| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380138113821383138413851386138713881389139013911392139313941395139613971398139914001401140214031404140514061407140814091410141114121413141414151416141714181419142014211422142314241425142614271428142914301431143214331434143514361437143814391440144114421443144414451446144714481449145014511452145314541455145614571458145914601461146214631464146514661467146814691470147114721473147414751476147714781479148014811482148314841485148614871488148914901491149214931494149514961497149814991500150115021503150415051506150715081509151015111512151315141515151615171518151915201521152215231524152515261527152815291530153115321533153415351536153715381539154015411542154315441545154615471548154915501551155215531554155515561557155815591560156115621563156415651566156715681569157015711572157315741575157615771578157915801581158215831584158515861587158815891590159115921593159415951596159715981599160016011602160316041605160616071608160916101611161216131614161516161617161816191620162116221623162416251626162716281629163016311632163316341635163616371638163916401641164216431644164516461647164816491650165116521653165416551656165716581659166016611662166316641665166616671668166916701671167216731674167516761677167816791680168116821683168416851686168716881689169016911692169316941695169616971698169917001701170217031704170517061707170817091710171117121713171417151716171717181719172017211722172317241725172617271728172917301731173217331734173517361737173817391740174117421743174417451746174717481749175017511752175317541755175617571758175917601761176217631764176517661767176817691770177117721773177417751776177717781779178017811782178317841785178617871788178917901791179217931794179517961797179817991800180118021803180418051806180718081809181018111812181318141815181618171818181918201821182218231824182518261827182818291830183118321833183418351836183718381839184018411842184318441845184618471848184918501851185218531854185518561857185818591860186118621863186418651866186718681869187018711872187318741875187618771878187918801881188218831884188518861887188818891890189118921893189418951896189718981899190019011902190319041905190619071908190919101911191219131914191519161917191819191920192119221923192419251926192719281929193019311932193319341935193619371938193919401941194219431944194519461947194819491950195119521953195419551956195719581959196019611962196319641965196619671968196919701971197219731974197519761977197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202320242025202620272028202920302031203220332034203520362037203820392040204120422043204420452046204720482049205020512052205320542055205620572058205920602061206220632064206520662067206820692070207120722073207420752076207720782079208020812082208320842085208620872088208920902091209220932094209520962097209820992100210121022103210421052106210721082109211021112112211321142115211621172118211921202121212221232124212521262127212821292130213121322133213421352136213721382139214021412142214321442145214621472148214921502151215221532154215521562157215821592160216121622163216421652166216721682169217021712172217321742175217621772178217921802181218221832184218521862187218821892190219121922193219421952196219721982199220022012202220322042205220622072208220922102211221222132214221522162217221822192220222122222223222422252226222722282229223022312232223322342235223622372238223922402241224222432244224522462247224822492250225122522253225422552256225722582259226022612262226322642265226622672268226922702271227222732274227522762277227822792280228122822283228422852286228722882289229022912292229322942295229622972298229923002301230223032304230523062307230823092310231123122313231423152316231723182319232023212322232323242325232623272328232923302331233223332334233523362337233823392340234123422343234423452346234723482349235023512352235323542355235623572358235923602361236223632364236523662367236823692370237123722373237423752376237723782379238023812382238323842385238623872388238923902391239223932394239523962397239823992400240124022403240424052406240724082409241024112412241324142415241624172418241924202421242224232424242524262427242824292430243124322433243424352436243724382439244024412442244324442445244624472448244924502451245224532454245524562457245824592460246124622463246424652466246724682469247024712472247324742475247624772478247924802481248224832484248524862487248824892490249124922493249424952496249724982499250025012502250325042505250625072508250925102511251225132514251525162517251825192520252125222523252425252526252725282529253025312532253325342535253625372538253925402541254225432544254525462547254825492550255125522553255425552556255725582559256025612562256325642565256625672568256925702571257225732574257525762577257825792580258125822583258425852586258725882589259025912592259325942595259625972598259926002601260226032604260526062607260826092610261126122613261426152616261726182619262026212622262326242625262626272628262926302631263226332634263526362637263826392640264126422643264426452646264726482649265026512652265326542655265626572658265926602661266226632664266526662667266826692670267126722673267426752676267726782679268026812682268326842685268626872688268926902691269226932694269526962697269826992700270127022703270427052706270727082709271027112712271327142715271627172718271927202721272227232724272527262727272827292730273127322733273427352736273727382739274027412742274327442745274627472748274927502751275227532754275527562757275827592760276127622763276427652766276727682769277027712772277327742775277627772778277927802781278227832784278527862787278827892790279127922793279427952796279727982799280028012802280328042805280628072808280928102811281228132814281528162817281828192820282128222823282428252826282728282829283028312832283328342835283628372838283928402841284228432844284528462847284828492850285128522853285428552856285728582859286028612862286328642865286628672868286928702871287228732874287528762877287828792880288128822883288428852886288728882889289028912892289328942895289628972898289929002901290229032904290529062907290829092910291129122913291429152916291729182919292029212922292329242925292629272928292929302931293229332934293529362937293829392940294129422943294429452946294729482949295029512952295329542955295629572958295929602961296229632964296529662967296829692970297129722973297429752976297729782979298029812982298329842985298629872988298929902991299229932994299529962997299829993000300130023003300430053006300730083009301030113012301330143015301630173018301930203021302230233024302530263027302830293030303130323033303430353036303730383039304030413042304330443045304630473048304930503051305230533054305530563057305830593060306130623063306430653066306730683069307030713072307330743075307630773078307930803081308230833084308530863087308830893090309130923093309430953096309730983099310031013102310331043105310631073108310931103111311231133114311531163117311831193120312131223123312431253126312731283129313031313132313331343135313631373138313931403141314231433144314531463147314831493150315131523153315431553156315731583159316031613162316331643165316631673168316931703171317231733174317531763177317831793180318131823183318431853186318731883189319031913192319331943195319631973198319932003201320232033204320532063207320832093210321132123213321432153216321732183219322032213222322332243225322632273228322932303231323232333234323532363237323832393240324132423243324432453246324732483249325032513252325332543255325632573258325932603261326232633264326532663267326832693270327132723273327432753276327732783279328032813282328332843285328632873288328932903291329232933294329532963297329832993300330133023303330433053306330733083309331033113312331333143315331633173318331933203321332233233324332533263327332833293330333133323333333433353336333733383339334033413342334333443345334633473348334933503351335233533354335533563357335833593360336133623363336433653366336733683369337033713372337333743375337633773378337933803381338233833384338533863387338833893390339133923393339433953396339733983399340034013402340334043405340634073408340934103411341234133414341534163417341834193420342134223423342434253426342734283429343034313432343334343435343634373438343934403441344234433444344534463447344834493450345134523453345434553456345734583459346034613462346334643465346634673468346934703471347234733474347534763477347834793480348134823483348434853486348734883489349034913492349334943495349634973498349935003501350235033504350535063507350835093510351135123513351435153516351735183519352035213522352335243525352635273528352935303531353235333534353535363537353835393540354135423543354435453546354735483549355035513552355335543555355635573558355935603561356235633564356535663567356835693570357135723573357435753576357735783579358035813582358335843585358635873588358935903591359235933594359535963597359835993600360136023603360436053606360736083609361036113612361336143615361636173618361936203621362236233624362536263627362836293630363136323633363436353636363736383639364036413642364336443645364636473648364936503651365236533654365536563657365836593660366136623663366436653666366736683669367036713672367336743675367636773678367936803681368236833684368536863687368836893690369136923693369436953696369736983699370037013702370337043705370637073708370937103711371237133714371537163717371837193720372137223723372437253726372737283729373037313732373337343735373637373738373937403741374237433744374537463747374837493750375137523753375437553756375737583759376037613762376337643765376637673768376937703771377237733774377537763777377837793780378137823783378437853786378737883789379037913792379337943795379637973798379938003801380238033804380538063807380838093810381138123813381438153816381738183819382038213822382338243825382638273828382938303831383238333834383538363837383838393840384138423843384438453846384738483849385038513852385338543855385638573858385938603861386238633864386538663867386838693870387138723873387438753876387738783879388038813882388338843885388638873888388938903891389238933894389538963897389838993900390139023903390439053906390739083909391039113912391339143915391639173918391939203921392239233924392539263927392839293930393139323933393439353936393739383939394039413942394339443945394639473948394939503951395239533954395539563957395839593960396139623963396439653966396739683969397039713972397339743975397639773978397939803981398239833984398539863987398839893990399139923993399439953996399739983999400040014002400340044005400640074008400940104011401240134014 |
- {
- "model_type": "wakeword",
- "creation_timestamp": "2025-10-01T11:11:12.180355+00:00",
- "last_modified": "2025-10-01T11:11:25.929936+00:00",
- "version": "1.0.0",
- "format_version": "1.0",
- "model_name": "test_fix",
- "description": "RepCNN wakeword detection model (standard)",
- "author": "Trixy ML Trainer",
- "organization": "",
- "license": "Private",
- "tags": [],
- "training_phase": "initial",
- "training_statistics": {
- "total_epochs": 1,
- "final_train_loss": 0.3368075294572799,
- "final_train_accuracy": 0.0,
- "best_val_loss": 0.33235850888821816,
- "best_val_accuracy": 0.657243816254417,
- "best_epoch": 1,
- "training_duration_seconds": 4.9895548820495605,
- "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": [
- 0.3603996441501086,
- 0.3368075294572799
- ],
- "validation_loss_history": [
- 0.3929648995399475,
- 0.33235850888821816
- ],
- "training_accuracy_history": [
- 0.6075819672131147,
- 0.6198770491803278
- ],
- "validation_accuracy_history": [
- 0.5865724381625441,
- 0.657243816254417
- ],
- "learning_rate_history": [
- 0.0005,
- 0.0
- ],
- "epoch_times": [
- 3.5652360916137695,
- 1.424318790435791
- ]
- },
- "benchmark_results": {},
- "validation_results": {},
- "test_results": {
- "validation_loss": 0.41902028686470455,
- "validation_time": 0.40961289405822754,
- "num_samples": 283,
- "metrics": {
- "accuracy": 0.6113074204946997,
- "precision_Class_0": 0.0,
- "recall_Class_0": 0.0,
- "f1_Class_0": 0.0,
- "support_Class_0": 72,
- "precision_Class_1": 0.0,
- "recall_Class_1": 0.0,
- "f1_Class_1": 0.0,
- "support_Class_1": 38,
- "precision_Class_2": 0.6113074204946997,
- "recall_Class_2": 1.0,
- "f1_Class_2": 0.7587719298245614,
- "support_Class_2": 173,
- "precision_macro": 0.2037691401648999,
- "recall_macro": 0.3333333333333333,
- "f1_macro": 0.25292397660818716,
- "precision_weighted": 0.37369676235188354,
- "recall_weighted": 0.6113074204946997,
- "f1_weighted": 0.4638429111648379,
- "confusion_matrix": [
- [
- 0,
- 0,
- 72
- ],
- [
- 0,
- 0,
- 38
- ],
- [
- 0,
- 0,
- 173
- ]
- ],
- "auc_roc_ovr": 0.3426738067277912,
- "auc_roc_ovo": 0.37538380714148883,
- "classification_report": {
- "Class_0": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 72.0
- },
- "Class_1": {
- "precision": 0.0,
- "recall": 0.0,
- "f1-score": 0.0,
- "support": 38.0
- },
- "Class_2": {
- "precision": 0.6113074204946997,
- "recall": 1.0,
- "f1-score": 0.7587719298245614,
- "support": 173.0
- },
- "accuracy": 0.6113074204946997,
- "macro avg": {
- "precision": 0.2037691401648999,
- "recall": 0.3333333333333333,
- "f1-score": 0.25292397660818716,
- "support": 283.0
- },
- "weighted avg": {
- "precision": 0.37369676235188354,
- "recall": 0.6113074204946997,
- "f1-score": 0.4638429111648379,
- "support": 283.0
- }
- },
- "intra_class_similarity_mean": 0.9966351985931396,
- "intra_class_similarity_std": 0.0036274874582886696,
- "inter_class_similarity_mean": 0.9962762594223022,
- "inter_class_similarity_std": 0.0040334975346922874,
- "class_separation": 0.00035893917083740234,
- "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,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 2,
- 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,
- 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": [
- [
- 0.3047245442867279,
- 0.26112738251686096,
- 0.43414807319641113
- ],
- [
- 0.3107256293296814,
- 0.26373130083084106,
- 0.4255430996417999
- ],
- [
- 0.30283117294311523,
- 0.2591616213321686,
- 0.43800726532936096
- ],
- [
- 0.30804187059402466,
- 0.2740178406238556,
- 0.41794031858444214
- ],
- [
- 0.3071589171886444,
- 0.261407732963562,
- 0.4314333498477936
- ],
- [
- 0.3042905926704407,
- 0.26500752568244934,
- 0.43070188164711
- ],
- [
- 0.311048299074173,
- 0.26740482449531555,
- 0.42154690623283386
- ],
- [
- 0.3000188171863556,
- 0.25732743740081787,
- 0.44265374541282654
- ],
- [
- 0.3096528649330139,
- 0.26814961433410645,
- 0.42219749093055725
- ],
- [
- 0.3038494288921356,
- 0.2619953453540802,
- 0.43415528535842896
- ],
- [
- 0.3050396740436554,
- 0.2667369842529297,
- 0.4282233715057373
- ],
- [
- 0.3056211471557617,
- 0.2583440840244293,
- 0.43603476881980896
- ],
- [
- 0.3076876103878021,
- 0.26764312386512756,
- 0.4246692955493927
- ],
- [
- 0.3093443810939789,
- 0.26851367950439453,
- 0.4221419095993042
- ],
- [
- 0.3063105344772339,
- 0.2709181010723114,
- 0.4227713644504547
- ],
- [
- 0.3008154332637787,
- 0.2579774856567383,
- 0.4412071406841278
- ],
- [
- 0.30390340089797974,
- 0.2620357871055603,
- 0.43406084179878235
- ],
- [
- 0.3084034323692322,
- 0.26444393396377563,
- 0.4271526336669922
- ],
- [
- 0.30936136841773987,
- 0.26972755789756775,
- 0.4209110736846924
- ],
- [
- 0.307151734828949,
- 0.26275962591171265,
- 0.4300886392593384
- ],
- [
- 0.3052944839000702,
- 0.25833380222320557,
- 0.43637165427207947
- ],
- [
- 0.3029278814792633,
- 0.26060178875923157,
- 0.4364703297615051
- ],
- [
- 0.30678674578666687,
- 0.2699756324291229,
- 0.4232375919818878
- ],
- [
- 0.31087440252304077,
- 0.2726493179798126,
- 0.4164762496948242
- ],
- [
- 0.31243324279785156,
- 0.27762770652770996,
- 0.4099389910697937
- ],
- [
- 0.3020888864994049,
- 0.2595059275627136,
- 0.4384051561355591
- ],
- [
- 0.3144093453884125,
- 0.2779814898967743,
- 0.4076091945171356
- ],
- [
- 0.30793362855911255,
- 0.26493123173713684,
- 0.4271351993083954
- ],
- [
- 0.30788859724998474,
- 0.2666572034358978,
- 0.42545419931411743
- ],
- [
- 0.3009384572505951,
- 0.2575550079345703,
- 0.4415065348148346
- ],
- [
- 0.31380757689476013,
- 0.2812308371067047,
- 0.40496161580085754
- ],
- [
- 0.3030255138874054,
- 0.2576964497566223,
- 0.43927812576293945
- ],
- [
- 0.30721452832221985,
- 0.27183300256729126,
- 0.4209524095058441
- ],
- [
- 0.33389079570770264,
- 0.2673867344856262,
- 0.39872246980667114
- ],
- [
- 0.3066445589065552,
- 0.26717981696128845,
- 0.426175594329834
- ],
- [
- 0.30080413818359375,
- 0.2601699233055115,
- 0.43902596831321716
- ],
- [
- 0.30466076731681824,
- 0.2596171200275421,
- 0.4357220530509949
- ],
- [
- 0.30818596482276917,
- 0.2663038671016693,
- 0.4255101680755615
- ],
- [
- 0.2996703088283539,
- 0.2570069134235382,
- 0.4433227479457855
- ],
- [
- 0.30565252900123596,
- 0.2614510655403137,
- 0.43289637565612793
- ],
- [
- 0.3040764331817627,
- 0.27134430408477783,
- 0.42457935214042664
- ],
- [
- 0.2996430993080139,
- 0.2578068971633911,
- 0.44255000352859497
- ],
- [
- 0.31018564105033875,
- 0.2754320204257965,
- 0.41438233852386475
- ],
- [
- 0.3120267987251282,
- 0.27765750885009766,
- 0.41031572222709656
- ],
- [
- 0.30714473128318787,
- 0.26837214827537537,
- 0.42448312044143677
- ],
- [
- 0.30143409967422485,
- 0.2578763961791992,
- 0.44068947434425354
- ],
- [
- 0.3094130754470825,
- 0.25829169154167175,
- 0.43229514360427856
- ],
- [
- 0.30954259634017944,
- 0.26739996671676636,
- 0.423057496547699
- ],
- [
- 0.3000434339046478,
- 0.25652214884757996,
- 0.4434344470500946
- ],
- [
- 0.3035999536514282,
- 0.26476046442985535,
- 0.43163958191871643
- ],
- [
- 0.30559831857681274,
- 0.2583524286746979,
- 0.4360492527484894
- ],
- [
- 0.30372750759124756,
- 0.2619587779045105,
- 0.43431371450424194
- ],
- [
- 0.31629645824432373,
- 0.27449703216552734,
- 0.40920644998550415
- ],
- [
- 0.3130092918872833,
- 0.2728237807750702,
- 0.4141669273376465
- ],
- [
- 0.30586376786231995,
- 0.2589760720729828,
- 0.4351601302623749
- ],
- [
- 0.3084414303302765,
- 0.26825225353240967,
- 0.42330631613731384
- ],
- [
- 0.3094329237937927,
- 0.2670883536338806,
- 0.4234786927700043
- ],
- [
- 0.30776122212409973,
- 0.26845574378967285,
- 0.4237830340862274
- ],
- [
- 0.30935418605804443,
- 0.27206164598464966,
- 0.4185841977596283
- ],
- [
- 0.30547603964805603,
- 0.26648011803627014,
- 0.42804375290870667
- ],
- [
- 0.3166373670101166,
- 0.2673494517803192,
- 0.4160131812095642
- ],
- [
- 0.30343228578567505,
- 0.2623022496700287,
- 0.43426552414894104
- ],
- [
- 0.30195605754852295,
- 0.2582823634147644,
- 0.43976157903671265
- ],
- [
- 0.3257077634334564,
- 0.2796502411365509,
- 0.39464202523231506
- ],
- [
- 0.30185359716415405,
- 0.2588660717010498,
- 0.43928030133247375
- ],
- [
- 0.30393776297569275,
- 0.25885942578315735,
- 0.43720272183418274
- ],
- [
- 0.3246135711669922,
- 0.26291128993034363,
- 0.4124751687049866
- ],
- [
- 0.31989583373069763,
- 0.2797277867794037,
- 0.40037640929222107
- ],
- [
- 0.31644389033317566,
- 0.26575127243995667,
- 0.4178048372268677
- ],
- [
- 0.29990220069885254,
- 0.2567955255508423,
- 0.4433022141456604
- ],
- [
- 0.30618157982826233,
- 0.2644655406475067,
- 0.42935290932655334
- ],
- [
- 0.340969055891037,
- 0.26598668098449707,
- 0.3930443227291107
- ],
- [
- 0.3096659481525421,
- 0.27248579263687134,
- 0.41784825921058655
- ],
- [
- 0.3112565875053406,
- 0.272981733083725,
- 0.41576170921325684
- ],
- [
- 0.30995073914527893,
- 0.2690833508968353,
- 0.42096588015556335
- ],
- [
- 0.299455851316452,
- 0.25807780027389526,
- 0.44246625900268555
- ],
- [
- 0.3146135210990906,
- 0.2765198051929474,
- 0.40886667370796204
- ],
- [
- 0.30717554688453674,
- 0.26836514472961426,
- 0.4244593381881714
- ],
- [
- 0.3076019287109375,
- 0.2758239805698395,
- 0.4165741205215454
- ],
- [
- 0.31834906339645386,
- 0.2889685332775116,
- 0.39268240332603455
- ],
- [
- 0.2996683716773987,
- 0.25705716013908386,
- 0.44327449798583984
- ],
- [
- 0.30271053314208984,
- 0.2563190162181854,
- 0.44097045063972473
- ],
- [
- 0.3083384037017822,
- 0.26651501655578613,
- 0.42514654994010925
- ],
- [
- 0.307513952255249,
- 0.26438257098197937,
- 0.428103506565094
- ],
- [
- 0.3033374845981598,
- 0.2592509686946869,
- 0.43741151690483093
- ],
- [
- 0.3187502324581146,
- 0.26809626817703247,
- 0.41315343976020813
- ],
- [
- 0.3100959360599518,
- 0.2658807039260864,
- 0.424023300409317
- ],
- [
- 0.3001222014427185,
- 0.2571133077144623,
- 0.4427645206451416
- ],
- [
- 0.31058406829833984,
- 0.2676277756690979,
- 0.42178818583488464
- ],
- [
- 0.30451396107673645,
- 0.270537406206131,
- 0.42494866251945496
- ],
- [
- 0.30533090233802795,
- 0.26968181133270264,
- 0.4249872863292694
- ],
- [
- 0.30559784173965454,
- 0.26200374960899353,
- 0.43239837884902954
- ],
- [
- 0.30346107482910156,
- 0.258309930562973,
- 0.438228964805603
- ],
- [
- 0.3153536021709442,
- 0.2629656195640564,
- 0.421680748462677
- ],
- [
- 0.31310322880744934,
- 0.2705264389514923,
- 0.41637033224105835
- ],
- [
- 0.30561190843582153,
- 0.268335223197937,
- 0.42605283856391907
- ],
- [
- 0.31430521607398987,
- 0.2783298194408417,
- 0.40736502408981323
- ],
- [
- 0.307454377412796,
- 0.26184728741645813,
- 0.43069836497306824
- ],
- [
- 0.3110523223876953,
- 0.275924950838089,
- 0.4130226969718933
- ],
- [
- 0.30274584889411926,
- 0.2580240070819855,
- 0.43923020362854004
- ],
- [
- 0.30142804980278015,
- 0.25920864939689636,
- 0.43936336040496826
- ],
- [
- 0.305351585149765,
- 0.25897151231765747,
- 0.4356768727302551
- ],
- [
- 0.30801352858543396,
- 0.26980578899383545,
- 0.4221806824207306
- ],
- [
- 0.3109542429447174,
- 0.2809315323829651,
- 0.4081141948699951
- ],
- [
- 0.30786070227622986,
- 0.26352810859680176,
- 0.42861124873161316
- ],
- [
- 0.3084365427494049,
- 0.26345428824424744,
- 0.42810919880867004
- ],
- [
- 0.3081333041191101,
- 0.2601141631603241,
- 0.431752473115921
- ],
- [
- 0.3061281740665436,
- 0.2662574350833893,
- 0.4276144206523895
- ],
- [
- 0.30510973930358887,
- 0.2591572105884552,
- 0.4357330799102783
- ],
- [
- 0.30337074398994446,
- 0.26704198122024536,
- 0.42958730459213257
- ],
- [
- 0.3074008822441101,
- 0.2649642527103424,
- 0.4276348352432251
- ],
- [
- 0.3208828270435333,
- 0.26952266693115234,
- 0.40959447622299194
- ],
- [
- 0.3198268413543701,
- 0.26822924613952637,
- 0.4119439423084259
- ],
- [
- 0.32492929697036743,
- 0.26740679144859314,
- 0.40766391158103943
- ],
- [
- 0.3175393342971802,
- 0.2642245888710022,
- 0.41823598742485046
- ],
- [
- 0.30133113265037537,
- 0.26314324140548706,
- 0.43552568554878235
- ],
- [
- 0.3131498098373413,
- 0.2733291685581207,
- 0.41352102160453796
- ],
- [
- 0.3051753044128418,
- 0.26650726795196533,
- 0.42831742763519287
- ],
- [
- 0.3060658276081085,
- 0.26498571038246155,
- 0.42894846200942993
- ],
- [
- 0.30555811524391174,
- 0.26506316661834717,
- 0.4293786883354187
- ],
- [
- 0.32373350858688354,
- 0.2664750814437866,
- 0.4097914397716522
- ],
- [
- 0.3079107105731964,
- 0.27789580821990967,
- 0.4141935110092163
- ],
- [
- 0.33040598034858704,
- 0.2725030481815338,
- 0.39709097146987915
- ],
- [
- 0.31000542640686035,
- 0.26513737440109253,
- 0.4248572289943695
- ],
- [
- 0.3193601071834564,
- 0.27759313583374023,
- 0.40304678678512573
- ],
- [
- 0.30346301198005676,
- 0.26198577880859375,
- 0.4345512092113495
- ],
- [
- 0.3182131052017212,
- 0.27128663659095764,
- 0.4105002284049988
- ],
- [
- 0.33416879177093506,
- 0.26681774854660034,
- 0.399013489484787
- ],
- [
- 0.3068411350250244,
- 0.26709726452827454,
- 0.4260616600513458
- ],
- [
- 0.33031827211380005,
- 0.26937243342399597,
- 0.400309294462204
- ],
- [
- 0.31086236238479614,
- 0.26886463165283203,
- 0.42027297616004944
- ],
- [
- 0.32209450006484985,
- 0.2680931091308594,
- 0.4098123610019684
- ],
- [
- 0.30548107624053955,
- 0.26380670070648193,
- 0.4307122230529785
- ],
- [
- 0.3084432780742645,
- 0.2677218019962311,
- 0.423834890127182
- ],
- [
- 0.3010537922382355,
- 0.2612248957157135,
- 0.43772128224372864
- ],
- [
- 0.30713579058647156,
- 0.26537492871284485,
- 0.4274892508983612
- ],
- [
- 0.3042013645172119,
- 0.26403331756591797,
- 0.4317653179168701
- ],
- [
- 0.3198586106300354,
- 0.26626652479171753,
- 0.41387486457824707
- ],
- [
- 0.3121587634086609,
- 0.2680797278881073,
- 0.4197614789009094
- ],
- [
- 0.3177639842033386,
- 0.26640090346336365,
- 0.4158351719379425
- ],
- [
- 0.3151736557483673,
- 0.27653029561042786,
- 0.40829604864120483
- ],
- [
- 0.3068219721317291,
- 0.2701321244239807,
- 0.4230458736419678
- ],
- [
- 0.29978591203689575,
- 0.25761035084724426,
- 0.44260379672050476
- ],
- [
- 0.3168798089027405,
- 0.26532384753227234,
- 0.4177963137626648
- ],
- [
- 0.3228106200695038,
- 0.2688470184803009,
- 0.4083423912525177
- ],
- [
- 0.3155139982700348,
- 0.269830584526062,
- 0.4146554470062256
- ],
- [
- 0.3345581591129303,
- 0.2702496349811554,
- 0.3951922059059143
- ],
- [
- 0.30997517704963684,
- 0.26620715856552124,
- 0.42381763458251953
- ],
- [
- 0.31997931003570557,
- 0.26554247736930847,
- 0.41447821259498596
- ],
- [
- 0.30899104475975037,
- 0.26682543754577637,
- 0.42418354749679565
- ],
- [
- 0.3189978301525116,
- 0.2695659101009369,
- 0.4114362895488739
- ],
- [
- 0.3089173436164856,
- 0.26408037543296814,
- 0.4270022511482239
- ],
- [
- 0.32114797830581665,
- 0.26511695981025696,
- 0.4137350916862488
- ],
- [
- 0.3100159764289856,
- 0.26602494716644287,
- 0.42395907640457153
- ],
- [
- 0.3138783574104309,
- 0.26606836915016174,
- 0.4200532138347626
- ],
- [
- 0.303737074136734,
- 0.2616591453552246,
- 0.434603750705719
- ],
- [
- 0.3019508123397827,
- 0.25929689407348633,
- 0.43875229358673096
- ],
- [
- 0.31134533882141113,
- 0.26977774500846863,
- 0.41887688636779785
- ],
- [
- 0.30687305331230164,
- 0.2707437574863434,
- 0.422383189201355
- ],
- [
- 0.34270501136779785,
- 0.2665007412433624,
- 0.3907942473888397
- ],
- [
- 0.3153343200683594,
- 0.27163225412368774,
- 0.41303345561027527
- ],
- [
- 0.31463271379470825,
- 0.2722056806087494,
- 0.41316157579421997
- ],
- [
- 0.32545626163482666,
- 0.26811477541923523,
- 0.4064289331436157
- ],
- [
- 0.32116496562957764,
- 0.26902467012405396,
- 0.409810334444046
- ],
- [
- 0.30862554907798767,
- 0.2761959135532379,
- 0.41517847776412964
- ],
- [
- 0.3131198585033417,
- 0.2681114077568054,
- 0.4187687337398529
- ],
- [
- 0.3090015947818756,
- 0.26585593819618225,
- 0.4251424968242645
- ],
- [
- 0.30941733717918396,
- 0.2722790539264679,
- 0.41830360889434814
- ],
- [
- 0.32524800300598145,
- 0.31025683879852295,
- 0.3644952178001404
- ],
- [
- 0.3204421401023865,
- 0.2621908485889435,
- 0.41736701130867004
- ],
- [
- 0.31723934412002563,
- 0.2660518288612366,
- 0.4167087972164154
- ],
- [
- 0.3137023150920868,
- 0.2669464647769928,
- 0.419351190328598
- ],
- [
- 0.3085237443447113,
- 0.2706618309020996,
- 0.4208144247531891
- ],
- [
- 0.3306116461753845,
- 0.2674080729484558,
- 0.4019802510738373
- ],
- [
- 0.30769285559654236,
- 0.27050745487213135,
- 0.4217996895313263
- ],
- [
- 0.3192599415779114,
- 0.26768434047698975,
- 0.4130557179450989
- ],
- [
- 0.3279280364513397,
- 0.2898523509502411,
- 0.3822196424007416
- ],
- [
- 0.31427469849586487,
- 0.26752525568008423,
- 0.4182000458240509
- ],
- [
- 0.3049515187740326,
- 0.26824402809143066,
- 0.42680448293685913
- ],
- [
- 0.3182542026042938,
- 0.2647026479244232,
- 0.41704311966896057
- ],
- [
- 0.320796400308609,
- 0.26930439472198486,
- 0.40989917516708374
- ],
- [
- 0.31003907322883606,
- 0.2689981460571289,
- 0.42096278071403503
- ],
- [
- 0.30053064227104187,
- 0.2574267089366913,
- 0.44204264879226685
- ],
- [
- 0.309773325920105,
- 0.2624090313911438,
- 0.4278176426887512
- ],
- [
- 0.3051762282848358,
- 0.2613767981529236,
- 0.4334470331668854
- ],
- [
- 0.30893170833587646,
- 0.27276545763015747,
- 0.41830286383628845
- ],
- [
- 0.3151955008506775,
- 0.2706984281539917,
- 0.4141061007976532
- ],
- [
- 0.30675384402275085,
- 0.265058308839798,
- 0.42818787693977356
- ],
- [
- 0.3159369230270386,
- 0.2697056531906128,
- 0.41435742378234863
- ],
- [
- 0.32119297981262207,
- 0.2688104212284088,
- 0.40999656915664673
- ],
- [
- 0.30834221839904785,
- 0.2635388672351837,
- 0.42811891436576843
- ],
- [
- 0.31426554918289185,
- 0.2688785791397095,
- 0.41685590147972107
- ],
- [
- 0.3072235882282257,
- 0.26227009296417236,
- 0.4305063784122467
- ],
- [
- 0.3114877939224243,
- 0.268349826335907,
- 0.4201623797416687
- ],
- [
- 0.3083108365535736,
- 0.2696421146392822,
- 0.4220470190048218
- ],
- [
- 0.3107966184616089,
- 0.2716081440448761,
- 0.4175952672958374
- ],
- [
- 0.3076229393482208,
- 0.2625507116317749,
- 0.4298263192176819
- ],
- [
- 0.3206953704357147,
- 0.2852208912372589,
- 0.39408376812934875
- ],
- [
- 0.3122718036174774,
- 0.26909151673316956,
- 0.4186367392539978
- ],
- [
- 0.3280956745147705,
- 0.26465827226638794,
- 0.4072459936141968
- ],
- [
- 0.3329694867134094,
- 0.27028143405914307,
- 0.3967491388320923
- ],
- [
- 0.3090248107910156,
- 0.2741168439388275,
- 0.41685837507247925
- ],
- [
- 0.3270832300186157,
- 0.26880744099617004,
- 0.40410932898521423
- ],
- [
- 0.3064338266849518,
- 0.2635648250579834,
- 0.43000128865242004
- ],
- [
- 0.3313497006893158,
- 0.26440903544425964,
- 0.4042412340641022
- ],
- [
- 0.32109248638153076,
- 0.2668223977088928,
- 0.4120851159095764
- ],
- [
- 0.31685301661491394,
- 0.2697656452655792,
- 0.4133813977241516
- ],
- [
- 0.3034021556377411,
- 0.2651430070400238,
- 0.4314548373222351
- ],
- [
- 0.3222673237323761,
- 0.2688958942890167,
- 0.40883687138557434
- ],
- [
- 0.3060990273952484,
- 0.26927563548088074,
- 0.42462533712387085
- ],
- [
- 0.3063269853591919,
- 0.2604864835739136,
- 0.43318650126457214
- ],
- [
- 0.31763726472854614,
- 0.26761576533317566,
- 0.4147469997406006
- ],
- [
- 0.3176720142364502,
- 0.26601091027259827,
- 0.41631701588630676
- ],
- [
- 0.3179763853549957,
- 0.27258238196372986,
- 0.4094412624835968
- ],
- [
- 0.3210701048374176,
- 0.27120861411094666,
- 0.40772125124931335
- ],
- [
- 0.3281856179237366,
- 0.2884422242641449,
- 0.3833721876144409
- ],
- [
- 0.31036993861198425,
- 0.2710619866847992,
- 0.41856807470321655
- ],
- [
- 0.3187180161476135,
- 0.26549261808395386,
- 0.4157893657684326
- ],
- [
- 0.33028680086135864,
- 0.2708090543746948,
- 0.39890414476394653
- ],
- [
- 0.30719152092933655,
- 0.25997796654701233,
- 0.43283048272132874
- ],
- [
- 0.3126133382320404,
- 0.2687758207321167,
- 0.4186108410358429
- ],
- [
- 0.3068144619464874,
- 0.2696222960948944,
- 0.4235631823539734
- ],
- [
- 0.3108985722064972,
- 0.27128705382347107,
- 0.4178144335746765
- ],
- [
- 0.29997938871383667,
- 0.25656256079673767,
- 0.44345808029174805
- ],
- [
- 0.3003670871257782,
- 0.2582642436027527,
- 0.44136863946914673
- ],
- [
- 0.3108135461807251,
- 0.27191656827926636,
- 0.41726991534233093
- ],
- [
- 0.30872297286987305,
- 0.2794252038002014,
- 0.41185182332992554
- ],
- [
- 0.3066796660423279,
- 0.2676856517791748,
- 0.4256347119808197
- ],
- [
- 0.3073292374610901,
- 0.2729242444038391,
- 0.4197465479373932
- ],
- [
- 0.30846819281578064,
- 0.2697969377040863,
- 0.42173483967781067
- ],
- [
- 0.31137174367904663,
- 0.26923510432243347,
- 0.4193931519985199
- ],
- [
- 0.30530741810798645,
- 0.26730382442474365,
- 0.4273887276649475
- ],
- [
- 0.3005823493003845,
- 0.25841978192329407,
- 0.4409978985786438
- ],
- [
- 0.30856990814208984,
- 0.27213215827941895,
- 0.4192979335784912
- ],
- [
- 0.30514633655548096,
- 0.26236042380332947,
- 0.4324932098388672
- ],
- [
- 0.31306883692741394,
- 0.2669556438922882,
- 0.41997548937797546
- ],
- [
- 0.31673455238342285,
- 0.26417380571365356,
- 0.41909170150756836
- ],
- [
- 0.3211798667907715,
- 0.2616962492465973,
- 0.4171238839626312
- ],
- [
- 0.31505870819091797,
- 0.26620668172836304,
- 0.4187346398830414
- ],
- [
- 0.31334519386291504,
- 0.2728043794631958,
- 0.4138503670692444
- ],
- [
- 0.3225318491458893,
- 0.2735983729362488,
- 0.40386977791786194
- ],
- [
- 0.3151249289512634,
- 0.2667115330696106,
- 0.4181634783744812
- ],
- [
- 0.33289623260498047,
- 0.2659495174884796,
- 0.4011542797088623
- ],
- [
- 0.31651806831359863,
- 0.2641047239303589,
- 0.41937729716300964
- ],
- [
- 0.30999335646629333,
- 0.2655988037586212,
- 0.42440786957740784
- ],
- [
- 0.31355947256088257,
- 0.27676287293434143,
- 0.409677654504776
- ],
- [
- 0.31289350986480713,
- 0.2650105953216553,
- 0.4220958948135376
- ],
- [
- 0.3177407681941986,
- 0.2690183222293854,
- 0.41324087977409363
- ],
- [
- 0.30274391174316406,
- 0.25632941722869873,
- 0.440926730632782
- ],
- [
- 0.31470656394958496,
- 0.2671387195587158,
- 0.41815468668937683
- ],
- [
- 0.3222196698188782,
- 0.2718784511089325,
- 0.40590187907218933
- ],
- [
- 0.3300307095050812,
- 0.26775312423706055,
- 0.40221619606018066
- ],
- [
- 0.31588220596313477,
- 0.2652113139629364,
- 0.41890648007392883
- ],
- [
- 0.32235217094421387,
- 0.26617223024368286,
- 0.41147559881210327
- ],
- [
- 0.3106209933757782,
- 0.278135746717453,
- 0.4112432897090912
- ],
- [
- 0.30084657669067383,
- 0.2608465254306793,
- 0.43830692768096924
- ],
- [
- 0.32217973470687866,
- 0.2682374119758606,
- 0.40958288311958313
- ],
- [
- 0.3147556781768799,
- 0.2773243188858032,
- 0.4079200029373169
- ],
- [
- 0.3046095669269562,
- 0.27008068561553955,
- 0.4253097176551819
- ],
- [
- 0.33431512117385864,
- 0.2693495750427246,
- 0.396335244178772
- ],
- [
- 0.32260066270828247,
- 0.272585928440094,
- 0.4048134684562683
- ],
- [
- 0.3124454915523529,
- 0.26861754059791565,
- 0.41893696784973145
- ],
- [
- 0.31366994976997375,
- 0.2716602683067322,
- 0.41466978192329407
- ],
- [
- 0.33406293392181396,
- 0.2688366770744324,
- 0.39710041880607605
- ],
- [
- 0.3136119544506073,
- 0.26512211561203003,
- 0.42126592993736267
- ],
- [
- 0.30579474568367004,
- 0.2713998854160309,
- 0.42280545830726624
- ],
- [
- 0.3306726813316345,
- 0.26835232973098755,
- 0.4009750187397003
- ],
- [
- 0.31333234906196594,
- 0.26682212948799133,
- 0.41984546184539795
- ],
- [
- 0.3009106516838074,
- 0.2606675326824188,
- 0.4384218156337738
- ],
- [
- 0.31622207164764404,
- 0.271098792552948,
- 0.41267910599708557
- ],
- [
- 0.3255620002746582,
- 0.2617549002170563,
- 0.41268303990364075
- ],
- [
- 0.3201005458831787,
- 0.267785906791687,
- 0.41211357712745667
- ],
- [
- 0.31202685832977295,
- 0.26540428400039673,
- 0.4225688576698303
- ],
- [
- 0.31264597177505493,
- 0.2694295346736908,
- 0.41792452335357666
- ],
- [
- 0.31757882237434387,
- 0.27221763134002686,
- 0.41020357608795166
- ],
- [
- 0.30967462062835693,
- 0.2705460786819458,
- 0.4197792708873749
- ],
- [
- 0.31621405482292175,
- 0.26630789041519165,
- 0.4174780547618866
- ],
- [
- 0.32906559109687805,
- 0.2676960527896881,
- 0.40323835611343384
- ],
- [
- 0.3363478481769562,
- 0.26117804646492004,
- 0.40247413516044617
- ],
- [
- 0.3045779764652252,
- 0.26520171761512756,
- 0.4302203357219696
- ],
- [
- 0.3146213889122009,
- 0.267109215259552,
- 0.4182693660259247
- ],
- [
- 0.3178431987762451,
- 0.26277104020118713,
- 0.41938579082489014
- ],
- [
- 0.3336517810821533,
- 0.26526448130607605,
- 0.40108373761177063
- ]
- ],
- "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
- }
- }
- }
- },
- "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": 16,
- "learning_rate": 0.001,
- "num_epochs": 2,
- "early_stopping_patience": 5,
- "optimizer": "AdamW",
- "scheduler_type": "cosine",
- "weight_decay": 0.0001,
- "gradient_clip_norm": 1.0,
- "use_mixed_precision": true
- }
- }
- }
|