "validation_loss": 0.7267700036366781, "validation_time": 0.47025108337402344, "num_samples": 143, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "auc_roc_ovr": 0.3549749065790557, "auc_roc_ovo": 0.37556612874217227, "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } }, "intra_class_similarity_mean": 0.996087372303009, "intra_class_similarity_std": 0.004027015995234251, "inter_class_similarity_mean": 0.9958434104919434, "inter_class_similarity_std": 0.004348136484622955, "class_separation": 0.00024396181106567383, "eer": 1.0, "eer_threshold": 0.0 }, "predictions": [ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 ], "targets": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2 ], "probabilities": [ [ 0.261184960603714, 0.4855104088783264, 0.253304660320282 ], [ 0.26502761244773865, 0.48785409331321716, 0.24711836874485016 ], [ 0.25821352005004883, 0.4888419508934021, 0.25294455885887146 ], [ 0.26847562193870544, 0.4840279519557953, 0.24749639630317688 ], [ 0.26119062304496765, 0.4895646572113037, 0.2492447793483734 ], [ 0.25792446732521057, 0.48690104484558105, 0.2551744878292084 ], [ 0.2545399069786072, 0.49605169892311096, 0.24940842390060425 ], [ 0.2672329246997833, 0.4720095098018646, 0.26075759530067444 ], [ 0.27588826417922974, 0.4695679545402527, 0.2545437812805176 ], [ 0.2702755928039551, 0.4702548384666443, 0.259469598531723 ], [ 0.26947078108787537, 0.47766730189323425, 0.2528618276119232 ], [ 0.27236494421958923, 0.46338117122650146, 0.2642538547515869 ], [ 0.26384732127189636, 0.492117702960968, 0.24403499066829681 ], [ 0.26074376702308655, 0.48340320587158203, 0.2558530867099762 ], [ 0.2635514736175537, 0.4993364214897156, 0.2371121644973755 ], [ 0.2793697714805603, 0.4600013792514801, 0.260628879070282 ], [ 0.2687304615974426, 0.4728254973888397, 0.25844407081604004 ], [ 0.2650108337402344, 0.506981611251831, 0.22800754010677338 ], [ 0.27055731415748596, 0.47412461042404175, 0.2553181052207947 ], [ 0.26973575353622437, 0.4751695394515991, 0.2550947070121765 ], [ 0.26710304617881775, 0.48145002126693726, 0.25144699215888977 ], [ 0.2723742723464966, 0.47737863659858704, 0.250247061252594 ], [ 0.26162436604499817, 0.4906712472438812, 0.24770431220531464 ], [ 0.26857271790504456, 0.4828528165817261, 0.24857451021671295 ], [ 0.27049124240875244, 0.4739808440208435, 0.25552791357040405 ], [ 0.2610608637332916, 0.49210599064826965, 0.2468331903219223 ], [ 0.26558998227119446, 0.484563946723938, 0.24984605610370636 ], [ 0.2584162950515747, 0.49431928992271423, 0.24726447463035583 ], [ 0.25656038522720337, 0.4907509982585907, 0.25268861651420593 ], [ 0.25652649998664856, 0.4931589961051941, 0.25031447410583496 ], [ 0.2569662928581238, 0.49172067642211914, 0.25131306052207947 ], [ 0.26626524329185486, 0.4882645010948181, 0.24547025561332703 ], [ 0.25839996337890625, 0.48575443029403687, 0.25584566593170166 ], [ 0.2654722034931183, 0.5001062750816345, 0.2344214767217636 ], [ 0.26393747329711914, 0.49040552973747253, 0.24565696716308594 ], [ 0.278157114982605, 0.4497531056404114, 0.27208977937698364 ], [ 0.26113638281822205, 0.486333429813385, 0.25253015756607056 ], [ 0.25509271025657654, 0.494528204202652, 0.2503790557384491 ], [ 0.25768232345581055, 0.4907529950141907, 0.2515646517276764 ], [ 0.2644014060497284, 0.48996326327323914, 0.24563533067703247 ], [ 0.25658878684043884, 0.4917580187320709, 0.2516532242298126 ], [ 0.2661421000957489, 0.4784094989299774, 0.25544843077659607 ], [ 0.272273987531662, 0.4712011218070984, 0.25652486085891724 ], [ 0.26034530997276306, 0.486104816198349, 0.25354981422424316 ], [ 0.2601625323295593, 0.49204105138778687, 0.2477964162826538 ], [ 0.2805248200893402, 0.45387014746665955, 0.26560503244400024 ], [ 0.2686176896095276, 0.4865526258945465, 0.2448296844959259 ], [ 0.26190024614334106, 0.49207592010498047, 0.24602381885051727 ], [ 0.27862921357154846, 0.4576135277748108, 0.26375722885131836 ], [ 0.2648402750492096, 0.483436644077301, 0.251723051071167 ], [ 0.25684425234794617, 0.49441447854042053, 0.2487412393093109 ], [ 0.26523271203041077, 0.4796966016292572, 0.2550707161426544 ], [ 0.26762428879737854, 0.4724019765853882, 0.25997382402420044 ], [ 0.2627633810043335, 0.4845157265663147, 0.2527208924293518 ], [ 0.2647069990634918, 0.48218438029289246, 0.2531086504459381 ], [ 0.2571265995502472, 0.4892635643482208, 0.25360989570617676 ], [ 0.2663002908229828, 0.48734143376350403, 0.24635827541351318 ], [ 0.26340848207473755, 0.49968579411506653, 0.2369057536125183 ], [ 0.26341256499290466, 0.47922176122665405, 0.25736570358276367 ], [ 0.26679688692092896, 0.5011491775512695, 0.2320539355278015 ], [ 0.2640385925769806, 0.4975512623786926, 0.23841015994548798 ], [ 0.25706249475479126, 0.49138399958610535, 0.251553475856781 ], [ 0.26380684971809387, 0.5037788152694702, 0.2324143946170807 ], [ 0.27741947770118713, 0.4646858870983124, 0.25789469480514526 ], [ 0.272723525762558, 0.46751105785369873, 0.2597653865814209 ], [ 0.26680609583854675, 0.49715644121170044, 0.23603740334510803 ], [ 0.2605472505092621, 0.5107880234718323, 0.22866474092006683 ], [ 0.26449471712112427, 0.49040287733078003, 0.24510237574577332 ], [ 0.2634216248989105, 0.5062246918678284, 0.2303536981344223 ], [ 0.2573058605194092, 0.4900277256965637, 0.2526664435863495 ], [ 0.26361083984375, 0.48846107721328735, 0.24792800843715668 ], [ 0.2669690251350403, 0.493459552526474, 0.23957140743732452 ], [ 0.26458585262298584, 0.4916524291038513, 0.24376168847084045 ], [ 0.2636070251464844, 0.5047328472137451, 0.2316601574420929 ], [ 0.26479360461235046, 0.49664634466171265, 0.2385600507259369 ], [ 0.26409250497817993, 0.49917179346084595, 0.2367357462644577 ], [ 0.2646801173686981, 0.4877946674823761, 0.24752521514892578 ], [ 0.2659223973751068, 0.4933943450450897, 0.24068324267864227 ], [ 0.2631888687610626, 0.5029144287109375, 0.23389671742916107 ], [ 0.2650880813598633, 0.4884413480758667, 0.2464705854654312 ], [ 0.27053481340408325, 0.48566949367523193, 0.2437957376241684 ], [ 0.2690788507461548, 0.49307289719581604, 0.2378482073545456 ], [ 0.2560591995716095, 0.4919504225254059, 0.25199034810066223 ], [ 0.2705286741256714, 0.46598443388938904, 0.2634868919849396 ], [ 0.26320552825927734, 0.5119261741638184, 0.2248682826757431 ], [ 0.267072856426239, 0.48259010910987854, 0.25033700466156006 ], [ 0.2632271647453308, 0.5095873475074768, 0.22718550264835358 ], [ 0.26186418533325195, 0.49134260416030884, 0.24679327011108398 ], [ 0.26875242590904236, 0.49779438972473145, 0.23345324397087097 ], [ 0.26529884338378906, 0.5020872950553894, 0.23261387646198273 ], [ 0.2641504406929016, 0.5029255151748657, 0.23292405903339386 ], [ 0.2656996250152588, 0.4966418743133545, 0.23765847086906433 ], [ 0.2702951729297638, 0.4644054174423218, 0.26529937982559204 ], [ 0.2607957124710083, 0.4978049099445343, 0.24139931797981262 ], [ 0.2626131772994995, 0.4935840964317322, 0.24380265176296234 ], [ 0.2630622088909149, 0.4934960603713989, 0.24344179034233093 ], [ 0.26722970604896545, 0.47454768419265747, 0.25822266936302185 ], [ 0.2621440589427948, 0.4918625056743622, 0.24599343538284302 ], [ 0.26442575454711914, 0.4920050799846649, 0.24356913566589355 ], [ 0.26070359349250793, 0.49127236008644104, 0.2480241060256958 ], [ 0.2659478783607483, 0.4728337526321411, 0.2612183094024658 ], [ 0.26263391971588135, 0.4970043897628784, 0.24036170542240143 ], [ 0.27313950657844543, 0.465713769197464, 0.2611466348171234 ], [ 0.2642384469509125, 0.5111084580421448, 0.22465308010578156 ], [ 0.26563170552253723, 0.4980522394180298, 0.23631611466407776 ], [ 0.2641066014766693, 0.5080733895301819, 0.22781997919082642 ], [ 0.2674694359302521, 0.4995659291744232, 0.2329646348953247 ], [ 0.26015999913215637, 0.5042216777801514, 0.23561836779117584 ], [ 0.27067387104034424, 0.46767735481262207, 0.2616487741470337 ], [ 0.2673896849155426, 0.5060433149337769, 0.22656702995300293 ], [ 0.26705485582351685, 0.49741557240486145, 0.2355296015739441 ], [ 0.2634315490722656, 0.49230554699897766, 0.24426288902759552 ], [ 0.26798489689826965, 0.46927541494369507, 0.2627396583557129 ], [ 0.26304322481155396, 0.5099937915802002, 0.22696296870708466 ], [ 0.2669427692890167, 0.49238675832748413, 0.24067053198814392 ], [ 0.2624886929988861, 0.5015621781349182, 0.23594912886619568 ], [ 0.2643607556819916, 0.4931698441505432, 0.24246934056282043 ], [ 0.264608770608902, 0.4988705515861511, 0.2365206927061081 ], [ 0.2675653398036957, 0.4921415448188782, 0.24029314517974854 ], [ 0.2560276389122009, 0.5037729144096375, 0.24019943177700043 ], [ 0.2578684389591217, 0.4896048903465271, 0.2525266110897064 ], [ 0.2636682391166687, 0.48901861906051636, 0.24731312692165375 ], [ 0.2645813524723053, 0.49427860975265503, 0.2411399632692337 ], [ 0.2641514539718628, 0.4983564019203186, 0.23749211430549622 ], [ 0.263198584318161, 0.4949099123477936, 0.24189145863056183 ], [ 0.26477959752082825, 0.49476197361946106, 0.24045851826667786 ], [ 0.2636794149875641, 0.5007743835449219, 0.23554623126983643 ], [ 0.26832929253578186, 0.4985484480857849, 0.23312224447727203 ], [ 0.2628946006298065, 0.48811763525009155, 0.2489878237247467 ], [ 0.26218992471694946, 0.48601770401000977, 0.25179240107536316 ], [ 0.27199631929397583, 0.4659452438354492, 0.26205840706825256 ], [ 0.26468029618263245, 0.5033774971961975, 0.23194217681884766 ], [ 0.2655929625034332, 0.48889675736427307, 0.2455102950334549 ], [ 0.2641844153404236, 0.4904041290283203, 0.2454114705324173 ], [ 0.2649112939834595, 0.5009515285491943, 0.2341371327638626 ], [ 0.2633408010005951, 0.4997940957546234, 0.23686519265174866 ], [ 0.26026803255081177, 0.5087888836860657, 0.23094309866428375 ], [ 0.26711276173591614, 0.49061185121536255, 0.2422754168510437 ], [ 0.26479628682136536, 0.5051676630973816, 0.23003609478473663 ], [ 0.2681112289428711, 0.4686660170555115, 0.2632228136062622 ], [ 0.30452442169189453, 0.39548295736312866, 0.2999926209449768 ], [ 0.272600919008255, 0.4655373990535736, 0.2618615925312042 ], [ 0.26831212639808655, 0.48833921551704407, 0.24334867298603058 ] ], "test_type": "standard" }, "augmentation_robustness": { "noise_light": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "noise_moderate": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "noise_heavy": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "speed_light": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "speed_moderate": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "volume_light": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "volume_moderate": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } }, "combined_light": { "loss": 0.7267700036366781, "accuracy": 0.13286713286713286, "metrics": { "accuracy": 0.13286713286713286, "precision_Class_0": 0.0, "recall_Class_0": 0.0, "f1_Class_0": 0.0, "support_Class_0": 37, "precision_Class_1": 0.13286713286713286, "recall_Class_1": 1.0, "f1_Class_1": 0.2345679012345679, "support_Class_1": 19, "precision_Class_2": 0.0, "recall_Class_2": 0.0, "f1_Class_2": 0.0, "support_Class_2": 87, "precision_macro": 0.04428904428904429, "recall_macro": 0.3333333333333333, "f1_macro": 0.07818930041152262, "precision_weighted": 0.01765367499633234, "recall_weighted": 0.13286713286713286, "f1_weighted": 0.03116636449969783, "confusion_matrix": [ [ 0, 37, 0 ], [ 0, 19, 0 ], [ 0, 87, 0 ] ], "classification_report": { "Class_0": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 37.0 }, "Class_1": { "precision": 0.13286713286713286, "recall": 1.0, "f1-score": 0.2345679012345679, "support": 19.0 }, "Class_2": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 87.0 }, "accuracy": 0.13286713286713286, "macro avg": { "precision": 0.04428904428904429, "recall": 0.3333333333333333, "f1-score": 0.07818930041152262, "support": 143.0 }, "weighted avg": { "precision": 0.01765367499633234, "recall": 0.13286713286713286, "f1-score": 0.03116636449969783, "support": 143.0 } } } } }, "performance_profile": { "inference_performance": { "mean_inference_time": 0.0008207382052205503, "std_inference_time": 0.000325613196581573, "min_inference_time": 0.000614962016697973, "max_inference_time": 0.00167938502272591, "median_inference_time": 0.0006612160068470985, "throughput_samples_per_second": 1218.4153164056474 }, "memory_usage": { "initial_memory_mb": 67.14697265625, "peak_memory_mb": 75.1025390625, "final_memory_mb": 67.1474609375, "memory_increase_mb": 7.95556640625 }, "model_parameters": { "total_parameters": 2586371, "trainable_parameters": 2586371, "non_trainable_parameters": 0 }, "model_size": { "total_size_bytes": 10360412, "total_size_mb": 9.88045883178711, "parameter_size_mb": 9.866222381591797, "buffer_size_mb": 0.0142364501953125 }, "batch_performance": { "batch_1": { "inference_time": 0.0006596447550691664, "throughput": 1515.9674844911729 }, "batch_8": { "inference_time": 0.0015107915416592733, "throughput": 5295.237482739514 }, "batch_16": { "inference_time": 0.007534609900903888, "throughput": 2123.5339600104 }, "batch_32": { "inference_time": 0.006903560695354827, "throughput": 4635.289151804187 }, "batch_64": { "inference_time": 0.0142083060083678, "throughput": 4504.407489697084 } } }, "robustness_tests": { "confidence_thresholds": { "threshold_0.5": { "accuracy": 0.0, "coverage": 0.16783216783216784, "num_samples": 24 } }, "input_corruptions": { "zero_out_10": { "loss": 0.7175495425860087, "accuracy": 0.13286713286713286 }, "zero_out_25": { "loss": 0.7003007133801779, "accuracy": 0.13286713286713286 }, "gaussian_noise_01": { "loss": 0.7303666273752848, "accuracy": 0.13286713286713286 }, "gaussian_noise_02": { "loss": 0.7397465109825134, "accuracy": 0.13286713286713286 }, "dropout_10": { "loss": 0.7523035208384196, "accuracy": 0.13286713286713286 }, "dropout_25": { "loss": 0.7997564077377319, "accuracy": 0.13286713286713286 } }, "adversarial_robustness": { "epsilon_0.01": { "loss": 0.7407722671826681, "accuracy": 0.13286713286713286 }, "epsilon_0.05": { "loss": 0.7932684421539307, "accuracy": 0.13286713286713286 }, "epsilon_0.1": { "loss": 0.8522491653760275, "accuracy": 0.13286713286713286 }, "epsilon_0.2": { "loss": 0.9539903402328491, "accuracy": 0.13286713286713286 } } } }, "cross_validation_scores": [], "deployment_targets": [], "optimization_level": "none", "inference_requirements": {}, "framework_version": "2.8.0+cu128", "python_version": "3.12.3", "dependencies": {}, "custom_fields": { "training_config": { "batch_size": 64, "learning_rate": 0.001, "num_epochs": 500, "early_stopping_patience": 15, "optimizer": "AdamW", "scheduler_type": "cosine", "weight_decay": 0.0001, "gradient_clip_norm": 1.0, "use_mixed_precision": true } } }