| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380138113821383138413851386138713881389139013911392139313941395139613971398139914001401140214031404140514061407140814091410141114121413141414151416141714181419142014211422142314241425142614271428142914301431143214331434143514361437143814391440144114421443144414451446144714481449145014511452145314541455145614571458145914601461146214631464146514661467146814691470147114721473147414751476147714781479148014811482148314841485148614871488148914901491149214931494149514961497149814991500150115021503150415051506150715081509151015111512151315141515151615171518151915201521152215231524152515261527152815291530153115321533153415351536153715381539154015411542154315441545154615471548154915501551155215531554155515561557155815591560156115621563156415651566156715681569157015711572157315741575157615771578157915801581158215831584158515861587158815891590159115921593159415951596159715981599160016011602160316041605160616071608160916101611161216131614161516161617161816191620162116221623162416251626162716281629163016311632163316341635163616371638163916401641164216431644164516461647164816491650165116521653165416551656165716581659166016611662166316641665166616671668166916701671167216731674167516761677167816791680168116821683168416851686168716881689169016911692169316941695169616971698169917001701170217031704170517061707170817091710171117121713171417151716171717181719172017211722172317241725172617271728172917301731173217331734173517361737173817391740174117421743174417451746174717481749175017511752175317541755175617571758175917601761176217631764176517661767176817691770177117721773177417751776177717781779178017811782178317841785 |
- {
- "standard_test": {
- "validation_loss": 0.42087624139255947,
- "validation_time": 0.3021385669708252,
- "num_samples": 143,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "auc_roc_ovr": 0.3056155404961261,
- "auc_roc_ovo": 0.33144351247799525,
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- },
- "intra_class_similarity_mean": 0.9967396855354309,
- "intra_class_similarity_std": 0.0035206826869398355,
- "inter_class_similarity_mean": 0.9965940117835999,
- "inter_class_similarity_std": 0.0038162723649293184,
- "class_separation": 0.0001456737518310547,
- "eer": 1.0,
- "eer_threshold": 0.0
- },
- "predictions": [
- 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
- ],
- "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": [
- [
- 0.3017352521419525,
- 0.25861093401908875,
- 0.43965378403663635
- ],
- [
- 0.3071253299713135,
- 0.26695889234542847,
- 0.42591577768325806
- ],
- [
- 0.30088117718696594,
- 0.258255273103714,
- 0.4408635199069977
- ],
- [
- 0.30493786931037903,
- 0.265408992767334,
- 0.429653137922287
- ],
- [
- 0.30595049262046814,
- 0.26388823986053467,
- 0.4301612973213196
- ],
- [
- 0.30005258321762085,
- 0.25928592681884766,
- 0.4406615197658539
- ],
- [
- 0.3074952960014343,
- 0.2583010196685791,
- 0.4342036545276642
- ],
- [
- 0.30468040704727173,
- 0.2692243456840515,
- 0.42609524726867676
- ],
- [
- 0.3106515109539032,
- 0.2732471227645874,
- 0.4161013662815094
- ],
- [
- 0.30596408247947693,
- 0.27061939239501953,
- 0.42341652512550354
- ],
- [
- 0.3081496059894562,
- 0.27141958475112915,
- 0.4204307794570923
- ],
- [
- 0.309489905834198,
- 0.2727978825569153,
- 0.4177122116088867
- ],
- [
- 0.30941447615623474,
- 0.2655227780342102,
- 0.4250626862049103
- ],
- [
- 0.299723356962204,
- 0.26192235946655273,
- 0.4383542835712433
- ],
- [
- 0.3126049339771271,
- 0.26947644352912903,
- 0.4179186522960663
- ],
- [
- 0.30847713351249695,
- 0.2836199402809143,
- 0.40790289640426636
- ],
- [
- 0.30621084570884705,
- 0.2666028141975403,
- 0.4271863102912903
- ],
- [
- 0.3341320753097534,
- 0.26722270250320435,
- 0.39864519238471985
- ],
- [
- 0.3058941662311554,
- 0.2701980769634247,
- 0.4239077866077423
- ],
- [
- 0.31238895654678345,
- 0.2695004343986511,
- 0.41811057925224304
- ],
- [
- 0.3075244128704071,
- 0.26631149649620056,
- 0.42616409063339233
- ],
- [
- 0.31097495555877686,
- 0.2725098431110382,
- 0.41651520133018494
- ],
- [
- 0.3047417998313904,
- 0.2613122761249542,
- 0.4339459240436554
- ],
- [
- 0.30475643277168274,
- 0.2661256790161133,
- 0.4291178286075592
- ],
- [
- 0.31143718957901,
- 0.2728448212146759,
- 0.4157179594039917
- ],
- [
- 0.303751140832901,
- 0.26473817229270935,
- 0.4315106272697449
- ],
- [
- 0.305176705121994,
- 0.2664410471916199,
- 0.4283822178840637
- ],
- [
- 0.3051299750804901,
- 0.2580701410770416,
- 0.43679991364479065
- ],
- [
- 0.3008837401866913,
- 0.2566692531108856,
- 0.4424469769001007
- ],
- [
- 0.2989761233329773,
- 0.25658467411994934,
- 0.44443920254707336
- ],
- [
- 0.3014707863330841,
- 0.25677812099456787,
- 0.4417511224746704
- ],
- [
- 0.3064368665218353,
- 0.26711416244506836,
- 0.4264489710330963
- ],
- [
- 0.3003121614456177,
- 0.259091317653656,
- 0.4405965209007263
- ],
- [
- 0.31423866748809814,
- 0.2704278826713562,
- 0.41533342003822327
- ],
- [
- 0.30345165729522705,
- 0.2641698718070984,
- 0.4323784410953522
- ],
- [
- 0.3055073618888855,
- 0.2791942059993744,
- 0.4152984321117401
- ],
- [
- 0.3035268783569336,
- 0.2599391043186188,
- 0.43653401732444763
- ],
- [
- 0.3064519464969635,
- 0.2568172216415405,
- 0.4367308020591736
- ],
- [
- 0.3024507761001587,
- 0.260928213596344,
- 0.4366210103034973
- ],
- [
- 0.3087906837463379,
- 0.2686595618724823,
- 0.4225497841835022
- ],
- [
- 0.29877930879592896,
- 0.25861743092536926,
- 0.4426032602787018
- ],
- [
- 0.30679619312286377,
- 0.2640116512775421,
- 0.42919212579727173
- ],
- [
- 0.3145713210105896,
- 0.2704143524169922,
- 0.4150143265724182
- ],
- [
- 0.30401745438575745,
- 0.2598167061805725,
- 0.43616586923599243
- ],
- [
- 0.3116820752620697,
- 0.26032379269599915,
- 0.42799413204193115
- ],
- [
- 0.3141288459300995,
- 0.2860267162322998,
- 0.3998444080352783
- ],
- [
- 0.3090631067752838,
- 0.2697979211807251,
- 0.4211390018463135
- ],
- [
- 0.3107915222644806,
- 0.26479706168174744,
- 0.424411416053772
- ],
- [
- 0.31453830003738403,
- 0.2799464762210846,
- 0.405515193939209
- ],
- [
- 0.3107013404369354,
- 0.26218560338020325,
- 0.42711305618286133
- ],
- [
- 0.30510690808296204,
- 0.2595248818397522,
- 0.4353681802749634
- ],
- [
- 0.3059536814689636,
- 0.26340988278388977,
- 0.4306364357471466
- ],
- [
- 0.3063610792160034,
- 0.2675130367279053,
- 0.4261259138584137
- ],
- [
- 0.30417686700820923,
- 0.2625185251235962,
- 0.4333045482635498
- ],
- [
- 0.3083677291870117,
- 0.267241507768631,
- 0.4243907928466797
- ],
- [
- 0.29894357919692993,
- 0.25787675380706787,
- 0.4431796371936798
- ],
- [
- 0.30890771746635437,
- 0.2678249180316925,
- 0.4232673645019531
- ],
- [
- 0.31565263867378235,
- 0.26902711391448975,
- 0.4153202176094055
- ],
- [
- 0.3022858798503876,
- 0.26295027136802673,
- 0.4347638189792633
- ],
- [
- 0.32190582156181335,
- 0.2673308849334717,
- 0.4107632637023926
- ],
- [
- 0.3114017844200134,
- 0.2662045359611511,
- 0.42239370942115784
- ],
- [
- 0.29948338866233826,
- 0.25834915041923523,
- 0.4421674311161041
- ],
- [
- 0.3224128484725952,
- 0.2716115415096283,
- 0.4059756100177765
- ],
- [
- 0.31155240535736084,
- 0.2761816084384918,
- 0.4122660458087921
- ],
- [
- 0.30895671248435974,
- 0.27538400888442993,
- 0.41565924882888794
- ],
- [
- 0.31960567831993103,
- 0.2635710835456848,
- 0.41682320833206177
- ],
- [
- 0.3316591680049896,
- 0.2704908549785614,
- 0.3978499174118042
- ],
- [
- 0.3100110590457916,
- 0.2691488265991211,
- 0.42084014415740967
- ],
- [
- 0.32667988538742065,
- 0.26980021595954895,
- 0.4035199284553528
- ],
- [
- 0.29896917939186096,
- 0.25767672061920166,
- 0.44335412979125977
- ],
- [
- 0.3041950464248657,
- 0.2614487409591675,
- 0.4343562126159668
- ],
- [
- 0.3173302710056305,
- 0.26905569434165955,
- 0.4136140048503876
- ],
- [
- 0.3045911192893982,
- 0.263355553150177,
- 0.4320533275604248
- ],
- [
- 0.3229025900363922,
- 0.2686153054237366,
- 0.40848204493522644
- ],
- [
- 0.3160848319530487,
- 0.2666145861148834,
- 0.4173005521297455
- ],
- [
- 0.31643083691596985,
- 0.26921766996383667,
- 0.41435152292251587
- ],
- [
- 0.31025364995002747,
- 0.2656334638595581,
- 0.42411285638809204
- ],
- [
- 0.3109579086303711,
- 0.2686743438243866,
- 0.4203677773475647
- ],
- [
- 0.3213699162006378,
- 0.26790374517440796,
- 0.41072627902030945
- ],
- [
- 0.30661746859550476,
- 0.26197585463523865,
- 0.43140673637390137
- ],
- [
- 0.31542712450027466,
- 0.276903361082077,
- 0.40766945481300354
- ],
- [
- 0.32134464383125305,
- 0.2693459391593933,
- 0.409309446811676
- ],
- [
- 0.30215755105018616,
- 0.25799718499183655,
- 0.4398452937602997
- ],
- [
- 0.3104988932609558,
- 0.2708398699760437,
- 0.4186612665653229
- ],
- [
- 0.33934712409973145,
- 0.26337605714797974,
- 0.3972768485546112
- ],
- [
- 0.3079881966114044,
- 0.2685640752315521,
- 0.42344778776168823
- ],
- [
- 0.3197750151157379,
- 0.2626304626464844,
- 0.4175945818424225
- ],
- [
- 0.30151882767677307,
- 0.259518563747406,
- 0.43896257877349854
- ],
- [
- 0.31453943252563477,
- 0.2695581912994385,
- 0.41590234637260437
- ],
- [
- 0.31866052746772766,
- 0.2653796970844269,
- 0.41595980525016785
- ],
- [
- 0.3186214864253998,
- 0.27180975675582886,
- 0.409568727016449
- ],
- [
- 0.32090482115745544,
- 0.26685458421707153,
- 0.4122406244277954
- ],
- [
- 0.3108522891998291,
- 0.2705916166305542,
- 0.4185561239719391
- ],
- [
- 0.3081262409687042,
- 0.26444652676582336,
- 0.4274272620677948
- ],
- [
- 0.3080379366874695,
- 0.2639397084712982,
- 0.42802226543426514
- ],
- [
- 0.30787572264671326,
- 0.2648699879646301,
- 0.42725419998168945
- ],
- [
- 0.30737248063087463,
- 0.26898443698883057,
- 0.4236431419849396
- ],
- [
- 0.3038056194782257,
- 0.26216933131217957,
- 0.43402501940727234
- ],
- [
- 0.3060416281223297,
- 0.26243627071380615,
- 0.43152207136154175
- ],
- [
- 0.30612242221832275,
- 0.2614396810531616,
- 0.43243786692619324
- ],
- [
- 0.3029974400997162,
- 0.2671559453010559,
- 0.4298466145992279
- ],
- [
- 0.32055526971817017,
- 0.2658596634864807,
- 0.4135851263999939
- ],
- [
- 0.3099210262298584,
- 0.27424436807632446,
- 0.4158346652984619
- ],
- [
- 0.33067068457603455,
- 0.2669003903865814,
- 0.40242883563041687
- ],
- [
- 0.32063478231430054,
- 0.2720324397087097,
- 0.40733274817466736
- ],
- [
- 0.33818840980529785,
- 0.26688531041145325,
- 0.3949262797832489
- ],
- [
- 0.31758084893226624,
- 0.26856473088264465,
- 0.4138544499874115
- ],
- [
- 0.31539425253868103,
- 0.2661346197128296,
- 0.418471097946167
- ],
- [
- 0.309383362531662,
- 0.27098485827445984,
- 0.4196317791938782
- ],
- [
- 0.33442530035972595,
- 0.2678622603416443,
- 0.39771243929862976
- ],
- [
- 0.3186868131160736,
- 0.2704772353172302,
- 0.41083601117134094
- ],
- [
- 0.3097934126853943,
- 0.26353275775909424,
- 0.4266738295555115
- ],
- [
- 0.3062141537666321,
- 0.26958924531936646,
- 0.42419660091400146
- ],
- [
- 0.3242741823196411,
- 0.26146888732910156,
- 0.41425690054893494
- ],
- [
- 0.31226709485054016,
- 0.2678442895412445,
- 0.41988861560821533
- ],
- [
- 0.3202114403247833,
- 0.2677757441997528,
- 0.41201281547546387
- ],
- [
- 0.3116990923881531,
- 0.2722617983818054,
- 0.4160391688346863
- ],
- [
- 0.3181087374687195,
- 0.2726636230945587,
- 0.4092276096343994
- ],
- [
- 0.31220734119415283,
- 0.26952192187309265,
- 0.4182707965373993
- ],
- [
- 0.3075433373451233,
- 0.2566990554332733,
- 0.4357575476169586
- ],
- [
- 0.2997368276119232,
- 0.2582499086856842,
- 0.4420132637023926
- ],
- [
- 0.30358558893203735,
- 0.26294657588005066,
- 0.43346792459487915
- ],
- [
- 0.3100058138370514,
- 0.26688897609710693,
- 0.42310523986816406
- ],
- [
- 0.31653860211372375,
- 0.2672443687915802,
- 0.41621702909469604
- ],
- [
- 0.3073798418045044,
- 0.26265496015548706,
- 0.42996513843536377
- ],
- [
- 0.31256118416786194,
- 0.26791274547576904,
- 0.41952604055404663
- ],
- [
- 0.31627511978149414,
- 0.2693970501422882,
- 0.41432780027389526
- ],
- [
- 0.3170633614063263,
- 0.26907283067703247,
- 0.41386377811431885
- ],
- [
- 0.3047417998313904,
- 0.26213112473487854,
- 0.43312710523605347
- ],
- [
- 0.30497539043426514,
- 0.2651849091053009,
- 0.42983970046043396
- ],
- [
- 0.3111489713191986,
- 0.2696484327316284,
- 0.4192025661468506
- ],
- [
- 0.317131370306015,
- 0.2656865119934082,
- 0.4171820878982544
- ],
- [
- 0.30900484323501587,
- 0.26348960399627686,
- 0.4275055527687073
- ],
- [
- 0.3067573308944702,
- 0.2664094865322113,
- 0.4268331825733185
- ],
- [
- 0.32191216945648193,
- 0.2692750096321106,
- 0.40881288051605225
- ],
- [
- 0.3204025328159332,
- 0.26899418234825134,
- 0.41060328483581543
- ],
- [
- 0.32075029611587524,
- 0.2661472260951996,
- 0.41310250759124756
- ],
- [
- 0.3109661638736725,
- 0.26691409945487976,
- 0.42211973667144775
- ],
- [
- 0.32554829120635986,
- 0.2670576870441437,
- 0.4073939919471741
- ],
- [
- 0.3064644932746887,
- 0.26974165439605713,
- 0.42379385232925415
- ],
- [
- 0.3289620280265808,
- 0.3048240840435028,
- 0.3662138879299164
- ],
- [
- 0.3118077516555786,
- 0.2755418121814728,
- 0.4126504361629486
- ],
- [
- 0.31023815274238586,
- 0.2705705761909485,
- 0.41919130086898804
- ]
- ],
- "test_type": "standard"
- },
- "augmentation_robustness": {
- "noise_light": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "noise_moderate": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "noise_heavy": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "speed_light": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "speed_moderate": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "volume_light": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "volume_moderate": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- },
- "combined_light": {
- "loss": 0.42087624139255947,
- "accuracy": 0.6083916083916084,
- "metrics": {
- "accuracy": 0.6083916083916084,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 37,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 19,
- "precision_Class_2": 0.6083916083916084,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7565217391304347,
- "support_Class_2": 87,
- "precision_macro": 0.2027972027972028,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25217391304347825,
- "precision_weighted": 0.3701403491613282,
- "recall_weighted": 0.6083916083916084,
- "f1_weighted": 0.46026147765278197,
- "confusion_matrix": [
- [
- 0,
- 0,
- 37
- ],
- [
- 0,
- 0,
- 19
- ],
- [
- 0,
- 0,
- 87
- ]
- ],
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 37.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 19.0
- },
- "Class_2": {
- "precision": 0.6083916083916084,
- "recall": 1.0,
- "f1-score": 0.7565217391304347,
- "support": 87.0
- },
- "accuracy": 0.6083916083916084,
- "macro avg": {
- "precision": 0.2027972027972028,
- "recall": 0.3333333333333333,
- "f1-score": 0.25217391304347825,
- "support": 143.0
- },
- "weighted avg": {
- "precision": 0.3701403491613282,
- "recall": 0.6083916083916084,
- "f1-score": 0.46026147765278197,
- "support": 143.0
- }
- }
- }
- }
- },
- "performance_profile": {
- "inference_performance": {
- "mean_inference_time": 0.0007604619610356167,
- "std_inference_time": 0.0002851131165727356,
- "min_inference_time": 0.0005847840220667422,
- "max_inference_time": 0.0015751940081827343,
- "median_inference_time": 0.0006416804972104728,
- "throughput_samples_per_second": 1314.9901655017356
- },
- "memory_usage": {
- "initial_memory_mb": 66.53759765625,
- "peak_memory_mb": 74.88720703125,
- "final_memory_mb": 66.5380859375,
- "memory_increase_mb": 8.349609375
- },
- "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": 0.0006412367452867329,
- "throughput": 1559.4864258018213
- },
- "batch_8": {
- "inference_time": 0.0015252916957251728,
- "throughput": 5244.898416755978
- },
- "batch_16": {
- "inference_time": 0.007292331804637797,
- "throughput": 2194.085572165583
- }
- }
- },
- "robustness_tests": {
- "confidence_thresholds": {},
- "input_corruptions": {
- "zero_out_10": {
- "loss": 0.4230751593907674,
- "accuracy": 0.6083916083916084
- },
- "zero_out_25": {
- "loss": 0.42847098575698006,
- "accuracy": 0.6083916083916084
- },
- "gaussian_noise_01": {
- "loss": 0.4207393493917253,
- "accuracy": 0.6083916083916084
- },
- "gaussian_noise_02": {
- "loss": 0.4201605220635732,
- "accuracy": 0.6083916083916084
- },
- "dropout_10": {
- "loss": 0.4190783103307088,
- "accuracy": 0.6083916083916084
- },
- "dropout_25": {
- "loss": 0.4176873068014781,
- "accuracy": 0.6083916083916084
- }
- },
- "adversarial_robustness": {
- "epsilon_0.01": {
- "loss": 0.43043965101242065,
- "accuracy": 0.6083916083916084
- },
- "epsilon_0.05": {
- "loss": 0.4658129612604777,
- "accuracy": 0.6083916083916084
- },
- "epsilon_0.1": {
- "loss": 0.504215892818239,
- "accuracy": 0.6083916083916084
- },
- "epsilon_0.2": {
- "loss": 0.5654362936814626,
- "accuracy": 0.43356643356643354
- }
- }
- }
- }
|