123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380138113821383138413851386138713881389139013911392139313941395139613971398139914001401140214031404140514061407140814091410141114121413141414151416141714181419142014211422142314241425142614271428142914301431143214331434143514361437143814391440144114421443144414451446144714481449145014511452145314541455145614571458145914601461146214631464146514661467146814691470147114721473147414751476147714781479148014811482148314841485148614871488148914901491149214931494149514961497149814991500150115021503150415051506150715081509151015111512151315141515151615171518151915201521152215231524152515261527152815291530153115321533153415351536153715381539154015411542154315441545154615471548154915501551155215531554155515561557155815591560156115621563156415651566156715681569157015711572157315741575157615771578157915801581158215831584158515861587158815891590159115921593159415951596159715981599160016011602160316041605160616071608160916101611161216131614161516161617161816191620162116221623162416251626162716281629163016311632163316341635163616371638163916401641164216431644164516461647164816491650165116521653165416551656165716581659166016611662166316641665166616671668166916701671167216731674167516761677167816791680168116821683168416851686168716881689169016911692169316941695169616971698169917001701170217031704170517061707170817091710171117121713171417151716171717181719172017211722172317241725172617271728172917301731173217331734173517361737173817391740174117421743174417451746174717481749175017511752175317541755175617571758175917601761176217631764176517661767176817691770177117721773177417751776177717781779178017811782178317841785178617871788178917901791179217931794179517961797179817991800180118021803180418051806180718081809181018111812181318141815181618171818181918201821182218231824182518261827182818291830183118321833183418351836183718381839184018411842184318441845184618471848184918501851185218531854185518561857185818591860186118621863186418651866186718681869187018711872187318741875187618771878187918801881188218831884188518861887188818891890189118921893189418951896189718981899190019011902190319041905190619071908190919101911191219131914191519161917191819191920192119221923192419251926192719281929193019311932193319341935193619371938193919401941194219431944194519461947194819491950195119521953195419551956195719581959196019611962196319641965196619671968196919701971197219731974197519761977197819791980198119821983198419851986198719881989199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202320242025202620272028202920302031203220332034203520362037203820392040204120422043204420452046204720482049205020512052205320542055205620572058205920602061206220632064206520662067206820692070207120722073207420752076207720782079208020812082208320842085208620872088208920902091209220932094209520962097209820992100210121022103210421052106210721082109211021112112211321142115211621172118211921202121212221232124212521262127212821292130213121322133213421352136213721382139214021412142214321442145214621472148214921502151215221532154215521562157215821592160216121622163216421652166216721682169217021712172217321742175217621772178217921802181218221832184218521862187218821892190219121922193219421952196219721982199220022012202220322042205220622072208220922102211221222132214221522162217221822192220222122222223222422252226222722282229223022312232223322342235223622372238223922402241224222432244224522462247224822492250225122522253225422552256225722582259226022612262226322642265226622672268226922702271227222732274227522762277227822792280228122822283228422852286228722882289229022912292229322942295229622972298229923002301230223032304230523062307230823092310231123122313231423152316231723182319232023212322232323242325232623272328232923302331233223332334233523362337233823392340234123422343234423452346234723482349235023512352235323542355235623572358235923602361236223632364236523662367236823692370237123722373237423752376237723782379238023812382238323842385238623872388238923902391239223932394239523962397239823992400240124022403240424052406240724082409241024112412241324142415241624172418241924202421242224232424242524262427242824292430243124322433243424352436243724382439244024412442244324442445244624472448244924502451245224532454245524562457245824592460246124622463246424652466246724682469247024712472247324742475247624772478247924802481248224832484248524862487248824892490249124922493249424952496249724982499250025012502250325042505250625072508250925102511251225132514251525162517251825192520252125222523252425252526252725282529253025312532253325342535253625372538253925402541254225432544254525462547254825492550255125522553255425552556255725582559256025612562256325642565256625672568256925702571257225732574257525762577257825792580258125822583258425852586258725882589259025912592259325942595259625972598259926002601260226032604260526062607260826092610261126122613261426152616261726182619262026212622262326242625262626272628262926302631263226332634263526362637263826392640264126422643264426452646264726482649265026512652265326542655265626572658265926602661266226632664266526662667266826692670267126722673267426752676267726782679268026812682268326842685268626872688268926902691269226932694269526962697269826992700270127022703270427052706270727082709271027112712271327142715271627172718271927202721272227232724272527262727272827292730273127322733273427352736273727382739274027412742274327442745274627472748274927502751275227532754275527562757275827592760276127622763276427652766276727682769277027712772277327742775277627772778277927802781278227832784278527862787278827892790279127922793279427952796279727982799280028012802280328042805280628072808280928102811281228132814281528162817281828192820282128222823282428252826282728282829283028312832283328342835283628372838283928402841284228432844284528462847284828492850285128522853285428552856285728582859286028612862286328642865286628672868286928702871287228732874287528762877287828792880288128822883288428852886288728882889289028912892289328942895289628972898289929002901290229032904290529062907290829092910291129122913291429152916291729182919292029212922292329242925292629272928292929302931293229332934293529362937293829392940294129422943294429452946294729482949295029512952295329542955295629572958295929602961296229632964296529662967296829692970297129722973297429752976297729782979298029812982298329842985298629872988298929902991299229932994299529962997299829993000300130023003300430053006300730083009301030113012301330143015301630173018301930203021302230233024302530263027302830293030303130323033303430353036303730383039304030413042304330443045304630473048304930503051305230533054305530563057305830593060306130623063306430653066306730683069307030713072307330743075307630773078307930803081308230833084308530863087308830893090309130923093309430953096309730983099310031013102310331043105310631073108310931103111311231133114311531163117311831193120312131223123312431253126312731283129313031313132313331343135313631373138313931403141314231433144314531463147314831493150315131523153315431553156315731583159316031613162316331643165316631673168316931703171317231733174317531763177317831793180318131823183318431853186318731883189319031913192319331943195319631973198319932003201320232033204320532063207320832093210321132123213321432153216321732183219322032213222322332243225322632273228322932303231323232333234323532363237323832393240324132423243324432453246324732483249325032513252325332543255325632573258325932603261326232633264326532663267326832693270327132723273327432753276327732783279328032813282328332843285328632873288328932903291329232933294329532963297329832993300330133023303330433053306330733083309331033113312331333143315331633173318331933203321332233233324332533263327332833293330333133323333333433353336333733383339334033413342334333443345334633473348334933503351335233533354335533563357335833593360336133623363336433653366336733683369337033713372337333743375337633773378337933803381338233833384338533863387338833893390339133923393339433953396339733983399340034013402340334043405340634073408340934103411341234133414341534163417341834193420342134223423342434253426342734283429343034313432343334343435343634373438343934403441344234433444344534463447344834493450345134523453345434553456345734583459346034613462346334643465346634673468346934703471347234733474347534763477347834793480348134823483348434853486348734883489349034913492349334943495349634973498349935003501350235033504350535063507350835093510351135123513351435153516351735183519352035213522352335243525352635273528352935303531353235333534353535363537353835393540354135423543354435453546354735483549355035513552355335543555355635573558355935603561356235633564356535663567356835693570357135723573357435753576357735783579358035813582358335843585358635873588358935903591359235933594359535963597359835993600360136023603360436053606360736083609361036113612361336143615361636173618361936203621362236233624362536263627362836293630363136323633363436353636363736383639364036413642364336443645364636473648364936503651365236533654365536563657365836593660366136623663366436653666366736683669367036713672367336743675367636773678367936803681368236833684368536863687368836893690369136923693369436953696369736983699370037013702370337043705370637073708370937103711371237133714371537163717371837193720372137223723372437253726372737283729373037313732373337343735373637373738373937403741374237433744374537463747374837493750375137523753375437553756375737583759376037613762376337643765376637673768376937703771377237733774377537763777377837793780378137823783378437853786378737883789379037913792379337943795379637973798379938003801380238033804380538063807380838093810381138123813381438153816381738183819382038213822382338243825382638273828382938303831383238333834383538363837383838393840384138423843384438453846384738483849385038513852385338543855385638573858385938603861386238633864386538663867386838693870387138723873387438753876387738783879388038813882388338843885388638873888388938903891389238933894389538963897389838993900390139023903390439053906390739083909391039113912391339143915391639173918391939203921392239233924392539263927392839293930393139323933393439353936393739383939394039413942394339443945394639473948394939503951395239533954395539563957395839593960396139623963396439653966396739683969397039713972397339743975397639773978397939803981398239833984398539863987398839893990399139923993399439953996399739983999400040014002400340044005400640074008400940104011401240134014401540164017401840194020402140224023402440254026402740284029403040314032403340344035403640374038403940404041404240434044404540464047404840494050405140524053405440554056405740584059406040614062406340644065406640674068406940704071407240734074407540764077407840794080408140824083408440854086408740884089409040914092409340944095409640974098409941004101410241034104410541064107410841094110411141124113411441154116411741184119412041214122412341244125412641274128412941304131413241334134413541364137413841394140414141424143414441454146414741484149415041514152415341544155415641574158415941604161416241634164416541664167416841694170417141724173417441754176417741784179418041814182418341844185418641874188418941904191419241934194419541964197419841994200420142024203420442054206420742084209421042114212421342144215421642174218421942204221422242234224422542264227422842294230423142324233423442354236423742384239424042414242424342444245424642474248424942504251425242534254425542564257425842594260426142624263426442654266426742684269427042714272427342744275427642774278427942804281428242834284428542864287428842894290429142924293429442954296429742984299430043014302430343044305430643074308430943104311431243134314431543164317431843194320432143224323432443254326432743284329433043314332433343344335433643374338433943404341434243434344434543464347434843494350435143524353435443554356435743584359436043614362436343644365436643674368436943704371437243734374437543764377437843794380438143824383438443854386438743884389439043914392439343944395 |
- {
- "cells": [
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "cd8aaf96",
- "metadata": {},
- "outputs": [],
- "source": [
- "!pip install pandas tqdm"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "26bd5e25",
- "metadata": {
- "scrolled": true
- },
- "outputs": [],
- "source": [
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 55,
- "id": "b753e6b8",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:41, 1.43it/s] \n",
- "Positive: 1234\n",
- "Negative: 633\n",
- "AUC: 0.8797024225483345\n"
- ]
- }
- ],
- "source": [
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/20220216T154306Z.AZHL\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "3246460b",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC\n",
- "# res : 32\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 32"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "8a953a39",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC\n",
- "# res : 128\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 128"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "12c15b33",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC\n",
- "# res : 224\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 224"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "08ba15b4",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC\n",
- "# res : 256\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 256"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "3cf25ec3",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "73b9d9d3",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_Grayscale\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_grayscale\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "ce16353c",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_no_red\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_no_red\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "959ab837",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_no_green\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_no_green\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "879beb46",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_no_blue\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_no_blue\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "6d545dce",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_red_only\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_red_only\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "25480226",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_green_only\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_green_only\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "a064d169",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC_blue_only\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_blue_only\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "8d53828a",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Namespace(batch_size=32, dataroot='/home/feoktistovar67431/data/isbi2019/CNMC', device='cuda', epochs=100, out='results/20220221T191207Z.OEHG', res=450, seed=30042022)\n",
- "Model parameters: 25512945\n",
- "Trainset length: 10625\n",
- "Validset length: 1867\n",
- "class_weights = tensor([0.3156, 0.6844], device='cuda:0')\n",
- "/home/feoktistovar67431/.local/lib/python3.6/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
- " _warn_prf(average, modifier, msg_start, len(result))\n",
- "epoch=0 f1=0.1789\n",
- "WARNING:root:NaN or Inf found in input tensor.\n",
- "Epoch: 0%| | 0/100 [00:00<?, ?it/s]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:134: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`. Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n",
- " \"https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\", UserWarning)\n",
- "/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:03<18:01, 3.27s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:03<09:19, 1.70s/it]\u001b[A\n",
- " 1%|▍ | 3/332 [00:04<06:30, 1.19s/it]\u001b[A\n",
- " 1%|▌ | 4/332 [00:05<05:10, 1.06it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:05<04:26, 1.23it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:06<03:59, 1.36it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:06<03:42, 1.46it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:07<03:31, 1.54it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:07<03:27, 1.55it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:08<03:20, 1.60it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:09<03:15, 1.64it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:09<03:12, 1.67it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:10<03:09, 1.68it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<03:08, 1.69it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:11<03:07, 1.69it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:12<03:06, 1.70it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:04, 1.71it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:13<03:03, 1.71it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:13<03:02, 1.72it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:14<03:01, 1.72it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:14<03:01, 1.72it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:15<03:00, 1.72it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:16<02:59, 1.72it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:16<02:58, 1.72it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:17<02:57, 1.73it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:17<02:57, 1.73it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:18<02:57, 1.72it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:19<02:56, 1.72it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:19<02:55, 1.72it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:20<02:55, 1.72it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:20<02:54, 1.72it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:21<02:53, 1.72it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:21<02:53, 1.72it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:22<02:53, 1.72it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:23<02:52, 1.72it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:23<02:51, 1.72it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:24<02:51, 1.72it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:24<02:50, 1.73it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:25<02:50, 1.72it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:25<02:49, 1.72it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:26<02:48, 1.73it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:27<02:48, 1.73it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:27<02:47, 1.73it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:28<02:46, 1.73it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:28<02:47, 1.72it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:29<02:46, 1.72it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:30<02:45, 1.72it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:30<02:44, 1.72it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:31<02:44, 1.72it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:31<02:43, 1.72it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:32<02:43, 1.71it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:32<02:44, 1.71it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:33<02:43, 1.71it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:34<02:42, 1.71it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:34<02:41, 1.72it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:35<02:40, 1.72it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:35<02:39, 1.72it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:36<02:40, 1.71it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:37<02:40, 1.70it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:37<02:39, 1.70it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:38<02:38, 1.71it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:38<02:37, 1.71it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:39<02:36, 1.72it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:39<02:35, 1.72it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:40<02:36, 1.71it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:41<02:35, 1.71it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:41<02:34, 1.71it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:42<02:33, 1.72it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:42<02:33, 1.72it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:43<02:32, 1.72it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:44<02:32, 1.71it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:44<02:33, 1.70it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:45<02:33, 1.69it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:45<02:33, 1.69it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:46<02:31, 1.70it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:47<02:30, 1.71it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [00:47<02:28, 1.71it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [00:48<02:28, 1.72it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [00:48<02:27, 1.71it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [00:49<02:27, 1.71it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [00:49<02:26, 1.71it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [00:50<02:25, 1.72it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [00:51<02:24, 1.72it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [00:51<02:24, 1.72it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [00:52<02:23, 1.72it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [00:52<02:23, 1.71it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [00:53<02:23, 1.71it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [00:53<02:22, 1.71it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [00:54<02:21, 1.72it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [00:55<02:20, 1.72it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [00:55<02:20, 1.72it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [00:56<02:19, 1.72it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [00:56<02:18, 1.72it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [00:57<02:18, 1.72it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [00:58<02:17, 1.72it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [00:58<02:16, 1.72it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [00:59<02:16, 1.72it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [00:59<02:16, 1.71it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:00<02:17, 1.70it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:00<02:15, 1.71it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:01<02:14, 1.71it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:02<02:13, 1.72it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:02<02:13, 1.72it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:03<02:12, 1.72it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:03<02:12, 1.71it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:04<02:13, 1.70it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:05<02:12, 1.70it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:05<02:11, 1.71it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:06<02:10, 1.71it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:06<02:09, 1.72it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:07<02:08, 1.72it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:07<02:08, 1.71it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:08<02:08, 1.70it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:09<02:08, 1.70it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:09<02:06, 1.71it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:10<02:06, 1.71it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:10<02:05, 1.71it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:11<02:05, 1.71it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:12<02:04, 1.71it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:12<02:04, 1.70it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:13<02:04, 1.70it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:13<02:03, 1.70it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:14<02:02, 1.70it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:15<02:02, 1.70it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:15<02:01, 1.70it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:16<02:01, 1.69it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:16<02:01, 1.69it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:17<02:01, 1.68it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:18<02:00, 1.68it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:18<01:59, 1.69it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:19<01:58, 1.70it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:19<01:58, 1.69it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:20<01:57, 1.70it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:20<01:56, 1.70it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:21<01:56, 1.69it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:22<01:55, 1.69it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:22<01:55, 1.69it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:23<01:55, 1.69it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:23<01:53, 1.70it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:24<01:55, 1.66it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:25<01:54, 1.66it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:25<01:53, 1.67it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:26<01:52, 1.67it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:26<01:52, 1.67it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:27<01:51, 1.68it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:28<01:50, 1.69it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:28<01:49, 1.68it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:29<01:49, 1.68it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:29<01:49, 1.67it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:30<01:49, 1.67it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:31<01:48, 1.68it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:31<01:48, 1.67it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:32<01:47, 1.66it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:32<01:46, 1.67it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:33<01:45, 1.67it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [01:34<01:45, 1.67it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [01:34<01:44, 1.67it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [01:35<01:44, 1.67it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [01:35<01:43, 1.67it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [01:36<01:43, 1.67it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [01:37<01:42, 1.67it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [01:37<01:41, 1.67it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [01:38<01:41, 1.66it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [01:38<01:41, 1.66it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [01:39<01:39, 1.68it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [01:40<01:38, 1.68it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [01:40<01:38, 1.68it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [01:41<01:38, 1.66it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [01:41<01:38, 1.65it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [01:42<01:37, 1.65it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 52%|█████████████████████ | 171/332 [01:43<01:36, 1.66it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [01:43<01:35, 1.67it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [01:44<01:35, 1.66it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [01:44<01:35, 1.65it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [01:45<01:34, 1.66it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [01:46<01:33, 1.67it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [01:47<02:23, 1.08it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [01:48<02:21, 1.09it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [01:49<02:06, 1.21it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [01:49<01:55, 1.31it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [01:50<01:47, 1.40it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [01:51<01:41, 1.47it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [01:51<01:37, 1.53it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [01:52<01:34, 1.57it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [01:52<01:32, 1.60it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [01:53<01:29, 1.63it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [01:54<01:40, 1.44it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [01:55<01:39, 1.44it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [01:55<01:36, 1.49it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [01:56<01:33, 1.53it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [01:56<01:30, 1.56it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [01:57<01:27, 1.60it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [01:58<01:25, 1.62it/s]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [01:58<01:24, 1.64it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [01:59<01:23, 1.64it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [01:59<01:22, 1.64it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:00<01:22, 1.65it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:01<01:20, 1.66it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:01<01:20, 1.65it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:02<01:21, 1.63it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:02<01:20, 1.63it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:03<01:19, 1.64it/s]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:04<01:18, 1.65it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:04<01:18, 1.63it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:05<01:17, 1.63it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:06<01:16, 1.64it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:06<01:16, 1.64it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:07<01:15, 1.64it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:07<01:15, 1.63it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:08<01:15, 1.62it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:09<01:14, 1.63it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:09<01:13, 1.63it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:10<01:13, 1.63it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:10<01:12, 1.63it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:11<01:12, 1.62it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:12<01:11, 1.62it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:12<01:10, 1.64it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:13<01:14, 1.53it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:14<01:13, 1.54it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:14<01:11, 1.56it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:15<01:10, 1.58it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:16<01:08, 1.60it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:16<01:08, 1.60it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:17<01:07, 1.61it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:17<01:05, 1.62it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:18<01:05, 1.63it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:19<01:04, 1.63it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:19<01:03, 1.63it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:20<01:03, 1.63it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:20<01:02, 1.63it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:21<01:01, 1.63it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:22<01:01, 1.63it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:22<01:00, 1.62it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [02:23<01:00, 1.63it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [02:24<00:59, 1.62it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [02:24<00:58, 1.63it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [02:25<00:58, 1.63it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [02:25<00:57, 1.63it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [02:26<00:56, 1.64it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [02:27<00:55, 1.65it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [02:27<00:55, 1.63it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [02:28<00:55, 1.63it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [02:28<00:55, 1.62it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [02:29<00:55, 1.59it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [02:30<00:54, 1.59it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [02:30<00:54, 1.58it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [02:31<00:53, 1.60it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [02:32<00:52, 1.60it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [02:32<00:51, 1.61it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [02:33<00:51, 1.59it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [02:33<00:50, 1.60it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [02:34<00:50, 1.58it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [02:35<00:49, 1.58it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [02:35<00:48, 1.60it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [02:36<00:48, 1.58it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [02:37<00:47, 1.59it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [02:37<00:46, 1.60it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [02:38<00:46, 1.60it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [02:38<00:45, 1.60it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [02:39<00:44, 1.61it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [02:40<00:44, 1.61it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [02:40<00:43, 1.61it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [02:41<00:42, 1.61it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [02:42<00:42, 1.61it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [02:42<00:41, 1.61it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [02:43<00:40, 1.61it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [02:43<00:40, 1.59it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [02:44<00:40, 1.60it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [02:45<00:39, 1.60it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [02:45<00:38, 1.61it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [02:46<00:38, 1.57it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [02:47<00:38, 1.57it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [02:47<00:37, 1.58it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [02:48<00:36, 1.60it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [02:48<00:35, 1.60it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [02:49<00:34, 1.61it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [02:50<00:34, 1.60it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [02:50<00:34, 1.58it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [02:51<00:33, 1.59it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [02:52<00:32, 1.59it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [02:52<00:32, 1.58it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [02:53<00:31, 1.60it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [02:54<00:30, 1.60it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [02:54<00:30, 1.59it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [02:55<00:29, 1.59it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [02:56<00:30, 1.51it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [02:56<00:29, 1.52it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [02:57<00:28, 1.55it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [02:57<00:28, 1.51it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [02:58<00:27, 1.52it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [02:59<00:26, 1.55it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:01<00:41, 1.03s/it]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:01<00:37, 1.04it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:02<00:32, 1.17it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:03<00:29, 1.27it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:03<00:26, 1.36it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:04<00:24, 1.42it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:05<00:23, 1.44it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:05<00:22, 1.49it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:06<00:20, 1.53it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:06<00:20, 1.54it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:07<00:19, 1.53it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:09<00:27, 1.07it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:10<00:26, 1.06it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:10<00:22, 1.18it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:11<00:20, 1.29it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:12<00:18, 1.37it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:12<00:16, 1.44it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:13<00:15, 1.49it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:14<00:15, 1.46it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [03:14<00:14, 1.49it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [03:15<00:13, 1.52it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [03:15<00:12, 1.55it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [03:16<00:11, 1.56it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [03:17<00:11, 1.52it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [03:17<00:10, 1.54it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [03:18<00:09, 1.56it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [03:19<00:09, 1.54it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [03:19<00:08, 1.56it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [03:20<00:07, 1.55it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [03:21<00:07, 1.55it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [03:21<00:06, 1.56it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [03:22<00:05, 1.56it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [03:22<00:05, 1.56it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [03:23<00:04, 1.59it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [03:24<00:03, 1.55it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [03:24<00:03, 1.53it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [03:25<00:02, 1.53it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [03:26<00:01, 1.55it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [03:26<00:01, 1.53it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [03:27<00:00, 1.45it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [03:28<00:00, 1.46it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<03:09, 3.26s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:04, 2.18s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:43, 1.84s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:07<01:31, 1.67s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:08<01:25, 1.58s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:10<01:26, 1.62s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:12<01:20, 1.55s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:13<01:18, 1.55s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:15<01:19, 1.58s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:16<01:15, 1.54s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:18<01:11, 1.50s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:21<01:42, 2.17s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:23<01:28, 1.92s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:24<01:20, 1.78s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:26<01:13, 1.67s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:27<01:08, 1.58s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:28<01:05, 1.55s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:30<01:01, 1.50s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:31<01:00, 1.50s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:33<00:57, 1.47s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:34<00:56, 1.49s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:36<00:55, 1.49s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:37<00:53, 1.49s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:39<00:51, 1.48s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:40<00:50, 1.49s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:42<00:50, 1.53s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:43<00:48, 1.50s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:47<01:05, 2.10s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:48<00:56, 1.88s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:49<00:50, 1.74s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 53%|██████████████████████▌ | 31/59 [00:51<00:46, 1.64s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:52<00:43, 1.63s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:54<00:40, 1.58s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [00:56<00:39, 1.60s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [00:57<00:37, 1.58s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [00:59<00:35, 1.53s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:00<00:32, 1.49s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:01<00:30, 1.47s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:03<00:30, 1.52s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:05<00:29, 1.57s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:06<00:28, 1.58s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:08<00:26, 1.58s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:09<00:25, 1.59s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:11<00:23, 1.56s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:12<00:21, 1.53s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:14<00:19, 1.49s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:15<00:18, 1.52s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:17<00:17, 1.56s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:19<00:15, 1.52s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:20<00:14, 1.58s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:22<00:12, 1.56s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:24<00:11, 1.63s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:25<00:09, 1.60s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:27<00:07, 1.57s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:28<00:06, 1.60s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:30<00:04, 1.61s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:32<00:03, 1.61s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:33<00:01, 1.61s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:34<00:00, 1.29s/it]\u001b[A\n",
- " \u001b[Aepoch=1 f1=0.7620\n",
- "New best model at 0.761968\n",
- "Epoch: 1%|▎ | 1/100 [05:02<8:19:36, 302.79s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<06:09, 1.12s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:01<04:56, 1.11it/s]\u001b[A\n",
- " 1%|▍ | 3/332 [00:02<04:29, 1.22it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<04:06, 1.33it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:03<03:55, 1.39it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:04<04:02, 1.35it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<03:51, 1.40it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<03:52, 1.39it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:06<03:44, 1.44it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:07<03:38, 1.48it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<03:35, 1.49it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:08<03:42, 1.44it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:09<03:39, 1.46it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<03:37, 1.46it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:10<03:44, 1.41it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:11<03:43, 1.41it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:45, 1.40it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:12<03:42, 1.41it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:13<03:42, 1.41it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:14<03:41, 1.41it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:15<03:33, 1.46it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:15<03:34, 1.44it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:16<03:29, 1.47it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:17<03:29, 1.47it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:17<03:35, 1.42it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:18<03:42, 1.38it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:19<03:38, 1.40it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:20<03:40, 1.38it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:20<03:45, 1.35it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:21<03:42, 1.36it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:22<03:48, 1.31it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:23<03:48, 1.31it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:23<03:38, 1.37it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:24<03:43, 1.33it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:25<03:50, 1.29it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:26<03:37, 1.36it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:26<03:33, 1.38it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:27<03:27, 1.42it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:28<03:26, 1.42it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:28<03:37, 1.34it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:29<03:42, 1.31it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:30<03:30, 1.37it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:33<06:18, 1.31s/it]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:33<05:29, 1.14s/it]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:34<04:43, 1.01it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:35<04:11, 1.14it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:35<03:54, 1.22it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:36<03:37, 1.30it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:37<03:26, 1.37it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:37<03:18, 1.42it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:38<03:15, 1.44it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:39<03:15, 1.43it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:39<03:21, 1.38it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:40<03:14, 1.43it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:41<03:12, 1.44it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:41<03:06, 1.48it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:42<03:06, 1.48it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:43<03:06, 1.47it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:44<03:15, 1.40it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:44<03:08, 1.45it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:45<03:07, 1.45it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:46<03:18, 1.36it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:46<03:15, 1.38it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:47<03:08, 1.42it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:48<03:02, 1.46it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:48<03:00, 1.48it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:49<02:56, 1.50it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:50<03:01, 1.46it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:51<03:12, 1.36it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:51<03:04, 1.42it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:52<03:09, 1.38it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:53<03:20, 1.30it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:54<03:13, 1.34it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:54<03:03, 1.40it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:55<02:58, 1.44it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:55<02:54, 1.47it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [00:56<03:00, 1.41it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [00:57<02:54, 1.46it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [00:58<02:56, 1.43it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [00:58<03:01, 1.38it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [00:59<03:09, 1.32it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:00<03:11, 1.30it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:01<03:05, 1.34it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:01<02:57, 1.40it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:02<02:51, 1.44it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:03<02:50, 1.44it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:04<03:01, 1.35it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:04<02:56, 1.39it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:05<02:51, 1.41it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:06<02:51, 1.41it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:07<03:08, 1.28it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:07<03:02, 1.31it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:08<02:57, 1.35it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:09<02:56, 1.35it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:09<02:48, 1.40it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:10<02:48, 1.40it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:11<02:49, 1.38it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:12<02:52, 1.36it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:12<02:51, 1.36it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:13<02:53, 1.34it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:14<02:53, 1.33it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:15<02:55, 1.31it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:15<02:48, 1.36it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:16<02:45, 1.38it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:17<02:44, 1.38it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:17<02:37, 1.44it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:18<02:36, 1.44it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:19<02:40, 1.39it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:20<03:00, 1.23it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:21<02:57, 1.25it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:21<02:46, 1.33it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:22<02:37, 1.40it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:23<02:37, 1.39it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:23<02:36, 1.39it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:24<02:40, 1.35it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:25<02:44, 1.31it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:26<02:45, 1.30it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:26<02:42, 1.32it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:27<02:37, 1.35it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:28<02:39, 1.33it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:29<02:39, 1.32it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:29<02:32, 1.38it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:30<02:28, 1.41it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:31<02:25, 1.43it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:31<02:30, 1.38it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:32<02:34, 1.33it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:33<02:42, 1.27it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:34<02:37, 1.29it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:35<02:32, 1.33it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:35<02:28, 1.36it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:36<02:28, 1.35it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:37<02:34, 1.29it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:38<02:28, 1.34it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:38<02:36, 1.27it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:39<02:31, 1.30it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:40<02:24, 1.36it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:41<02:21, 1.38it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:41<02:19, 1.39it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:42<02:14, 1.44it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:43<02:13, 1.44it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:43<02:13, 1.43it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:44<02:12, 1.44it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:45<02:15, 1.40it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:46<02:29, 1.26it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:46<02:24, 1.30it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:47<02:28, 1.25it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:48<02:27, 1.25it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:49<02:25, 1.26it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:50<02:36, 1.17it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:51<02:32, 1.19it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:52<02:35, 1.16it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:52<02:27, 1.22it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:53<02:19, 1.28it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:54<02:14, 1.32it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:56<03:41, 1.25s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 47%|███████████████████▎ | 156/332 [01:57<03:11, 1.09s/it]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [01:57<02:45, 1.06it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [01:58<02:28, 1.17it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [01:59<02:18, 1.25it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:00<02:16, 1.26it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:00<02:13, 1.28it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:01<02:05, 1.35it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:02<02:01, 1.39it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:02<02:01, 1.38it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:03<02:07, 1.31it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:04<02:05, 1.32it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:05<02:01, 1.36it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:05<01:59, 1.37it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:06<01:57, 1.39it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:07<01:58, 1.37it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:07<01:55, 1.39it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:08<02:01, 1.31it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:09<01:55, 1.38it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:10<02:01, 1.30it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:11<02:05, 1.25it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:11<02:02, 1.28it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:12<01:54, 1.35it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:15<03:24, 1.32s/it]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:16<02:56, 1.15s/it]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:16<02:30, 1.01it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:17<02:13, 1.13it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:17<02:01, 1.23it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:18<01:53, 1.31it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:19<01:57, 1.26it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:20<01:50, 1.34it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:20<01:47, 1.36it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:21<01:44, 1.38it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:22<01:43, 1.39it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:23<01:51, 1.29it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:23<01:49, 1.29it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:24<01:43, 1.37it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:26<02:29, 1.07s/it]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:27<02:19, 1.00s/it]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:27<02:02, 1.13it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:28<01:52, 1.21it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:29<01:44, 1.30it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:29<01:43, 1.30it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:30<01:38, 1.36it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:31<01:38, 1.35it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:32<01:36, 1.37it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:32<01:32, 1.42it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:35<02:52, 1.32s/it]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:36<02:27, 1.14s/it]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:36<02:06, 1.02it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:37<01:51, 1.14it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:38<01:42, 1.23it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:38<01:37, 1.28it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:39<01:33, 1.33it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:40<01:34, 1.30it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:40<01:29, 1.37it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:41<01:27, 1.38it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:42<01:26, 1.39it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:42<01:22, 1.44it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:43<01:20, 1.46it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:44<01:20, 1.46it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:45<01:20, 1.44it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:45<01:19, 1.45it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:46<01:22, 1.38it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:47<01:24, 1.34it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:48<01:24, 1.33it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:48<01:21, 1.36it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:49<01:20, 1.37it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:50<01:24, 1.29it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:51<01:21, 1.33it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:51<01:21, 1.31it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:52<01:17, 1.37it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:53<01:19, 1.32it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:54<01:18, 1.32it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:54<01:18, 1.32it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:55<01:15, 1.36it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:56<01:12, 1.39it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:57<01:13, 1.35it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:57<01:15, 1.30it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [02:58<01:12, 1.35it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [02:59<01:15, 1.28it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:00<01:10, 1.36it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:00<01:09, 1.37it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:01<01:13, 1.28it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:02<01:11, 1.30it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:03<01:07, 1.36it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:03<01:04, 1.41it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:04<01:02, 1.43it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:05<01:01, 1.45it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:05<01:00, 1.45it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:06<00:59, 1.46it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:07<00:59, 1.44it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:08<01:06, 1.28it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:08<01:06, 1.26it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:09<01:08, 1.21it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:10<01:04, 1.28it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:11<01:03, 1.27it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:12<01:03, 1.27it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:12<01:00, 1.31it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:13<00:59, 1.30it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:14<00:59, 1.29it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:15<00:58, 1.31it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:15<00:57, 1.31it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:16<00:59, 1.25it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:17<00:55, 1.32it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:18<00:52, 1.36it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:18<00:53, 1.33it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:19<00:51, 1.35it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:20<00:50, 1.38it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:21<00:49, 1.38it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:21<00:48, 1.37it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:22<00:52, 1.25it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:23<00:49, 1.32it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:24<00:47, 1.34it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:24<00:46, 1.35it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:25<00:50, 1.24it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:26<00:48, 1.26it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:27<00:48, 1.23it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:28<00:45, 1.30it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:28<00:43, 1.33it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:29<00:42, 1.34it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:30<00:42, 1.33it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:31<00:43, 1.26it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:31<00:40, 1.33it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:32<00:38, 1.36it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:33<00:37, 1.38it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:34<00:39, 1.29it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:34<00:39, 1.25it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:35<00:37, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:36<00:36, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:37<00:36, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:38<00:36, 1.26it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:38<00:35, 1.28it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:39<00:34, 1.28it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:40<00:35, 1.20it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:41<00:33, 1.25it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:42<00:34, 1.20it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:42<00:31, 1.28it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:43<00:29, 1.33it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:44<00:28, 1.36it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:45<00:28, 1.28it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:45<00:26, 1.35it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:46<00:26, 1.33it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:47<00:26, 1.27it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:48<00:25, 1.28it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:48<00:24, 1.32it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:49<00:23, 1.32it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:50<00:22, 1.36it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:51<00:21, 1.37it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:51<00:21, 1.30it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:52<00:20, 1.34it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:53<00:18, 1.39it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:53<00:17, 1.41it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:54<00:16, 1.43it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:55<00:19, 1.17it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:56<00:17, 1.24it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [03:57<00:15, 1.32it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [03:57<00:14, 1.36it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [03:58<00:13, 1.36it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [03:59<00:14, 1.26it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:00<00:13, 1.24it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:00<00:12, 1.32it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:01<00:12, 1.25it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:02<00:10, 1.34it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:03<00:09, 1.38it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:03<00:08, 1.35it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:04<00:08, 1.26it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:05<00:08, 1.24it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:06<00:06, 1.30it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:07<00:06, 1.25it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:07<00:05, 1.30it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:08<00:04, 1.34it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:09<00:03, 1.40it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:09<00:02, 1.43it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:11<00:02, 1.20it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:11<00:01, 1.26it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:12<00:00, 1.32it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:13<00:00, 1.35it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<03:11, 3.30s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:09, 2.28s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:47, 1.92s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:08<01:47, 1.96s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:10<01:45, 1.95s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:11<01:35, 1.80s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:13<01:30, 1.75s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:14<01:25, 1.67s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:17<01:37, 1.96s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:19<01:28, 1.82s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:20<01:27, 1.82s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:22<01:25, 1.82s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:24<01:19, 1.73s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:25<01:17, 1.72s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:27<01:13, 1.68s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 27%|███████████▋ | 16/59 [00:29<01:12, 1.68s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:30<01:07, 1.62s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:34<01:33, 2.28s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:36<01:24, 2.12s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:37<01:15, 1.93s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:39<01:08, 1.79s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:40<01:02, 1.68s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:42<00:57, 1.61s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:43<00:59, 1.69s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:45<00:56, 1.67s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:47<00:53, 1.62s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:50<01:11, 2.24s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:52<01:01, 1.99s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:53<00:55, 1.86s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:55<00:50, 1.73s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:56<00:46, 1.64s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:58<00:44, 1.67s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:59<00:42, 1.62s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [01:01<00:42, 1.72s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:03<00:39, 1.65s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:06<00:50, 2.19s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:08<00:42, 1.95s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:09<00:37, 1.79s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:11<00:34, 1.74s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:12<00:33, 1.75s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:14<00:31, 1.73s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:16<00:29, 1.71s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:17<00:26, 1.64s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:19<00:24, 1.65s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:21<00:23, 1.68s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:22<00:21, 1.69s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:24<00:20, 1.67s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:25<00:17, 1.61s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:29<00:22, 2.24s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:31<00:17, 1.98s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:32<00:15, 1.90s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:34<00:12, 1.75s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:37<00:13, 2.27s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:39<00:10, 2.00s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:40<00:07, 1.83s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:41<00:05, 1.72s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:43<00:03, 1.68s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:45<00:01, 1.67s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:45<00:00, 1.37s/it]\u001b[A\n",
- " \u001b[Aepoch=2 f1=0.8557\n",
- "New best model at 0.855660\n",
- "Epoch: 2%|▋ | 2/100 [11:02<9:09:12, 336.25s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<06:16, 1.14s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:01<04:34, 1.20it/s]\u001b[A\n",
- " 1%|▍ | 3/332 [00:02<04:06, 1.33it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<03:49, 1.43it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:03<03:47, 1.44it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:04<03:56, 1.38it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<04:11, 1.29it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<04:01, 1.34it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:06<03:49, 1.41it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:07<03:44, 1.43it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<03:44, 1.43it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:08<03:40, 1.45it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:09<03:38, 1.46it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<03:38, 1.46it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:10<03:39, 1.45it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:11<03:37, 1.45it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:43, 1.41it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:13<03:48, 1.37it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:13<03:48, 1.37it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:14<03:54, 1.33it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:15<03:50, 1.35it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:15<03:41, 1.40it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:16<03:41, 1.40it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:17<03:42, 1.39it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:18<03:52, 1.32it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:18<03:44, 1.36it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:19<03:45, 1.35it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:20<03:45, 1.35it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:21<03:44, 1.35it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:21<03:44, 1.35it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:22<03:41, 1.36it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:23<03:33, 1.41it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:23<03:30, 1.42it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:24<03:29, 1.42it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:25<03:28, 1.43it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:25<03:21, 1.47it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:26<03:20, 1.47it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:27<03:19, 1.48it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:28<03:20, 1.46it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:28<03:23, 1.44it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:29<03:19, 1.46it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:30<03:20, 1.44it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:30<03:26, 1.40it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:31<03:55, 1.22it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:32<03:51, 1.24it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:33<03:54, 1.22it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:34<03:41, 1.28it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:34<03:34, 1.33it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:35<03:26, 1.37it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:36<03:17, 1.43it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:36<03:18, 1.42it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:37<03:28, 1.34it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:38<03:32, 1.31it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:39<03:48, 1.21it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:40<03:40, 1.26it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:41<03:36, 1.28it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:41<03:29, 1.31it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:42<03:24, 1.34it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:43<03:28, 1.31it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:44<03:25, 1.32it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:44<03:20, 1.35it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:45<03:22, 1.33it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:46<03:34, 1.26it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:47<03:24, 1.31it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:47<03:14, 1.37it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:48<03:13, 1.37it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:49<03:17, 1.34it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:50<03:30, 1.25it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:50<03:22, 1.30it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:51<03:12, 1.36it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:52<03:27, 1.26it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:53<03:20, 1.30it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:53<03:20, 1.29it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:54<03:11, 1.35it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:55<03:24, 1.26it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:56<03:14, 1.31it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [00:57<03:16, 1.29it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [00:57<03:17, 1.29it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [00:58<03:27, 1.22it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [00:59<03:19, 1.26it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [01:00<03:06, 1.34it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:02<05:27, 1.31s/it]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:03<04:43, 1.14s/it]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:04<04:04, 1.02it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:04<03:42, 1.11it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:05<03:21, 1.22it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:07<05:28, 1.34s/it]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:08<04:42, 1.16s/it]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:09<04:01, 1.00it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:09<03:34, 1.13it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:10<03:14, 1.24it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:11<03:01, 1.32it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:11<02:53, 1.38it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:12<02:49, 1.40it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:13<02:42, 1.46it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:13<02:42, 1.45it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:14<02:39, 1.47it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:15<02:37, 1.48it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:15<02:44, 1.42it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:16<02:49, 1.37it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:17<02:45, 1.39it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:18<02:40, 1.44it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:18<02:41, 1.42it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:19<02:46, 1.37it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:20<02:38, 1.43it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:20<02:35, 1.45it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:21<02:38, 1.42it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:22<02:41, 1.39it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:23<02:35, 1.43it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:23<02:31, 1.46it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:24<02:28, 1.49it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:24<02:26, 1.50it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:25<02:28, 1.48it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:26<02:30, 1.45it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:27<02:44, 1.32it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:28<02:43, 1.32it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:28<02:39, 1.35it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:29<02:38, 1.35it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:30<02:41, 1.32it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:30<02:33, 1.38it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:31<02:34, 1.37it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:32<02:34, 1.36it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:33<02:37, 1.33it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:33<02:30, 1.38it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:34<02:25, 1.42it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:35<02:22, 1.45it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:35<02:25, 1.41it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:36<02:29, 1.36it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:37<02:32, 1.33it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:38<02:44, 1.23it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:39<02:37, 1.28it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:39<02:30, 1.33it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:40<02:25, 1.37it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:41<02:29, 1.33it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:42<02:37, 1.25it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:43<02:37, 1.24it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:43<02:29, 1.31it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:44<02:26, 1.32it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:45<02:20, 1.37it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:45<02:17, 1.39it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 42%|█████████████████▍ | 141/332 [01:46<02:19, 1.37it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:47<02:32, 1.25it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:48<02:31, 1.25it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:49<02:36, 1.20it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:49<02:25, 1.29it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:50<02:16, 1.36it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:51<02:14, 1.37it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:52<02:26, 1.26it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:53<02:24, 1.27it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:53<02:30, 1.21it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:54<02:26, 1.24it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:55<02:21, 1.27it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:56<02:24, 1.24it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:56<02:14, 1.32it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:57<02:10, 1.36it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [01:58<02:06, 1.39it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [01:59<02:13, 1.32it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [01:59<02:07, 1.36it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:00<02:05, 1.38it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:01<02:13, 1.29it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:02<02:10, 1.31it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:02<02:12, 1.29it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:03<02:18, 1.22it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:04<02:11, 1.27it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:05<02:05, 1.33it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:05<02:01, 1.36it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:06<02:00, 1.36it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:07<02:05, 1.31it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:08<02:18, 1.18it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:09<02:11, 1.23it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:10<02:08, 1.25it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:10<02:08, 1.24it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:11<01:59, 1.33it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:12<01:53, 1.39it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:14<03:11, 1.22s/it]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:15<02:50, 1.09s/it]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:16<02:27, 1.05it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:16<02:13, 1.15it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:17<02:04, 1.23it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:18<01:57, 1.30it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:18<01:55, 1.31it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:19<01:48, 1.38it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:20<01:48, 1.38it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:20<01:51, 1.33it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:21<01:52, 1.31it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:22<01:46, 1.37it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:23<01:44, 1.39it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:23<01:42, 1.40it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:24<01:42, 1.39it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:25<01:42, 1.38it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:25<01:41, 1.39it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:26<01:47, 1.30it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:27<01:45, 1.32it/s]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:28<01:40, 1.38it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:28<01:37, 1.40it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:29<01:40, 1.35it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:30<01:41, 1.34it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:31<01:43, 1.30it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:32<01:45, 1.25it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:32<01:42, 1.29it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:33<01:36, 1.35it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:34<01:33, 1.39it/s]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:34<01:29, 1.45it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:35<01:28, 1.45it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:38<02:47, 1.32s/it]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:39<02:25, 1.15s/it]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:39<02:03, 1.01it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:40<01:49, 1.13it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:41<01:43, 1.19it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:41<01:35, 1.28it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:42<01:30, 1.33it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:43<01:26, 1.38it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:43<01:27, 1.36it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:44<01:23, 1.41it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:45<01:27, 1.34it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:46<01:29, 1.30it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:46<01:24, 1.36it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:47<01:20, 1.41it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:48<01:18, 1.44it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:48<01:16, 1.47it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:49<01:15, 1.47it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:50<01:18, 1.40it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:50<01:15, 1.44it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:51<01:14, 1.45it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:52<01:12, 1.47it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:53<01:19, 1.33it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:53<01:21, 1.29it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:54<01:16, 1.35it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:55<01:13, 1.40it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:55<01:12, 1.41it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:56<01:13, 1.37it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:57<01:18, 1.28it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:58<01:20, 1.23it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [02:59<01:15, 1.30it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [02:59<01:10, 1.37it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:00<01:08, 1.41it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:01<01:07, 1.41it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:02<01:11, 1.31it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:02<01:07, 1.39it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:03<01:05, 1.41it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:04<01:04, 1.41it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:04<01:06, 1.35it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:05<01:07, 1.31it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:06<01:08, 1.28it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:07<01:05, 1.34it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:07<01:04, 1.33it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:08<01:03, 1.34it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:09<01:01, 1.36it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:10<00:59, 1.38it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:10<01:01, 1.33it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:12<01:10, 1.16it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:12<01:10, 1.14it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:13<01:03, 1.24it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:14<01:00, 1.29it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:14<00:57, 1.35it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:15<00:56, 1.34it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:16<00:58, 1.28it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:17<00:56, 1.31it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:18<00:57, 1.27it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:18<00:54, 1.32it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:19<00:51, 1.37it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:20<00:51, 1.36it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:20<00:51, 1.35it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:21<00:51, 1.33it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:22<00:52, 1.28it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:23<00:48, 1.36it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:25<01:22, 1.28s/it]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:26<01:12, 1.13s/it]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:27<01:01, 1.02it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:27<00:54, 1.14it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:28<00:53, 1.14it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:29<00:49, 1.22it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:30<00:45, 1.30it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:30<00:45, 1.26it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:31<00:42, 1.34it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:32<00:40, 1.38it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:33<00:41, 1.33it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:33<00:42, 1.28it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:34<00:38, 1.36it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:35<00:37, 1.38it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:35<00:36, 1.39it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:36<00:35, 1.41it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:37<00:34, 1.44it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:37<00:33, 1.44it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:38<00:35, 1.34it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:39<00:33, 1.37it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:40<00:31, 1.42it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:40<00:30, 1.43it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:41<00:31, 1.38it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:42<00:31, 1.34it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:43<00:29, 1.38it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:43<00:28, 1.39it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:44<00:28, 1.36it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:45<00:27, 1.37it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:46<00:27, 1.36it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:47<00:29, 1.22it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:47<00:27, 1.28it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:48<00:25, 1.35it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:49<00:24, 1.35it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:49<00:24, 1.31it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:50<00:23, 1.32it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:51<00:21, 1.37it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:52<00:21, 1.38it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:52<00:20, 1.35it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:53<00:21, 1.29it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:54<00:19, 1.30it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:55<00:19, 1.25it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:55<00:18, 1.32it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:56<00:17, 1.31it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:57<00:17, 1.24it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [03:58<00:16, 1.28it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [03:59<00:15, 1.27it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [03:59<00:14, 1.28it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:00<00:14, 1.28it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:01<00:13, 1.31it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:02<00:12, 1.30it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:03<00:11, 1.29it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:03<00:10, 1.33it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:04<00:10, 1.28it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:05<00:09, 1.28it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:06<00:08, 1.29it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:06<00:07, 1.25it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:07<00:06, 1.29it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:08<00:05, 1.36it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:09<00:05, 1.35it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:09<00:04, 1.34it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:10<00:03, 1.36it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:11<00:02, 1.41it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:11<00:02, 1.43it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:12<00:01, 1.39it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:13<00:00, 1.36it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:14<00:00, 1.33it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 2%|▋ | 1/59 [00:02<02:53, 2.99s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:06<03:06, 3.27s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:07<02:15, 2.42s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:09<01:52, 2.05s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:13<02:23, 2.65s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:14<01:58, 2.23s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:16<01:49, 2.11s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:17<01:39, 1.95s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:19<01:33, 1.87s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:21<01:27, 1.78s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:22<01:22, 1.72s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:24<01:21, 1.74s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:26<01:17, 1.69s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:29<01:39, 2.22s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:31<01:28, 2.02s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:32<01:21, 1.89s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:34<01:13, 1.75s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:37<01:26, 2.10s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:38<01:16, 1.90s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:40<01:10, 1.81s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:41<01:05, 1.72s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:43<01:01, 1.67s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:44<00:58, 1.62s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:46<00:56, 1.61s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:48<00:57, 1.69s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:49<00:55, 1.67s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:51<00:51, 1.62s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:52<00:48, 1.57s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:56<01:04, 2.16s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:57<00:55, 1.92s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:59<00:51, 1.85s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [01:00<00:48, 1.80s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [01:02<00:46, 1.79s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [01:04<00:43, 1.73s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:05<00:40, 1.70s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:07<00:38, 1.66s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:09<00:36, 1.65s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:10<00:34, 1.64s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:12<00:32, 1.61s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:13<00:29, 1.57s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:15<00:29, 1.65s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:17<00:27, 1.64s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:18<00:25, 1.61s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:20<00:25, 1.72s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:22<00:23, 1.70s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:23<00:21, 1.63s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:27<00:26, 2.18s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:28<00:21, 1.98s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:30<00:18, 1.83s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:31<00:15, 1.75s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:33<00:14, 1.84s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:35<00:12, 1.72s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:37<00:10, 1.80s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:39<00:08, 1.76s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:40<00:06, 1.66s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:44<00:06, 2.23s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:45<00:04, 2.01s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:47<00:01, 1.85s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:47<00:00, 1.45s/it]\u001b[A\n",
- " \u001b[Aepoch=3 f1=0.8555\n",
- "Epoch: 3%|▉ | 3/100 [17:04<9:22:35, 347.99s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<06:10, 1.12s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:01<04:35, 1.20it/s]\u001b[A\n",
- " 1%|▍ | 3/332 [00:02<04:08, 1.33it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<03:59, 1.37it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:03<03:54, 1.39it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:04<03:43, 1.46it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<03:50, 1.41it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:05<03:57, 1.37it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:06<03:53, 1.38it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:07<03:50, 1.39it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<03:53, 1.38it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:08<03:44, 1.42it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:09<03:48, 1.40it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<03:39, 1.45it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:10<03:37, 1.46it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:11<03:38, 1.45it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:35, 1.46it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:12<03:40, 1.43it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:13<03:36, 1.45it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:14<03:32, 1.47it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:14<03:27, 1.50it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:15<03:30, 1.47it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:16<03:30, 1.47it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:17<03:40, 1.40it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:17<03:51, 1.33it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:18<03:48, 1.34it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:19<03:45, 1.35it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:20<04:04, 1.24it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:21<03:57, 1.28it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:21<03:43, 1.35it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:22<03:38, 1.37it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:23<03:57, 1.26it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:23<03:43, 1.34it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:24<03:38, 1.36it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:25<03:43, 1.33it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:26<03:36, 1.36it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:26<03:43, 1.32it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:27<03:50, 1.28it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:28<03:52, 1.26it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:29<03:40, 1.33it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:30<03:35, 1.35it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:30<03:44, 1.29it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:31<03:49, 1.26it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:32<03:37, 1.32it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:33<03:28, 1.38it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:33<03:23, 1.41it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:34<03:20, 1.42it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:35<03:23, 1.39it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:35<03:19, 1.42it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:36<03:25, 1.37it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:37<03:30, 1.34it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:38<03:33, 1.31it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:38<03:23, 1.37it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:39<03:20, 1.38it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:40<03:47, 1.22it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:41<03:32, 1.30it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:42<03:39, 1.25it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:43<03:46, 1.21it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:43<03:30, 1.30it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:44<03:22, 1.34it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:45<03:20, 1.35it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:45<03:13, 1.39it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:46<03:10, 1.41it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:47<03:09, 1.41it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:47<03:14, 1.37it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:48<03:25, 1.29it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:49<03:16, 1.35it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:50<03:11, 1.38it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:50<03:10, 1.38it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:51<03:06, 1.41it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:52<03:02, 1.43it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:52<03:08, 1.38it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:53<03:19, 1.30it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:54<03:09, 1.36it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:55<03:21, 1.27it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:56<03:14, 1.32it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [00:56<03:14, 1.31it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [00:57<03:27, 1.23it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [00:58<03:25, 1.23it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [00:59<03:11, 1.32it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [00:59<03:01, 1.38it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:00<02:59, 1.40it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:01<03:02, 1.37it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:02<03:15, 1.27it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:02<03:03, 1.35it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:03<03:04, 1.33it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:04<03:20, 1.22it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:05<03:20, 1.22it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:06<03:07, 1.30it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:08<05:34, 1.38s/it]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:09<04:50, 1.21s/it]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:10<04:07, 1.03s/it]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:11<03:39, 1.09it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:11<03:23, 1.17it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:12<03:06, 1.27it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:13<02:57, 1.33it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:13<02:59, 1.31it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:14<03:03, 1.27it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:15<02:59, 1.30it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:16<02:58, 1.30it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:16<02:50, 1.36it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:17<02:52, 1.33it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:18<02:48, 1.36it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:18<02:42, 1.40it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:19<02:42, 1.40it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:20<02:40, 1.40it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:21<02:33, 1.46it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:21<02:32, 1.47it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:22<02:39, 1.40it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:23<02:42, 1.37it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:23<02:37, 1.41it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:24<02:38, 1.39it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:25<02:40, 1.36it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:26<02:47, 1.30it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:26<02:40, 1.35it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:27<02:35, 1.39it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:28<02:32, 1.41it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:30<04:28, 1.25s/it]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:31<03:51, 1.09s/it]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:32<03:20, 1.06it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:32<03:00, 1.17it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:35<04:48, 1.37s/it]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:36<04:12, 1.21s/it]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:36<03:34, 1.03s/it]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:37<03:07, 1.10it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 38%|███████████████▌ | 126/332 [01:38<02:49, 1.22it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:38<02:38, 1.30it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:39<02:34, 1.32it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:40<02:28, 1.36it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:40<02:21, 1.43it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:41<02:27, 1.36it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:42<02:21, 1.42it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:42<02:16, 1.46it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:43<02:14, 1.48it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:44<02:13, 1.47it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:44<02:20, 1.40it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:45<02:16, 1.43it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:46<02:21, 1.37it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:47<02:21, 1.37it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:47<02:14, 1.42it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:48<02:11, 1.45it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:49<02:10, 1.46it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:49<02:08, 1.47it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:50<02:20, 1.34it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:51<02:15, 1.38it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:52<02:13, 1.39it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:52<02:09, 1.43it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:53<02:07, 1.45it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:54<02:10, 1.41it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:54<02:15, 1.34it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:55<02:08, 1.40it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:56<02:06, 1.42it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:57<02:07, 1.40it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:57<02:19, 1.27it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:58<02:11, 1.34it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [01:59<02:07, 1.38it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [02:00<02:06, 1.39it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [02:00<02:09, 1.34it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:01<02:15, 1.28it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:02<02:14, 1.28it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:03<02:07, 1.34it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:03<02:04, 1.36it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:04<02:09, 1.31it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:05<02:15, 1.24it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:06<02:21, 1.18it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:07<02:11, 1.27it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:09<03:41, 1.34s/it]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:10<03:14, 1.18s/it]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:11<02:45, 1.01s/it]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:11<02:25, 1.11it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:12<02:13, 1.20it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:13<02:05, 1.27it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:14<02:06, 1.25it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:14<01:59, 1.32it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:15<01:55, 1.36it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:16<01:53, 1.37it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:16<01:54, 1.36it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:17<01:55, 1.33it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:18<01:58, 1.29it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:19<01:52, 1.35it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:19<01:48, 1.39it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:20<01:46, 1.41it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:22<02:30, 1.01s/it]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:23<02:22, 1.04it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:23<02:06, 1.16it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:24<01:57, 1.24it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:25<01:48, 1.33it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:25<01:45, 1.37it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:26<01:40, 1.42it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:26<01:37, 1.45it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:27<01:36, 1.46it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:28<01:34, 1.48it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:28<01:33, 1.49it/s]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:29<01:33, 1.48it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:30<01:36, 1.41it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:31<01:37, 1.39it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:32<01:41, 1.33it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:32<01:36, 1.39it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:33<01:41, 1.31it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:34<01:37, 1.36it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:34<01:38, 1.33it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:35<01:33, 1.39it/s]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:36<01:34, 1.37it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:37<01:34, 1.35it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:37<01:36, 1.32it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:38<01:32, 1.36it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:39<01:27, 1.42it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:39<01:26, 1.43it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:40<01:25, 1.44it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:41<01:24, 1.45it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:42<01:30, 1.34it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:42<01:31, 1.31it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:43<01:30, 1.31it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:44<01:26, 1.37it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:45<01:28, 1.32it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:45<01:25, 1.36it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:46<01:22, 1.39it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:47<01:24, 1.34it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:48<01:21, 1.39it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:48<01:23, 1.34it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:49<01:21, 1.36it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:50<01:18, 1.41it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:50<01:16, 1.43it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:51<01:17, 1.39it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:52<01:22, 1.29it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:53<01:19, 1.34it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:53<01:17, 1.35it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:54<01:20, 1.28it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:55<01:17, 1.34it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:56<01:16, 1.33it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:57<01:16, 1.33it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:57<01:13, 1.36it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:58<01:13, 1.35it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [02:59<01:18, 1.24it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [03:00<01:13, 1.32it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:00<01:10, 1.37it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:01<01:10, 1.35it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:02<01:09, 1.35it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:02<01:07, 1.37it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:03<01:13, 1.26it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:04<01:10, 1.30it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:05<01:07, 1.34it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:06<01:05, 1.37it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:06<01:03, 1.38it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:07<01:04, 1.35it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:08<01:10, 1.21it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:09<01:07, 1.26it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:10<01:05, 1.28it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:10<01:09, 1.20it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:11<01:08, 1.20it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:12<01:05, 1.24it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:13<01:06, 1.21it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:14<01:03, 1.24it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:14<01:02, 1.25it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:15<00:58, 1.32it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:16<00:55, 1.37it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:17<00:57, 1.30it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:17<00:57, 1.28it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:18<00:56, 1.30it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:19<00:56, 1.27it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:20<00:53, 1.33it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:20<00:52, 1.35it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:21<00:52, 1.32it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:22<00:51, 1.33it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:23<00:49, 1.36it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:23<00:48, 1.35it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:24<00:53, 1.22it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:25<00:51, 1.25it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:26<00:48, 1.29it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:27<00:50, 1.23it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:28<00:49, 1.23it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:28<00:47, 1.25it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:29<00:45, 1.31it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:30<00:44, 1.32it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:30<00:42, 1.35it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:31<00:44, 1.26it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:32<00:45, 1.20it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:33<00:42, 1.26it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:34<00:41, 1.28it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:35<00:42, 1.21it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:35<00:41, 1.23it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:36<00:38, 1.29it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:37<00:37, 1.29it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:38<00:37, 1.27it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:39<00:36, 1.28it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:39<00:37, 1.22it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:40<00:34, 1.30it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:41<00:32, 1.34it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:42<00:31, 1.35it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:42<00:30, 1.36it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:43<00:31, 1.29it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:44<00:33, 1.19it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:45<00:32, 1.19it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:46<00:31, 1.21it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:47<00:30, 1.21it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:47<00:29, 1.23it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:48<00:29, 1.20it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:49<00:26, 1.27it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:50<00:25, 1.31it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:50<00:24, 1.32it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:51<00:24, 1.26it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:52<00:24, 1.24it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:53<00:23, 1.22it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:54<00:23, 1.20it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:55<00:21, 1.26it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:55<00:20, 1.27it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:56<00:19, 1.29it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:57<00:18, 1.30it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:58<00:17, 1.30it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:58<00:16, 1.31it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [03:59<00:15, 1.37it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [04:00<00:14, 1.40it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [04:00<00:13, 1.43it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:01<00:12, 1.41it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:02<00:13, 1.30it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:03<00:13, 1.22it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:04<00:11, 1.28it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:04<00:11, 1.25it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:05<00:10, 1.26it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 96%|███████████████████████████████████████▌ | 320/332 [04:06<00:09, 1.28it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:07<00:08, 1.32it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:07<00:07, 1.29it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:08<00:07, 1.23it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:09<00:06, 1.31it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:10<00:05, 1.35it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:10<00:04, 1.32it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:11<00:03, 1.25it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:12<00:03, 1.21it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:13<00:02, 1.23it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:14<00:01, 1.19it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:15<00:00, 1.27it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:16<00:00, 1.22it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<02:56, 3.04s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:00, 2.12s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:44, 1.86s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:07<01:33, 1.70s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:09<01:35, 1.76s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:11<01:34, 1.79s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:13<01:35, 1.83s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:14<01:31, 1.80s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:16<01:28, 1.77s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:18<01:24, 1.72s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:20<01:24, 1.77s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:21<01:23, 1.79s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:23<01:20, 1.74s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:25<01:18, 1.75s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:26<01:15, 1.72s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:28<01:14, 1.73s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:30<01:13, 1.75s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:32<01:10, 1.73s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:33<01:07, 1.69s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:35<01:07, 1.73s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:37<01:07, 1.78s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:39<01:04, 1.73s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:40<01:02, 1.73s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:42<01:03, 1.80s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:44<01:00, 1.77s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:46<01:00, 1.82s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:47<00:55, 1.72s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:49<00:52, 1.70s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:51<00:49, 1.64s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:52<00:49, 1.71s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:54<00:49, 1.77s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:56<00:47, 1.78s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:58<00:45, 1.76s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [01:00<00:44, 1.78s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:02<00:42, 1.78s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:03<00:40, 1.76s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:05<00:36, 1.68s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:08<00:47, 2.25s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:10<00:39, 2.00s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:12<00:37, 1.95s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:13<00:32, 1.82s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:15<00:30, 1.77s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:16<00:27, 1.71s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:18<00:25, 1.68s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:20<00:24, 1.76s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:21<00:22, 1.71s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:23<00:19, 1.65s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:27<00:24, 2.24s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:28<00:19, 1.98s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:30<00:17, 1.91s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:31<00:14, 1.83s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:33<00:13, 1.92s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:35<00:10, 1.78s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:37<00:08, 1.76s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:39<00:07, 1.80s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:40<00:05, 1.76s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:42<00:03, 1.75s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:43<00:01, 1.67s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:44<00:00, 1.33s/it]\u001b[A\n",
- " \u001b[Aepoch=4 f1=0.8694\n",
- "New best model at 0.869430\n",
- "Epoch: 4%|█▎ | 4/100 [23:05<9:24:55, 353.08s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<06:05, 1.11s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:01<04:35, 1.20it/s]\u001b[A\n",
- " 1%|▍ | 3/332 [00:02<04:27, 1.23it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<04:03, 1.35it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:03<03:56, 1.39it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:04<04:09, 1.31it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<04:02, 1.34it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<04:22, 1.24it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:07<04:15, 1.26it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:07<04:09, 1.29it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<04:01, 1.33it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:09<03:51, 1.38it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:11<07:00, 1.32s/it]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:12<06:06, 1.15s/it]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:13<05:14, 1.01it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:13<04:37, 1.14it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:16<07:02, 1.34s/it]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:17<06:03, 1.16s/it]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:17<05:12, 1.00it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:18<04:39, 1.12it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:18<04:16, 1.21it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:19<03:57, 1.31it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:20<03:47, 1.36it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:20<03:40, 1.39it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:21<03:41, 1.39it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:22<03:33, 1.43it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:24<06:22, 1.25s/it]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:25<05:34, 1.10s/it]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:26<04:50, 1.04it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:26<04:17, 1.17it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:27<03:58, 1.26it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:28<03:41, 1.35it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:28<03:35, 1.39it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:29<03:29, 1.42it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:30<03:21, 1.47it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:30<03:16, 1.51it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:31<03:14, 1.52it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:32<03:14, 1.51it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:32<03:16, 1.49it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:33<03:12, 1.52it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:33<03:10, 1.53it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:34<03:11, 1.51it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:35<03:12, 1.50it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:35<03:09, 1.52it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:36<03:11, 1.50it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:37<03:17, 1.45it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:38<03:14, 1.46it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:38<03:11, 1.49it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:39<03:11, 1.48it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:40<03:10, 1.48it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:40<03:09, 1.48it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:41<03:05, 1.51it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:42<03:05, 1.51it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:42<03:08, 1.48it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:43<03:04, 1.51it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:45<05:41, 1.24s/it]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:46<05:02, 1.10s/it]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:47<04:21, 1.05it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:48<03:57, 1.15it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:48<03:38, 1.25it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:49<03:24, 1.33it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:49<03:13, 1.40it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:50<03:06, 1.44it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:51<03:07, 1.43it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:52<03:12, 1.38it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:52<03:06, 1.43it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:53<03:14, 1.37it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:54<03:06, 1.42it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:54<03:04, 1.43it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:55<03:02, 1.43it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:56<03:16, 1.33it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:57<03:13, 1.34it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:57<03:03, 1.41it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:58<03:01, 1.42it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:59<03:13, 1.33it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [01:00<03:12, 1.33it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [01:00<03:11, 1.33it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [01:01<03:10, 1.34it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [01:02<03:03, 1.38it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [01:03<03:01, 1.39it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [01:03<03:00, 1.39it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:04<03:08, 1.32it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:05<03:04, 1.35it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:05<02:58, 1.39it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:06<02:54, 1.41it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:07<02:53, 1.41it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:08<03:00, 1.36it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:08<03:04, 1.32it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:09<02:55, 1.38it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:10<02:58, 1.35it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:11<03:01, 1.33it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:11<02:54, 1.37it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:12<02:59, 1.33it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:13<02:55, 1.36it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:13<02:49, 1.40it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:14<02:45, 1.42it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:15<02:45, 1.42it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:16<02:58, 1.31it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:16<02:53, 1.35it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:17<02:47, 1.39it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:18<02:42, 1.42it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:18<02:40, 1.43it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:19<02:37, 1.45it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:21<04:28, 1.18s/it]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:22<03:55, 1.04s/it]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:23<03:26, 1.10it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:23<03:06, 1.20it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:24<02:56, 1.27it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:25<02:50, 1.31it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:25<02:41, 1.38it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 33%|█████████████▋ | 111/332 [01:26<02:45, 1.33it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:27<02:45, 1.33it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:28<02:45, 1.33it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:28<02:37, 1.39it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:29<02:34, 1.40it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:30<02:37, 1.38it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:31<02:31, 1.42it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:31<02:31, 1.41it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:32<02:26, 1.45it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:33<02:41, 1.31it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:33<02:33, 1.38it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:34<02:30, 1.40it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:35<02:30, 1.39it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:36<02:24, 1.44it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:36<02:20, 1.47it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:39<04:16, 1.25s/it]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:39<03:42, 1.09s/it]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:40<03:13, 1.06it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:41<02:53, 1.17it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:41<02:42, 1.24it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:42<02:32, 1.31it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:43<02:28, 1.35it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:43<02:25, 1.37it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:44<02:27, 1.34it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:45<02:22, 1.38it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:46<02:20, 1.39it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:46<02:18, 1.41it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:47<02:20, 1.38it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:48<02:19, 1.38it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:48<02:15, 1.42it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:49<02:11, 1.45it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:50<02:09, 1.47it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:50<02:09, 1.46it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:51<02:11, 1.43it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:52<02:21, 1.32it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:53<02:29, 1.24it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:54<02:19, 1.32it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:54<02:14, 1.37it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:55<02:17, 1.33it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:56<02:19, 1.31it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:57<02:18, 1.31it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:57<02:10, 1.37it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:58<02:11, 1.36it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:59<02:06, 1.40it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:59<02:04, 1.42it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [02:00<02:04, 1.41it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [02:01<02:06, 1.39it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [02:02<02:01, 1.43it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:04<03:34, 1.24s/it]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:05<03:07, 1.09s/it]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:05<02:42, 1.05it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:06<02:25, 1.17it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:07<02:16, 1.24it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:07<02:07, 1.32it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:08<02:03, 1.35it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:09<02:02, 1.35it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:10<02:00, 1.37it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:10<01:54, 1.43it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:11<01:52, 1.45it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:12<01:58, 1.37it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:12<01:53, 1.42it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:13<01:51, 1.43it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:14<01:56, 1.37it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:15<01:56, 1.36it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:15<01:57, 1.34it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:16<01:53, 1.38it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:17<01:56, 1.33it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:17<01:52, 1.37it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:18<01:52, 1.36it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:19<01:52, 1.35it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:20<01:47, 1.40it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:20<01:45, 1.42it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:21<01:44, 1.42it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:22<01:42, 1.44it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:22<01:42, 1.43it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:23<01:50, 1.32it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:24<01:51, 1.30it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:25<01:45, 1.37it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:25<01:42, 1.39it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:26<01:45, 1.34it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:27<01:42, 1.37it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:28<01:45, 1.33it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:28<01:45, 1.31it/s]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:29<01:43, 1.33it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:30<01:52, 1.22it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:31<01:44, 1.31it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:34<03:02, 1.35s/it]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:34<02:36, 1.17s/it]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:35<02:13, 1.01s/it]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:36<01:57, 1.12it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:38<02:58, 1.36s/it]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:39<02:32, 1.17s/it]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:39<02:10, 1.01s/it]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:40<01:54, 1.12it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:41<01:43, 1.23it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:41<01:37, 1.29it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:42<01:32, 1.36it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:43<01:27, 1.41it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:43<01:27, 1.40it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:44<01:24, 1.45it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:45<01:22, 1.47it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:45<01:21, 1.47it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:46<01:20, 1.48it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:47<01:20, 1.46it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:47<01:19, 1.47it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:48<01:19, 1.46it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:49<01:21, 1.42it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:49<01:20, 1.42it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:50<01:19, 1.41it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:51<01:20, 1.39it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:52<01:24, 1.31it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:53<01:22, 1.34it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:53<01:17, 1.40it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:56<02:22, 1.32s/it]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:57<02:01, 1.14s/it]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:57<01:44, 1.02it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:58<01:32, 1.14it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:59<01:24, 1.22it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:59<01:18, 1.31it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [03:00<01:15, 1.36it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [03:01<01:14, 1.36it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [03:01<01:10, 1.43it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [03:02<01:07, 1.46it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [03:03<01:07, 1.46it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [03:03<01:08, 1.41it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:04<01:08, 1.41it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:05<01:05, 1.45it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:07<01:58, 1.26s/it]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:08<01:43, 1.11s/it]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:09<01:28, 1.04it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:09<01:18, 1.16it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:10<01:11, 1.26it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:11<01:06, 1.35it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:11<01:04, 1.36it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:12<01:02, 1.39it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:13<01:01, 1.40it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:13<01:04, 1.32it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:14<01:01, 1.37it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:15<00:58, 1.42it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:15<00:57, 1.42it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:16<00:55, 1.46it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:17<00:54, 1.46it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:18<00:56, 1.39it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:18<00:59, 1.30it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:19<00:59, 1.29it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:20<00:57, 1.32it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:21<00:55, 1.36it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:21<00:54, 1.36it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:22<00:53, 1.37it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:23<00:51, 1.39it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:24<00:50, 1.40it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:24<00:48, 1.43it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:25<00:47, 1.44it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:26<00:50, 1.35it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:27<00:52, 1.27it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:27<00:48, 1.35it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:28<00:46, 1.40it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:29<00:45, 1.42it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:29<00:44, 1.43it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:30<00:44, 1.40it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:31<00:45, 1.34it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:31<00:43, 1.38it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:32<00:42, 1.40it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:33<00:41, 1.41it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:34<00:40, 1.41it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:34<00:38, 1.44it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:35<00:37, 1.48it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:36<00:38, 1.40it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:36<00:38, 1.36it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:37<00:38, 1.34it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:38<00:39, 1.30it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:39<00:36, 1.36it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:40<00:36, 1.33it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:40<00:34, 1.40it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:41<00:32, 1.45it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:41<00:31, 1.47it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:42<00:33, 1.35it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:43<00:34, 1.28it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:44<00:34, 1.26it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:45<00:32, 1.31it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:45<00:30, 1.34it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:46<00:31, 1.27it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:47<00:29, 1.32it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:48<00:28, 1.34it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:49<00:29, 1.25it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:50<00:30, 1.20it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:50<00:28, 1.22it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:51<00:26, 1.31it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:52<00:23, 1.38it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:52<00:22, 1.41it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:53<00:22, 1.38it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:54<00:22, 1.34it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:55<00:22, 1.29it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:56<00:23, 1.21it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 92%|█████████████████████████████████████▋ | 305/332 [03:56<00:21, 1.25it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:57<00:21, 1.20it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:58<00:20, 1.20it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:59<00:19, 1.24it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [04:00<00:17, 1.29it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [04:00<00:16, 1.34it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [04:01<00:15, 1.34it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [04:02<00:14, 1.38it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [04:02<00:13, 1.38it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:03<00:12, 1.39it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:04<00:13, 1.26it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:05<00:12, 1.25it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:06<00:11, 1.31it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:06<00:10, 1.36it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:07<00:10, 1.29it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:08<00:09, 1.27it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:09<00:08, 1.31it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:10<00:08, 1.23it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:10<00:06, 1.31it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:11<00:07, 1.14it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:12<00:05, 1.25it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:13<00:04, 1.25it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:14<00:04, 1.19it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:14<00:03, 1.20it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:15<00:02, 1.29it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:16<00:01, 1.32it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:17<00:00, 1.31it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:17<00:00, 1.29it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<03:02, 3.15s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:02, 2.16s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:08<02:37, 2.82s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:09<02:03, 2.25s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:13<02:28, 2.75s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:14<02:01, 2.29s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:16<01:46, 2.06s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:17<01:38, 1.93s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:19<01:31, 1.84s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:21<01:26, 1.77s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:22<01:23, 1.74s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:24<01:19, 1.68s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:25<01:16, 1.65s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:27<01:14, 1.66s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:29<01:13, 1.67s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:30<01:10, 1.65s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:32<01:08, 1.63s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:34<01:07, 1.64s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:35<01:06, 1.66s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:37<01:05, 1.68s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:39<01:05, 1.72s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:41<01:02, 1.69s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:42<01:00, 1.68s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:44<00:59, 1.71s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:45<00:55, 1.64s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:47<00:52, 1.60s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:48<00:50, 1.57s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:50<00:51, 1.65s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:52<00:50, 1.69s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:54<00:47, 1.63s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:55<00:45, 1.61s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:57<00:45, 1.68s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:59<00:44, 1.73s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [01:01<00:42, 1.72s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:04<00:56, 2.34s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:06<00:47, 2.08s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:07<00:41, 1.90s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:09<00:38, 1.82s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:10<00:34, 1.75s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:12<00:31, 1.64s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:14<00:30, 1.72s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:16<00:29, 1.73s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:17<00:27, 1.69s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:19<00:25, 1.68s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:20<00:22, 1.61s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:22<00:21, 1.66s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:24<00:19, 1.66s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:25<00:17, 1.62s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:27<00:16, 1.69s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:29<00:14, 1.64s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:32<00:18, 2.27s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:34<00:14, 2.07s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:35<00:11, 1.89s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:37<00:08, 1.78s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:38<00:06, 1.73s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:40<00:05, 1.71s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:42<00:03, 1.65s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:43<00:01, 1.69s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:44<00:00, 1.35s/it]\u001b[A\n",
- " \u001b[Aepoch=5 f1=0.8656\n",
- "Epoch: 5%|█▋ | 5/100 [29:08<9:24:32, 356.55s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<06:02, 1.10s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:01<04:30, 1.22it/s]\u001b[A\n",
- " 1%|▍ | 3/332 [00:02<04:10, 1.31it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<04:09, 1.31it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:04<04:17, 1.27it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:04<04:24, 1.23it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<04:10, 1.30it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<04:03, 1.33it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:06<03:50, 1.40it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:07<03:56, 1.36it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<03:50, 1.39it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:09<03:55, 1.36it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:09<03:53, 1.36it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<03:44, 1.42it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:11<03:40, 1.43it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:11<03:40, 1.43it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:36, 1.45it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:13<03:49, 1.37it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:14<04:07, 1.26it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:14<03:55, 1.32it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:15<03:50, 1.35it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:16<03:55, 1.32it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:17<03:54, 1.32it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:17<03:42, 1.38it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:18<03:37, 1.41it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:19<03:53, 1.31it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:20<03:58, 1.28it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:20<03:49, 1.32it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:21<03:43, 1.36it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:22<03:39, 1.38it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:23<03:43, 1.34it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:24<04:08, 1.21it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:24<04:01, 1.24it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:25<03:45, 1.32it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:26<03:40, 1.35it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:27<04:00, 1.23it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:27<03:46, 1.30it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:28<03:45, 1.31it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:29<03:51, 1.27it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:30<03:41, 1.32it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:30<03:40, 1.32it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:31<03:44, 1.29it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:32<03:36, 1.33it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:33<03:35, 1.33it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:33<03:29, 1.37it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:34<03:32, 1.35it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:35<03:26, 1.38it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:36<03:34, 1.32it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:36<03:36, 1.31it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:37<03:35, 1.31it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:38<03:35, 1.30it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:39<03:25, 1.36it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:39<03:20, 1.39it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:40<03:20, 1.38it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:41<03:28, 1.33it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:42<03:27, 1.33it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:42<03:32, 1.30it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:43<03:30, 1.30it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:44<03:21, 1.35it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:45<03:14, 1.40it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:45<03:11, 1.41it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:46<03:15, 1.38it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:47<03:13, 1.39it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:48<03:19, 1.34it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:48<03:19, 1.34it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:49<03:32, 1.25it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:50<03:23, 1.30it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:51<03:15, 1.35it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:51<03:15, 1.34it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:52<03:23, 1.29it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:53<03:20, 1.30it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:54<03:20, 1.30it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:55<03:24, 1.27it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:55<03:11, 1.34it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:58<05:36, 1.31s/it]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:59<04:49, 1.13s/it]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [00:59<04:10, 1.02it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [01:00<03:44, 1.13it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [01:00<03:24, 1.24it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [01:01<03:12, 1.31it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [01:02<03:08, 1.33it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:02<03:00, 1.38it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:03<02:57, 1.40it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:04<02:53, 1.43it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:05<02:59, 1.38it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:05<02:53, 1.42it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:06<02:52, 1.42it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:07<03:04, 1.32it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:08<03:03, 1.32it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:08<02:57, 1.36it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:09<02:51, 1.40it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:10<02:48, 1.42it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:10<02:48, 1.41it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:11<02:50, 1.40it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:12<02:46, 1.42it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:12<02:45, 1.42it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:13<02:45, 1.42it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:14<02:53, 1.35it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:15<02:46, 1.40it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:15<02:44, 1.41it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:16<02:58, 1.29it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:17<03:06, 1.23it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:18<02:54, 1.31it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:19<02:49, 1.35it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:19<02:49, 1.34it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:20<02:54, 1.29it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:21<02:45, 1.36it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:21<02:42, 1.38it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:22<02:41, 1.38it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:23<02:42, 1.36it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:24<02:46, 1.33it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:24<02:39, 1.38it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:25<02:37, 1.39it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:26<02:48, 1.29it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:27<02:42, 1.34it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:27<02:37, 1.37it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:28<02:33, 1.40it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:29<02:34, 1.39it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:30<02:37, 1.36it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:30<02:46, 1.28it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:31<02:42, 1.30it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:32<02:34, 1.36it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:33<02:27, 1.42it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:33<02:23, 1.45it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:34<02:22, 1.45it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:35<02:25, 1.41it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:35<02:32, 1.35it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:36<02:41, 1.27it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:37<02:43, 1.24it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:38<02:46, 1.22it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:39<02:39, 1.26it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:40<02:52, 1.16it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:41<02:49, 1.17it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:41<02:46, 1.19it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:42<02:34, 1.27it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:43<02:29, 1.31it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:43<02:24, 1.35it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:44<02:28, 1.30it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:45<02:40, 1.21it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:46<02:32, 1.26it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:47<02:23, 1.33it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:48<02:34, 1.23it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:48<02:22, 1.33it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:49<02:28, 1.27it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:50<02:24, 1.29it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:51<02:28, 1.26it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:51<02:28, 1.24it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:52<02:30, 1.23it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:53<02:19, 1.31it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:54<02:34, 1.18it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:55<02:22, 1.27it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:55<02:14, 1.34it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:56<02:10, 1.37it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:57<02:07, 1.40it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:57<02:10, 1.36it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [01:58<02:18, 1.27it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [01:59<02:12, 1.33it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [02:00<02:10, 1.34it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:00<02:05, 1.38it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:01<02:06, 1.36it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:02<02:07, 1.34it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:03<02:02, 1.39it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:03<01:58, 1.42it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:04<02:02, 1.37it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:05<02:09, 1.29it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:06<02:04, 1.33it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:07<02:19, 1.19it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:07<02:07, 1.29it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:08<01:58, 1.37it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:09<01:53, 1.43it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:09<01:52, 1.44it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:10<01:56, 1.37it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:11<02:02, 1.30it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:12<02:04, 1.27it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:13<02:13, 1.18it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:14<02:06, 1.23it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:14<02:02, 1.27it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:15<02:06, 1.22it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:16<02:01, 1.26it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:17<01:57, 1.29it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:17<01:57, 1.28it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:18<02:04, 1.20it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:19<02:08, 1.16it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:20<02:01, 1.22it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:21<01:58, 1.25it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:22<01:56, 1.26it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:22<01:53, 1.28it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:23<01:51, 1.29it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:24<01:55, 1.24it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:25<01:52, 1.26it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:25<01:45, 1.33it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:26<01:40, 1.39it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:27<01:39, 1.40it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 58%|███████████████████████▉ | 194/332 [02:28<01:46, 1.30it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:29<01:56, 1.18it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:29<01:49, 1.24it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:30<01:46, 1.26it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:31<01:53, 1.18it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:32<01:48, 1.23it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:32<01:40, 1.31it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:35<02:51, 1.31s/it]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:36<02:26, 1.13s/it]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:36<02:05, 1.03it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:39<03:08, 1.48s/it]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:40<02:37, 1.24s/it]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:40<02:13, 1.06s/it]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:41<01:57, 1.06it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:42<01:45, 1.18it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:42<01:37, 1.27it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:43<01:34, 1.29it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:44<01:30, 1.33it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:44<01:26, 1.38it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:45<01:27, 1.37it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:46<01:23, 1.41it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:46<01:21, 1.43it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:47<01:26, 1.34it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:48<01:23, 1.38it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:49<01:21, 1.40it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:49<01:18, 1.44it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:50<01:17, 1.45it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:51<01:17, 1.44it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:51<01:16, 1.45it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:52<01:16, 1.43it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:53<01:17, 1.40it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:54<01:17, 1.38it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:54<01:20, 1.32it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:55<01:17, 1.36it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:56<01:20, 1.30it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:57<01:16, 1.34it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:57<01:13, 1.40it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:58<01:10, 1.43it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:59<01:09, 1.44it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:59<01:10, 1.41it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [03:00<01:15, 1.30it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [03:01<01:11, 1.35it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:02<01:08, 1.41it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:02<01:06, 1.43it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:03<01:06, 1.41it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:04<01:05, 1.41it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:05<01:07, 1.37it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:05<01:07, 1.35it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:06<01:03, 1.41it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:07<01:02, 1.43it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:07<01:02, 1.42it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:09<01:26, 1.01it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:10<01:25, 1.00it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:11<01:15, 1.13it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:11<01:08, 1.23it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:12<01:02, 1.32it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:13<01:00, 1.35it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:13<01:00, 1.35it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:14<01:00, 1.32it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:15<01:00, 1.30it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:16<00:58, 1.33it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:16<00:57, 1.33it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:17<00:57, 1.31it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:18<00:54, 1.38it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:18<00:51, 1.44it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:19<00:50, 1.46it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:20<00:50, 1.43it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:21<00:51, 1.39it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:21<00:51, 1.36it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:22<00:53, 1.30it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:23<00:51, 1.32it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:24<00:52, 1.29it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:24<00:49, 1.33it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:25<00:48, 1.34it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:26<00:52, 1.23it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:27<00:48, 1.30it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:28<00:45, 1.35it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:28<00:44, 1.38it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:29<00:44, 1.34it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:30<00:44, 1.31it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:30<00:42, 1.35it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:31<00:45, 1.25it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:32<00:44, 1.27it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:33<00:42, 1.29it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:34<00:42, 1.26it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:34<00:40, 1.32it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:35<00:38, 1.35it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:36<00:38, 1.33it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:37<00:40, 1.24it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:38<00:37, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:38<00:35, 1.36it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:39<00:33, 1.40it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:40<00:33, 1.38it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:40<00:34, 1.31it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:41<00:35, 1.23it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:42<00:34, 1.26it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:43<00:31, 1.34it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:43<00:29, 1.38it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:44<00:28, 1.40it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:45<00:28, 1.35it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:46<00:29, 1.30it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:46<00:27, 1.35it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:47<00:26, 1.37it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:48<00:26, 1.30it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:49<00:26, 1.29it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:50<00:25, 1.30it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:50<00:24, 1.29it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:51<00:24, 1.24it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:52<00:22, 1.32it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:53<00:21, 1.36it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:53<00:20, 1.38it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:54<00:19, 1.38it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:55<00:19, 1.33it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:55<00:18, 1.36it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:56<00:18, 1.27it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:57<00:17, 1.34it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:58<00:16, 1.35it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [03:59<00:15, 1.31it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [03:59<00:15, 1.30it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [04:00<00:14, 1.28it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:01<00:13, 1.34it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:02<00:12, 1.37it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:02<00:12, 1.33it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:03<00:11, 1.26it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:04<00:10, 1.31it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:05<00:09, 1.35it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:05<00:08, 1.35it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:06<00:08, 1.30it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:07<00:07, 1.35it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:08<00:06, 1.37it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:08<00:05, 1.39it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:09<00:04, 1.40it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:10<00:04, 1.27it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:11<00:03, 1.33it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:13<00:05, 1.30s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:14<00:03, 1.14s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:15<00:01, 1.01it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:15<00:00, 1.10it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:16<00:00, 1.21it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<02:58, 3.08s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:07, 2.23s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:48, 1.93s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:07<01:38, 1.80s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:09<01:30, 1.68s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:11<01:31, 1.72s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:13<01:31, 1.76s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:14<01:25, 1.69s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:15<01:19, 1.60s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:17<01:24, 1.73s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:19<01:22, 1.72s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:21<01:20, 1.71s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:22<01:15, 1.64s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:26<01:39, 2.20s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:27<01:25, 1.95s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:31<01:44, 2.44s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:32<01:29, 2.14s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:34<01:19, 1.93s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:35<01:13, 1.83s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:37<01:08, 1.75s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:38<01:05, 1.71s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:40<01:01, 1.66s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:42<01:00, 1.68s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:43<00:58, 1.68s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:45<00:57, 1.68s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:47<00:54, 1.66s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:48<00:51, 1.61s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:50<00:50, 1.64s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:52<00:49, 1.65s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:53<00:46, 1.61s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:56<01:00, 2.15s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:58<00:52, 1.94s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [01:00<00:49, 1.89s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [01:01<00:44, 1.78s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:03<00:41, 1.73s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:05<00:39, 1.74s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:06<00:36, 1.64s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:08<00:34, 1.65s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:09<00:32, 1.64s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:12<00:36, 1.95s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:14<00:33, 1.83s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:17<00:39, 2.33s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:18<00:32, 2.05s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:20<00:27, 1.86s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:22<00:25, 1.81s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:23<00:21, 1.69s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:27<00:27, 2.26s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:28<00:21, 1.99s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:29<00:18, 1.87s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:31<00:15, 1.77s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:33<00:13, 1.72s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:34<00:11, 1.70s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:36<00:10, 1.70s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 92%|███████████████████████████████████████▎ | 54/59 [01:37<00:08, 1.64s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:39<00:06, 1.64s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:41<00:04, 1.64s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:42<00:03, 1.58s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:46<00:02, 2.18s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:46<00:00, 1.68s/it]\u001b[A\n",
- " \u001b[Aepoch=6 f1=0.8702\n",
- "New best model at 0.870210\n",
- "Epoch: 6%|█▉ | 6/100 [35:11<9:22:22, 358.96s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:02<11:47, 2.14s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:02<07:31, 1.37s/it]\u001b[A\n",
- " 1%|▍ | 3/332 [00:03<05:38, 1.03s/it]\u001b[A\n",
- " 1%|▌ | 4/332 [00:04<04:43, 1.16it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:04<04:15, 1.28it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:05<03:58, 1.37it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:06<03:48, 1.42it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<03:40, 1.47it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:07<03:47, 1.42it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:08<03:43, 1.44it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<03:36, 1.48it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:09<03:34, 1.49it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:10<03:36, 1.48it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<03:30, 1.51it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:11<03:26, 1.53it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:12<03:30, 1.50it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:42, 1.41it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:13<03:35, 1.45it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:14<03:40, 1.42it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:14<03:33, 1.46it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:15<03:33, 1.46it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:16<03:47, 1.36it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:17<03:47, 1.36it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:17<03:43, 1.38it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:18<03:34, 1.43it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:19<03:32, 1.44it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:19<03:33, 1.43it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:20<03:27, 1.47it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:21<03:26, 1.47it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:21<03:21, 1.50it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:22<03:24, 1.48it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:23<03:31, 1.42it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:24<03:33, 1.40it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:24<03:40, 1.35it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:25<03:29, 1.41it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:26<03:28, 1.42it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:27<03:36, 1.36it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:27<03:38, 1.34it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:28<03:43, 1.31it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:29<03:48, 1.28it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:30<03:36, 1.34it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:30<03:35, 1.35it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:31<03:35, 1.34it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:32<03:37, 1.32it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:33<03:29, 1.37it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:33<03:23, 1.40it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:34<03:17, 1.44it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:35<03:12, 1.47it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:35<03:15, 1.45it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:36<03:17, 1.43it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:37<03:16, 1.43it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:37<03:24, 1.37it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:38<03:19, 1.40it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:39<03:15, 1.42it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:39<03:13, 1.43it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:40<03:15, 1.41it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:41<03:23, 1.35it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:42<03:16, 1.39it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:42<03:23, 1.34it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:43<03:31, 1.29it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:44<03:21, 1.34it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:45<03:12, 1.41it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:46<03:22, 1.33it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:46<03:15, 1.37it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:47<03:10, 1.40it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:48<03:14, 1.37it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:49<03:29, 1.26it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:49<03:21, 1.31it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:50<03:20, 1.31it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:51<03:25, 1.27it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:52<03:16, 1.33it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:52<03:17, 1.32it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:53<03:08, 1.37it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:54<03:04, 1.40it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:54<03:00, 1.43it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:55<03:04, 1.39it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [00:56<03:17, 1.29it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [00:57<03:11, 1.32it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [00:57<03:01, 1.39it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [01:00<05:26, 1.29s/it]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [01:01<04:40, 1.12s/it]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:01<04:02, 1.03it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:02<03:36, 1.15it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:03<03:27, 1.20it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:03<03:11, 1.29it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:04<03:04, 1.33it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:05<03:03, 1.33it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:05<02:57, 1.37it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:06<02:54, 1.39it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:07<02:52, 1.40it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:08<02:55, 1.37it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:08<02:55, 1.36it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:09<03:00, 1.32it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:10<03:03, 1.30it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:11<02:57, 1.34it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:11<02:53, 1.36it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:12<02:50, 1.38it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:13<02:51, 1.37it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:14<02:51, 1.36it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:14<02:45, 1.40it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:15<02:44, 1.40it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:16<02:52, 1.33it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:17<02:53, 1.32it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:17<02:50, 1.34it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:18<02:44, 1.38it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:19<02:38, 1.42it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:19<02:47, 1.35it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:20<02:40, 1.40it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:21<02:36, 1.42it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:21<02:35, 1.43it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:22<02:40, 1.37it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:23<02:48, 1.30it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:24<02:55, 1.25it/s]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:25<02:49, 1.29it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:26<02:54, 1.24it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:26<02:44, 1.31it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:27<02:39, 1.34it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:28<02:41, 1.32it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:29<02:53, 1.23it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:29<02:45, 1.28it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:30<02:43, 1.29it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:31<02:40, 1.31it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:32<02:41, 1.29it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:32<02:42, 1.28it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:33<02:42, 1.27it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:34<02:31, 1.36it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:35<02:25, 1.41it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:35<02:25, 1.40it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:36<02:35, 1.31it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:37<02:38, 1.28it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:38<02:31, 1.33it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:38<02:28, 1.34it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:39<02:35, 1.28it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:40<02:45, 1.20it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:41<02:33, 1.28it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:41<02:25, 1.35it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:42<02:35, 1.25it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:43<02:44, 1.18it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:44<02:33, 1.26it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:45<02:35, 1.23it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:46<02:37, 1.21it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:47<02:35, 1.22it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:47<02:30, 1.25it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:48<02:31, 1.24it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:49<02:25, 1.29it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:50<02:29, 1.24it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:50<02:21, 1.31it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:51<02:15, 1.36it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:52<02:11, 1.39it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:52<02:09, 1.41it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:55<03:58, 1.32s/it]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:56<03:26, 1.15s/it]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:57<02:58, 1.00it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:57<02:39, 1.12it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:58<02:27, 1.20it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [01:59<02:15, 1.30it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [01:59<02:13, 1.31it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [02:00<02:14, 1.30it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:01<02:22, 1.22it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:02<02:15, 1.27it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:02<02:08, 1.33it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:03<02:04, 1.37it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:04<02:00, 1.40it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:04<01:58, 1.42it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:05<02:01, 1.37it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:06<02:05, 1.32it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:07<02:02, 1.34it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:07<02:01, 1.35it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:08<02:04, 1.31it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:09<02:03, 1.31it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:10<01:58, 1.36it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:10<01:53, 1.41it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:11<01:58, 1.34it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:12<01:55, 1.36it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:13<01:54, 1.37it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:13<01:53, 1.37it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:14<01:54, 1.35it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:15<01:55, 1.33it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 54%|██████████████████████ | 179/332 [02:16<01:59, 1.28it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:16<01:51, 1.36it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:19<03:18, 1.31s/it]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:20<02:49, 1.13s/it]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:20<02:25, 1.02it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:21<02:13, 1.11it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:22<02:00, 1.22it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:22<01:53, 1.29it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:23<01:48, 1.33it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:24<01:47, 1.33it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:25<01:43, 1.38it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:25<01:45, 1.35it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:26<01:43, 1.37it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:27<01:40, 1.40it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:27<01:38, 1.42it/s]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:28<01:38, 1.40it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:29<01:39, 1.38it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:30<01:39, 1.36it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:30<01:37, 1.39it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:31<01:38, 1.36it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:32<01:42, 1.30it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:33<01:38, 1.33it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:33<01:40, 1.30it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:34<01:40, 1.30it/s]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:35<01:36, 1.34it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:36<01:43, 1.23it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:37<01:41, 1.25it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:37<01:34, 1.33it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:40<02:47, 1.34s/it]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:41<02:23, 1.16s/it]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:41<02:02, 1.00it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:42<01:48, 1.12it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:43<01:38, 1.23it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:44<01:41, 1.19it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:44<01:36, 1.23it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:45<01:29, 1.32it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:46<01:24, 1.38it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:46<01:22, 1.40it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:47<01:19, 1.45it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:48<01:19, 1.43it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:48<01:21, 1.39it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:49<01:18, 1.42it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:50<01:15, 1.46it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:50<01:16, 1.44it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:51<01:15, 1.44it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:52<01:14, 1.45it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:53<01:18, 1.36it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:53<01:21, 1.30it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:54<01:18, 1.34it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:55<01:22, 1.25it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:56<01:19, 1.30it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:56<01:16, 1.33it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:57<01:17, 1.30it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:58<01:12, 1.38it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:59<01:11, 1.39it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [03:00<01:37, 1.01it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [03:01<01:33, 1.03it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:02<01:23, 1.15it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:03<01:20, 1.18it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:03<01:15, 1.25it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:04<01:11, 1.30it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:05<01:10, 1.31it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:05<01:06, 1.37it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:07<01:27, 1.03it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:08<01:24, 1.06it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:08<01:14, 1.18it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:09<01:08, 1.27it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:10<01:04, 1.32it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:10<01:02, 1.35it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:11<00:59, 1.42it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:14<01:46, 1.28s/it]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:14<01:31, 1.11s/it]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:15<01:18, 1.04it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:16<01:09, 1.16it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:16<01:03, 1.24it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:17<00:58, 1.33it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:18<00:56, 1.37it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:18<00:53, 1.43it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:19<00:51, 1.44it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:20<00:54, 1.37it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:20<00:51, 1.41it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:21<00:50, 1.41it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:22<00:50, 1.42it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:22<00:48, 1.45it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:23<00:48, 1.43it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:24<00:46, 1.46it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:25<00:45, 1.47it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:25<00:45, 1.45it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:26<00:45, 1.44it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:27<00:43, 1.46it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:27<00:43, 1.44it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:28<00:43, 1.41it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:29<00:42, 1.44it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:29<00:41, 1.46it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:30<00:40, 1.44it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:31<00:42, 1.37it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:32<00:40, 1.42it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:32<00:39, 1.42it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:33<00:39, 1.40it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:34<00:39, 1.38it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:35<00:39, 1.33it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:35<00:39, 1.31it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:36<00:37, 1.37it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:37<00:36, 1.37it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:37<00:35, 1.39it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:38<00:35, 1.35it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:39<00:34, 1.35it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:40<00:34, 1.34it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:41<00:35, 1.27it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:41<00:33, 1.33it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:42<00:31, 1.39it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:43<00:30, 1.39it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:44<00:31, 1.30it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:44<00:30, 1.32it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:47<00:52, 1.35s/it]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:48<00:43, 1.15s/it]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:48<00:36, 1.01it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:49<00:33, 1.09it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:50<00:29, 1.20it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:50<00:26, 1.29it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:51<00:24, 1.34it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:52<00:23, 1.35it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:53<00:25, 1.23it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:53<00:23, 1.28it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:54<00:21, 1.34it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:55<00:20, 1.38it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:55<00:19, 1.39it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:56<00:18, 1.41it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:57<00:17, 1.44it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:57<00:16, 1.46it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:58<00:16, 1.42it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:59<00:16, 1.36it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [04:00<00:15, 1.33it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [04:01<00:16, 1.22it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [04:01<00:14, 1.29it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:02<00:13, 1.34it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:03<00:12, 1.38it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:04<00:11, 1.37it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:04<00:10, 1.39it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:05<00:10, 1.36it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:06<00:09, 1.32it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:06<00:08, 1.37it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:07<00:08, 1.35it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:08<00:07, 1.40it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:09<00:06, 1.42it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:09<00:05, 1.42it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:10<00:04, 1.43it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:11<00:04, 1.39it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:12<00:03, 1.28it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:12<00:03, 1.31it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:13<00:02, 1.37it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:14<00:01, 1.38it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:15<00:00, 1.36it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:15<00:00, 1.34it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<02:55, 3.03s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:04, 2.19s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:49, 1.96s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:07<01:39, 1.81s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:09<01:34, 1.75s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:11<01:28, 1.67s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:14<01:56, 2.24s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:16<01:45, 2.06s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:17<01:34, 1.89s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:19<01:25, 1.75s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:20<01:22, 1.73s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:22<01:18, 1.67s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:23<01:14, 1.61s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:25<01:16, 1.71s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:27<01:15, 1.72s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:29<01:14, 1.73s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:30<01:09, 1.66s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:32<01:10, 1.72s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:34<01:08, 1.71s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:35<01:06, 1.70s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:37<01:03, 1.68s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:39<01:05, 1.76s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:41<01:00, 1.69s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:42<00:56, 1.61s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:44<00:57, 1.69s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:46<00:57, 1.73s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:47<00:54, 1.69s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:49<00:51, 1.66s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:50<00:48, 1.61s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:52<00:47, 1.65s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:54<00:47, 1.70s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:56<00:47, 1.76s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:58<00:45, 1.74s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [00:59<00:44, 1.79s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:01<00:42, 1.79s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:03<00:40, 1.77s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:05<00:38, 1.75s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:06<00:35, 1.68s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 66%|████████████████████████████▍ | 39/59 [01:08<00:33, 1.65s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:10<00:32, 1.71s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:11<00:30, 1.72s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:13<00:28, 1.68s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:15<00:26, 1.65s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:16<00:24, 1.60s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:18<00:23, 1.68s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:20<00:21, 1.69s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:21<00:20, 1.69s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:23<00:18, 1.71s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:25<00:17, 1.71s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:26<00:15, 1.71s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:28<00:13, 1.71s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:30<00:12, 1.77s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:32<00:10, 1.80s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:33<00:08, 1.73s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:35<00:06, 1.67s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:37<00:04, 1.66s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:38<00:03, 1.68s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:40<00:01, 1.67s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:41<00:00, 1.37s/it]\u001b[A\n",
- " \u001b[Aepoch=7 f1=0.8638\n",
- "Epoch: 7%|██▎ | 7/100 [41:08<9:15:30, 358.39s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<06:30, 1.18s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:01<04:41, 1.17it/s]\u001b[A\n",
- " 1%|▍ | 3/332 [00:02<04:14, 1.29it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<04:00, 1.37it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:03<03:50, 1.42it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:04<03:51, 1.41it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<04:05, 1.32it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<04:03, 1.33it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:06<03:54, 1.38it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:09<07:02, 1.31s/it]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:10<06:11, 1.16s/it]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:10<05:17, 1.01it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:11<04:43, 1.12it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:12<04:18, 1.23it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:14<06:33, 1.24s/it]\u001b[A\n",
- " 5%|██ | 16/332 [00:15<05:58, 1.13s/it]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:15<05:09, 1.02it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:16<04:33, 1.15it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:17<04:11, 1.24it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:17<04:08, 1.26it/s]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:18<03:52, 1.34it/s]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:19<03:48, 1.36it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:19<03:39, 1.41it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:20<03:32, 1.45it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:21<03:32, 1.44it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:21<03:31, 1.45it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:22<03:23, 1.50it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:25<06:12, 1.23s/it]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:25<05:21, 1.06s/it]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:26<04:41, 1.07it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:27<04:15, 1.18it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:29<06:01, 1.20s/it]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:29<05:22, 1.08s/it]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:30<04:40, 1.06it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:31<04:15, 1.16it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:31<03:54, 1.26it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:32<03:41, 1.33it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:33<03:28, 1.41it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:33<03:23, 1.44it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:34<03:29, 1.40it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:35<03:21, 1.44it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:35<03:17, 1.46it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:36<03:12, 1.50it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:37<03:13, 1.49it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:37<03:10, 1.50it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:39<04:37, 1.03it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:40<04:31, 1.05it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:40<04:02, 1.17it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:41<03:42, 1.27it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:42<03:28, 1.36it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:42<03:18, 1.42it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:43<03:11, 1.46it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:44<03:14, 1.44it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:44<03:11, 1.45it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:45<03:06, 1.48it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:46<03:24, 1.35it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:47<03:19, 1.38it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:47<03:10, 1.44it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:48<03:09, 1.44it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:49<03:08, 1.44it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:49<03:13, 1.40it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:50<03:09, 1.42it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:51<03:03, 1.47it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:52<03:22, 1.32it/s]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:52<03:17, 1.35it/s]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:53<03:11, 1.39it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:54<03:07, 1.41it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:54<03:08, 1.40it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:55<03:02, 1.44it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:58<05:31, 1.27s/it]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:58<04:49, 1.11s/it]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:59<04:10, 1.04it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [01:00<03:45, 1.15it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [01:00<03:26, 1.25it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [01:01<03:19, 1.29it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [01:02<03:10, 1.34it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [01:02<03:04, 1.38it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [01:03<03:03, 1.39it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [01:04<03:01, 1.40it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [01:05<03:01, 1.39it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [01:05<02:53, 1.44it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:06<02:52, 1.45it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:07<02:51, 1.45it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:07<02:48, 1.47it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:08<02:49, 1.46it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:09<02:52, 1.43it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:09<02:56, 1.39it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:10<02:54, 1.40it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:11<02:49, 1.43it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:11<02:48, 1.44it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:12<02:45, 1.46it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:13<02:44, 1.46it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:14<02:49, 1.41it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:14<02:53, 1.37it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:15<02:52, 1.37it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:16<02:56, 1.34it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:17<03:00, 1.30it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:17<02:55, 1.33it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:18<03:04, 1.26it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:19<02:58, 1.30it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:20<02:48, 1.37it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:21<03:18, 1.16it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:21<03:00, 1.27it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:22<02:55, 1.30it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:23<02:48, 1.35it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:24<02:48, 1.34it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:24<02:43, 1.38it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:25<02:48, 1.33it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:26<02:47, 1.33it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:27<02:45, 1.34it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:27<02:37, 1.40it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:30<04:36, 1.26s/it]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:30<04:03, 1.11s/it]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:31<03:30, 1.04it/s]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:32<03:08, 1.15it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:33<03:03, 1.18it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:33<02:51, 1.25it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:34<02:45, 1.30it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:35<02:36, 1.36it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:35<02:29, 1.42it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:36<02:24, 1.46it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:37<02:23, 1.46it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:37<02:33, 1.36it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:38<02:40, 1.30it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:39<02:32, 1.36it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:40<02:45, 1.24it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:40<02:34, 1.33it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:41<02:29, 1.37it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:42<02:31, 1.34it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:43<02:31, 1.34it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:43<02:26, 1.38it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:46<04:14, 1.27s/it]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:47<03:41, 1.11s/it]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:47<03:11, 1.04it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:48<02:50, 1.15it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:49<02:37, 1.24it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:49<02:27, 1.33it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:50<02:28, 1.31it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:51<02:23, 1.34it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:51<02:16, 1.41it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:52<02:11, 1.45it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:53<02:10, 1.46it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:53<02:13, 1.42it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:54<02:11, 1.42it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:55<02:09, 1.45it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:56<02:10, 1.42it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:56<02:10, 1.42it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:57<02:13, 1.38it/s]\u001b[A\n",
- " 45%|██████████████████▍ | 149/332 [01:58<02:17, 1.33it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:59<02:21, 1.29it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:59<02:16, 1.33it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [02:00<02:09, 1.39it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [02:01<02:06, 1.41it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [02:01<02:05, 1.42it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [02:02<02:06, 1.40it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [02:03<02:06, 1.39it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [02:04<02:04, 1.41it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [02:04<02:05, 1.39it/s]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:05<02:02, 1.41it/s]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:06<02:01, 1.42it/s]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:06<02:06, 1.35it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:07<02:13, 1.28it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:08<02:06, 1.34it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 49%|████████████████████▎ | 164/332 [02:09<02:07, 1.32it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:10<02:14, 1.24it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:10<02:10, 1.27it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:11<02:02, 1.35it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:12<01:58, 1.38it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:12<01:56, 1.40it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:13<01:55, 1.40it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:14<01:52, 1.42it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:15<01:56, 1.38it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:15<02:01, 1.31it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:16<01:55, 1.36it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:17<01:51, 1.41it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:17<01:49, 1.42it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:18<01:52, 1.37it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:19<02:03, 1.25it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:20<01:58, 1.29it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:21<02:01, 1.25it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:22<02:04, 1.21it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:22<01:56, 1.29it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:23<01:50, 1.35it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:24<01:47, 1.38it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:24<01:46, 1.38it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:25<01:56, 1.25it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:26<01:54, 1.27it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:27<01:56, 1.24it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:28<01:48, 1.32it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:29<01:56, 1.22it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:29<01:54, 1.23it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:30<01:48, 1.30it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:33<02:57, 1.28s/it]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:33<02:37, 1.14s/it]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:34<02:15, 1.01it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:35<02:00, 1.13it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:35<01:54, 1.18it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:36<01:46, 1.26it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:37<01:46, 1.25it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:38<01:39, 1.33it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:38<01:35, 1.37it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:39<01:32, 1.41it/s]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:40<01:30, 1.43it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:41<01:47, 1.19it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:42<01:47, 1.18it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:42<01:38, 1.28it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:43<01:32, 1.35it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:44<01:30, 1.38it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:44<01:31, 1.34it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:45<01:32, 1.32it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:46<01:30, 1.33it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:47<01:30, 1.32it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:47<01:26, 1.37it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:48<01:24, 1.40it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:49<01:22, 1.42it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:50<01:49, 1.06it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:51<01:43, 1.11it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:52<01:33, 1.23it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:52<01:26, 1.30it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:53<01:29, 1.25it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:54<01:23, 1.33it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:54<01:20, 1.36it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:55<01:26, 1.26it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:56<01:20, 1.35it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:57<01:15, 1.41it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:57<01:12, 1.45it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:58<01:13, 1.42it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:59<01:18, 1.32it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [03:00<01:14, 1.39it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [03:00<01:12, 1.40it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [03:01<01:10, 1.43it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [03:02<01:12, 1.37it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [03:03<01:15, 1.31it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [03:03<01:14, 1.32it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [03:04<01:10, 1.37it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:05<01:09, 1.39it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:05<01:11, 1.32it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:06<01:08, 1.38it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:07<01:06, 1.39it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:08<01:07, 1.37it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:08<01:08, 1.33it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:09<01:13, 1.22it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:10<01:10, 1.27it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:11<01:09, 1.27it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:12<01:05, 1.34it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:12<01:02, 1.37it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:13<01:03, 1.34it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:14<01:04, 1.31it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:15<01:03, 1.31it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:15<01:01, 1.33it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:16<01:04, 1.26it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:17<01:02, 1.29it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:18<00:59, 1.33it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:18<00:57, 1.36it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:19<00:57, 1.34it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:20<00:59, 1.28it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:21<01:02, 1.20it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:22<01:00, 1.23it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:22<00:57, 1.28it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:23<00:59, 1.21it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:24<00:57, 1.23it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:25<00:53, 1.31it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:27<01:32, 1.34s/it]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:28<01:18, 1.15s/it]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:29<01:06, 1.01it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:30<01:00, 1.08it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:30<00:54, 1.19it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:31<00:49, 1.28it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:32<00:48, 1.29it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:32<00:47, 1.30it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:33<00:45, 1.34it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:34<00:46, 1.30it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:34<00:43, 1.37it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:35<00:41, 1.39it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:36<00:41, 1.37it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:37<00:44, 1.27it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:38<00:42, 1.29it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:38<00:42, 1.27it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:39<00:41, 1.28it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:40<00:40, 1.30it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:41<00:38, 1.33it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:41<00:39, 1.28it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:42<00:37, 1.32it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:43<00:36, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:44<00:34, 1.37it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:44<00:32, 1.39it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:45<00:32, 1.38it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:46<00:31, 1.39it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:47<00:32, 1.32it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:48<00:34, 1.22it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:48<00:33, 1.21it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:49<00:31, 1.27it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:50<00:29, 1.34it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:50<00:27, 1.38it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:51<00:26, 1.40it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:52<00:26, 1.37it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:53<00:26, 1.30it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:54<00:26, 1.30it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:54<00:26, 1.26it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:55<00:25, 1.24it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:56<00:24, 1.28it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:57<00:23, 1.30it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:57<00:21, 1.34it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:58<00:20, 1.37it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:59<00:19, 1.36it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [04:00<00:19, 1.36it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [04:00<00:19, 1.30it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [04:01<00:18, 1.32it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [04:02<00:18, 1.23it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [04:03<00:17, 1.25it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [04:04<00:16, 1.24it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [04:04<00:15, 1.27it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [04:05<00:15, 1.22it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:06<00:13, 1.30it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:07<00:13, 1.25it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:07<00:12, 1.33it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:08<00:11, 1.36it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:09<00:10, 1.35it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:10<00:10, 1.26it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:11<00:09, 1.27it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:11<00:08, 1.28it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:12<00:07, 1.28it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:13<00:07, 1.21it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:14<00:06, 1.27it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:15<00:05, 1.28it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:15<00:04, 1.20it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:16<00:03, 1.26it/s]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:19<00:05, 1.29s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:19<00:03, 1.12s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:20<00:01, 1.03it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:21<00:00, 1.12it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:21<00:00, 1.22it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<02:54, 3.01s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<01:58, 2.08s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:43, 1.85s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:07<01:37, 1.78s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:09<01:34, 1.75s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:10<01:29, 1.70s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:12<01:23, 1.61s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:13<01:19, 1.56s/it]\u001b[A\n",
- " 15%|██████▋ | 9/59 [00:15<01:18, 1.57s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:16<01:15, 1.55s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:18<01:13, 1.53s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:21<01:40, 2.13s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:23<01:27, 1.90s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:26<01:48, 2.41s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:28<01:35, 2.17s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:30<01:25, 1.99s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:31<01:18, 1.88s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:33<01:12, 1.77s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:34<01:10, 1.77s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:36<01:06, 1.71s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:38<01:05, 1.73s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:40<01:05, 1.78s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:42<01:04, 1.78s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 41%|█████████████████▍ | 24/59 [00:43<01:01, 1.74s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:45<00:57, 1.69s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:46<00:55, 1.69s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:48<00:54, 1.70s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:50<00:54, 1.74s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:52<00:50, 1.69s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:53<00:50, 1.73s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:55<00:47, 1.69s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:57<00:45, 1.68s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:58<00:42, 1.65s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [01:00<00:40, 1.60s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:03<00:53, 2.24s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:05<00:46, 2.03s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:07<00:41, 1.90s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:08<00:37, 1.76s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:09<00:33, 1.67s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:11<00:30, 1.61s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:13<00:29, 1.63s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:16<00:38, 2.25s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:18<00:32, 2.03s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:19<00:27, 1.85s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:21<00:24, 1.72s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:22<00:21, 1.65s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:24<00:19, 1.60s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:27<00:24, 2.23s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:29<00:19, 1.98s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:30<00:16, 1.84s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:32<00:13, 1.73s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:33<00:11, 1.69s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:35<00:09, 1.64s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:36<00:08, 1.62s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:38<00:06, 1.59s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:40<00:04, 1.58s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:41<00:03, 1.66s/it]\u001b[A\n",
- " 98%|██████████████████████████████████████████▎| 58/59 [01:43<00:01, 1.60s/it]\u001b[A\n",
- "100%|███████████████████████████████████████████| 59/59 [01:43<00:00, 1.28s/it]\u001b[A\n",
- " \u001b[Aepoch=8 f1=0.8710\n",
- "New best model at 0.871018\n",
- "Epoch: 8%|██▋ | 8/100 [47:14<9:13:18, 360.86s/it]/home/feoktistovar67431/.local/lib/python3.6/site-packages/torch/optim/lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
- " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n",
- "\n",
- " 0%| | 0/332 [00:00<?, ?it/s]\u001b[A\n",
- " 0%|▏ | 1/332 [00:01<08:49, 1.60s/it]\u001b[A\n",
- " 1%|▎ | 2/332 [00:02<06:14, 1.14s/it]\u001b[A\n",
- " 1%|▍ | 3/332 [00:03<04:56, 1.11it/s]\u001b[A\n",
- " 1%|▌ | 4/332 [00:03<04:19, 1.26it/s]\u001b[A\n",
- " 2%|▋ | 5/332 [00:04<04:06, 1.32it/s]\u001b[A\n",
- " 2%|▊ | 6/332 [00:05<04:11, 1.30it/s]\u001b[A\n",
- " 2%|▉ | 7/332 [00:05<04:06, 1.32it/s]\u001b[A\n",
- " 2%|█ | 8/332 [00:06<03:57, 1.36it/s]\u001b[A\n",
- " 3%|█▏ | 9/332 [00:07<03:47, 1.42it/s]\u001b[A\n",
- " 3%|█▎ | 10/332 [00:07<03:48, 1.41it/s]\u001b[A\n",
- " 3%|█▍ | 11/332 [00:08<03:45, 1.42it/s]\u001b[A\n",
- " 4%|█▌ | 12/332 [00:09<03:49, 1.39it/s]\u001b[A\n",
- " 4%|█▋ | 13/332 [00:10<03:45, 1.42it/s]\u001b[A\n",
- " 4%|█▊ | 14/332 [00:10<04:00, 1.32it/s]\u001b[A\n",
- " 5%|█▉ | 15/332 [00:11<03:50, 1.37it/s]\u001b[A\n",
- " 5%|██ | 16/332 [00:12<03:42, 1.42it/s]\u001b[A\n",
- " 5%|██▏ | 17/332 [00:12<03:37, 1.45it/s]\u001b[A\n",
- " 5%|██▎ | 18/332 [00:13<03:32, 1.48it/s]\u001b[A\n",
- " 6%|██▍ | 19/332 [00:14<03:33, 1.46it/s]\u001b[A\n",
- " 6%|██▌ | 20/332 [00:16<06:33, 1.26s/it]\u001b[A\n",
- " 6%|██▋ | 21/332 [00:17<05:38, 1.09s/it]\u001b[A\n",
- " 7%|██▊ | 22/332 [00:18<04:54, 1.05it/s]\u001b[A\n",
- " 7%|██▉ | 23/332 [00:18<04:24, 1.17it/s]\u001b[A\n",
- " 7%|███ | 24/332 [00:19<04:07, 1.24it/s]\u001b[A\n",
- " 8%|███▏ | 25/332 [00:20<04:04, 1.26it/s]\u001b[A\n",
- " 8%|███▎ | 26/332 [00:20<03:48, 1.34it/s]\u001b[A\n",
- " 8%|███▍ | 27/332 [00:21<03:45, 1.35it/s]\u001b[A\n",
- " 8%|███▌ | 28/332 [00:22<03:51, 1.31it/s]\u001b[A\n",
- " 9%|███▋ | 29/332 [00:23<03:40, 1.38it/s]\u001b[A\n",
- " 9%|███▊ | 30/332 [00:23<03:33, 1.41it/s]\u001b[A\n",
- " 9%|███▉ | 31/332 [00:24<03:29, 1.44it/s]\u001b[A\n",
- " 10%|████ | 32/332 [00:25<03:35, 1.39it/s]\u001b[A\n",
- " 10%|████▏ | 33/332 [00:26<03:50, 1.30it/s]\u001b[A\n",
- " 10%|████▎ | 34/332 [00:26<03:41, 1.35it/s]\u001b[A\n",
- " 11%|████▍ | 35/332 [00:27<03:35, 1.38it/s]\u001b[A\n",
- " 11%|████▌ | 36/332 [00:28<03:54, 1.26it/s]\u001b[A\n",
- " 11%|████▋ | 37/332 [00:29<03:48, 1.29it/s]\u001b[A\n",
- " 11%|████▊ | 38/332 [00:29<03:39, 1.34it/s]\u001b[A\n",
- " 12%|████▉ | 39/332 [00:30<03:33, 1.37it/s]\u001b[A\n",
- " 12%|█████ | 40/332 [00:31<03:28, 1.40it/s]\u001b[A\n",
- " 12%|█████▏ | 41/332 [00:31<03:32, 1.37it/s]\u001b[A\n",
- " 13%|█████▎ | 42/332 [00:32<03:43, 1.30it/s]\u001b[A\n",
- " 13%|█████▍ | 43/332 [00:33<03:52, 1.24it/s]\u001b[A\n",
- " 13%|█████▌ | 44/332 [00:34<03:38, 1.32it/s]\u001b[A\n",
- " 14%|█████▋ | 45/332 [00:35<03:34, 1.34it/s]\u001b[A\n",
- " 14%|█████▊ | 46/332 [00:35<03:45, 1.27it/s]\u001b[A\n",
- " 14%|█████▉ | 47/332 [00:36<03:34, 1.33it/s]\u001b[A\n",
- " 14%|██████ | 48/332 [00:37<03:27, 1.37it/s]\u001b[A\n",
- " 15%|██████▏ | 49/332 [00:38<03:37, 1.30it/s]\u001b[A\n",
- " 15%|██████▎ | 50/332 [00:38<03:45, 1.25it/s]\u001b[A\n",
- " 15%|██████▍ | 51/332 [00:39<03:42, 1.26it/s]\u001b[A\n",
- " 16%|██████▌ | 52/332 [00:40<03:32, 1.32it/s]\u001b[A\n",
- " 16%|██████▋ | 53/332 [00:41<03:23, 1.37it/s]\u001b[A\n",
- " 16%|██████▊ | 54/332 [00:41<03:19, 1.39it/s]\u001b[A\n",
- " 17%|██████▉ | 55/332 [00:42<03:24, 1.35it/s]\u001b[A\n",
- " 17%|███████ | 56/332 [00:43<03:30, 1.31it/s]\u001b[A\n",
- " 17%|███████▏ | 57/332 [00:44<03:23, 1.35it/s]\u001b[A\n",
- " 17%|███████▎ | 58/332 [00:44<03:24, 1.34it/s]\u001b[A\n",
- " 18%|███████▍ | 59/332 [00:45<03:25, 1.33it/s]\u001b[A\n",
- " 18%|███████▌ | 60/332 [00:46<03:26, 1.31it/s]\u001b[A\n",
- " 18%|███████▋ | 61/332 [00:47<03:16, 1.38it/s]\u001b[A\n",
- " 19%|███████▊ | 62/332 [00:47<03:12, 1.40it/s]\u001b[A\n",
- " 19%|███████▉ | 63/332 [00:48<03:09, 1.42it/s]\u001b[A\n",
- " 19%|████████ | 64/332 [00:51<05:45, 1.29s/it]\u001b[A\n",
- " 20%|████████▏ | 65/332 [00:51<05:04, 1.14s/it]\u001b[A\n",
- " 20%|████████▎ | 66/332 [00:52<04:21, 1.02it/s]\u001b[A\n",
- " 20%|████████▍ | 67/332 [00:53<03:53, 1.13it/s]\u001b[A\n",
- " 20%|████████▌ | 68/332 [00:53<03:34, 1.23it/s]\u001b[A\n",
- " 21%|████████▋ | 69/332 [00:54<03:22, 1.30it/s]\u001b[A\n",
- " 21%|████████▊ | 70/332 [00:55<03:13, 1.35it/s]\u001b[A\n",
- " 21%|████████▉ | 71/332 [00:55<03:15, 1.33it/s]\u001b[A\n",
- " 22%|█████████ | 72/332 [00:56<03:08, 1.38it/s]\u001b[A\n",
- " 22%|█████████▏ | 73/332 [00:57<03:06, 1.39it/s]\u001b[A\n",
- " 22%|█████████▎ | 74/332 [00:58<03:09, 1.36it/s]\u001b[A\n",
- " 23%|█████████▍ | 75/332 [00:58<03:03, 1.40it/s]\u001b[A\n",
- " 23%|█████████▌ | 76/332 [00:59<02:58, 1.44it/s]\u001b[A\n",
- " 23%|█████████▋ | 77/332 [01:00<02:57, 1.44it/s]\u001b[A\n",
- " 23%|█████████▊ | 78/332 [01:00<03:00, 1.40it/s]\u001b[A\n",
- " 24%|█████████▉ | 79/332 [01:01<03:11, 1.32it/s]\u001b[A\n",
- " 24%|██████████ | 80/332 [01:02<03:03, 1.38it/s]\u001b[A\n",
- " 24%|██████████▏ | 81/332 [01:03<03:00, 1.39it/s]\u001b[A\n",
- " 25%|██████████▎ | 82/332 [01:03<02:58, 1.40it/s]\u001b[A\n",
- " 25%|██████████▌ | 83/332 [01:04<02:59, 1.39it/s]\u001b[A\n",
- " 25%|██████████▋ | 84/332 [01:05<03:00, 1.38it/s]\u001b[A\n",
- " 26%|██████████▊ | 85/332 [01:05<02:53, 1.42it/s]\u001b[A\n",
- " 26%|██████████▉ | 86/332 [01:06<02:51, 1.43it/s]\u001b[A\n",
- " 26%|███████████ | 87/332 [01:07<02:54, 1.40it/s]\u001b[A\n",
- " 27%|███████████▏ | 88/332 [01:07<02:53, 1.41it/s]\u001b[A\n",
- " 27%|███████████▎ | 89/332 [01:08<03:05, 1.31it/s]\u001b[A\n",
- " 27%|███████████▍ | 90/332 [01:09<02:57, 1.36it/s]\u001b[A\n",
- " 27%|███████████▌ | 91/332 [01:10<02:52, 1.40it/s]\u001b[A\n",
- " 28%|███████████▋ | 92/332 [01:11<03:01, 1.32it/s]\u001b[A\n",
- " 28%|███████████▊ | 93/332 [01:11<02:57, 1.34it/s]\u001b[A\n",
- " 28%|███████████▉ | 94/332 [01:12<03:03, 1.30it/s]\u001b[A\n",
- " 29%|████████████ | 95/332 [01:13<02:55, 1.35it/s]\u001b[A\n",
- " 29%|████████████▏ | 96/332 [01:13<02:49, 1.39it/s]\u001b[A\n",
- " 29%|████████████▎ | 97/332 [01:14<02:58, 1.32it/s]\u001b[A\n",
- " 30%|████████████▍ | 98/332 [01:15<02:56, 1.32it/s]\u001b[A\n",
- " 30%|████████████▌ | 99/332 [01:16<02:49, 1.38it/s]\u001b[A\n",
- " 30%|████████████▎ | 100/332 [01:16<02:43, 1.42it/s]\u001b[A\n",
- " 30%|████████████▍ | 101/332 [01:17<02:43, 1.41it/s]\u001b[A\n",
- " 31%|████████████▌ | 102/332 [01:18<02:53, 1.33it/s]\u001b[A\n",
- " 31%|████████████▋ | 103/332 [01:19<02:52, 1.33it/s]\u001b[A\n",
- " 31%|████████████▊ | 104/332 [01:19<02:51, 1.33it/s]\u001b[A\n",
- " 32%|████████████▉ | 105/332 [01:20<02:45, 1.37it/s]\u001b[A\n",
- " 32%|█████████████ | 106/332 [01:21<02:39, 1.42it/s]\u001b[A\n",
- " 32%|█████████████▏ | 107/332 [01:21<02:33, 1.46it/s]\u001b[A\n",
- " 33%|█████████████▎ | 108/332 [01:22<02:35, 1.44it/s]\u001b[A\n",
- " 33%|█████████████▍ | 109/332 [01:23<03:11, 1.16it/s]\u001b[A\n",
- " 33%|█████████████▌ | 110/332 [01:25<03:33, 1.04it/s]\u001b[A\n",
- " 33%|█████████████▋ | 111/332 [01:25<03:10, 1.16it/s]\u001b[A\n",
- " 34%|█████████████▊ | 112/332 [01:26<02:53, 1.26it/s]\u001b[A\n",
- " 34%|█████████████▉ | 113/332 [01:28<04:43, 1.30s/it]\u001b[A\n",
- " 34%|██████████████ | 114/332 [01:29<04:07, 1.14s/it]\u001b[A\n",
- " 35%|██████████████▏ | 115/332 [01:30<03:32, 1.02it/s]\u001b[A\n",
- " 35%|██████████████▎ | 116/332 [01:30<03:08, 1.15it/s]\u001b[A\n",
- " 35%|██████████████▍ | 117/332 [01:31<03:06, 1.15it/s]\u001b[A\n",
- " 36%|██████████████▌ | 118/332 [01:32<02:52, 1.24it/s]\u001b[A\n",
- " 36%|██████████████▋ | 119/332 [01:33<02:46, 1.28it/s]\u001b[A\n",
- " 36%|██████████████▊ | 120/332 [01:33<02:40, 1.32it/s]\u001b[A\n",
- " 36%|██████████████▉ | 121/332 [01:34<02:33, 1.37it/s]\u001b[A\n",
- " 37%|███████████████ | 122/332 [01:35<02:36, 1.34it/s]\u001b[A\n",
- " 37%|███████████████▏ | 123/332 [01:35<02:29, 1.40it/s]\u001b[A\n",
- " 37%|███████████████▎ | 124/332 [01:36<02:25, 1.43it/s]\u001b[A\n",
- " 38%|███████████████▍ | 125/332 [01:37<02:28, 1.39it/s]\u001b[A\n",
- " 38%|███████████████▌ | 126/332 [01:37<02:22, 1.44it/s]\u001b[A\n",
- " 38%|███████████████▋ | 127/332 [01:38<02:23, 1.43it/s]\u001b[A\n",
- " 39%|███████████████▊ | 128/332 [01:39<02:26, 1.39it/s]\u001b[A\n",
- " 39%|███████████████▉ | 129/332 [01:40<02:27, 1.38it/s]\u001b[A\n",
- " 39%|████████████████ | 130/332 [01:40<02:33, 1.32it/s]\u001b[A\n",
- " 39%|████████████████▏ | 131/332 [01:41<02:26, 1.37it/s]\u001b[A\n",
- " 40%|████████████████▎ | 132/332 [01:42<02:31, 1.32it/s]\u001b[A\n",
- " 40%|████████████████▍ | 133/332 [01:43<02:25, 1.37it/s]\u001b[A\n",
- " 40%|████████████████▌ | 134/332 [01:43<02:20, 1.41it/s]\u001b[A\n",
- " 41%|████████████████▋ | 135/332 [01:44<02:31, 1.30it/s]\u001b[A\n",
- " 41%|████████████████▊ | 136/332 [01:45<02:22, 1.38it/s]\u001b[A\n",
- " 41%|████████████████▉ | 137/332 [01:45<02:20, 1.39it/s]\u001b[A\n",
- " 42%|█████████████████ | 138/332 [01:46<02:19, 1.39it/s]\u001b[A\n",
- " 42%|█████████████████▏ | 139/332 [01:47<02:23, 1.34it/s]\u001b[A\n",
- " 42%|█████████████████▎ | 140/332 [01:48<02:34, 1.25it/s]\u001b[A\n",
- " 42%|█████████████████▍ | 141/332 [01:49<02:30, 1.27it/s]\u001b[A\n",
- " 43%|█████████████████▌ | 142/332 [01:49<02:24, 1.31it/s]\u001b[A\n",
- " 43%|█████████████████▋ | 143/332 [01:50<02:22, 1.33it/s]\u001b[A\n",
- " 43%|█████████████████▊ | 144/332 [01:51<02:31, 1.24it/s]\u001b[A\n",
- " 44%|█████████████████▉ | 145/332 [01:52<02:26, 1.27it/s]\u001b[A\n",
- " 44%|██████████████████ | 146/332 [01:53<02:23, 1.30it/s]\u001b[A\n",
- " 44%|██████████████████▏ | 147/332 [01:53<02:19, 1.33it/s]\u001b[A\n",
- " 45%|██████████████████▎ | 148/332 [01:54<02:13, 1.38it/s]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 45%|██████████████████▍ | 149/332 [01:55<02:12, 1.39it/s]\u001b[A\n",
- " 45%|██████████████████▌ | 150/332 [01:55<02:15, 1.34it/s]\u001b[A\n",
- " 45%|██████████████████▋ | 151/332 [01:56<02:14, 1.35it/s]\u001b[A\n",
- " 46%|██████████████████▊ | 152/332 [01:57<02:09, 1.39it/s]\u001b[A\n",
- " 46%|██████████████████▉ | 153/332 [01:57<02:06, 1.42it/s]\u001b[A\n",
- " 46%|███████████████████ | 154/332 [01:58<02:11, 1.36it/s]\u001b[A\n",
- " 47%|███████████████████▏ | 155/332 [01:59<02:13, 1.33it/s]\u001b[A\n",
- " 47%|███████████████████▎ | 156/332 [02:00<02:07, 1.38it/s]\u001b[A\n",
- " 47%|███████████████████▍ | 157/332 [02:00<02:04, 1.41it/s]\u001b[A\n",
- " 48%|███████████████████▌ | 158/332 [02:03<03:49, 1.32s/it]\u001b[A\n",
- " 48%|███████████████████▋ | 159/332 [02:04<03:22, 1.17s/it]\u001b[A\n",
- " 48%|███████████████████▊ | 160/332 [02:05<02:52, 1.00s/it]\u001b[A\n",
- " 48%|███████████████████▉ | 161/332 [02:05<02:34, 1.11it/s]\u001b[A\n",
- " 49%|████████████████████ | 162/332 [02:06<02:22, 1.20it/s]\u001b[A\n",
- " 49%|████████████████████▏ | 163/332 [02:07<02:11, 1.28it/s]\u001b[A\n",
- " 49%|████████████████████▎ | 164/332 [02:07<02:05, 1.34it/s]\u001b[A\n",
- " 50%|████████████████████▍ | 165/332 [02:08<02:06, 1.32it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 166/332 [02:09<02:04, 1.33it/s]\u001b[A\n",
- " 50%|████████████████████▌ | 167/332 [02:09<02:01, 1.36it/s]\u001b[A\n",
- " 51%|████████████████████▋ | 168/332 [02:10<01:57, 1.39it/s]\u001b[A\n",
- " 51%|████████████████████▊ | 169/332 [02:11<01:58, 1.37it/s]\u001b[A\n",
- " 51%|████████████████████▉ | 170/332 [02:12<01:54, 1.42it/s]\u001b[A\n",
- " 52%|█████████████████████ | 171/332 [02:12<01:53, 1.42it/s]\u001b[A\n",
- " 52%|█████████████████████▏ | 172/332 [02:13<02:00, 1.33it/s]\u001b[A\n",
- " 52%|█████████████████████▎ | 173/332 [02:14<01:54, 1.39it/s]\u001b[A\n",
- " 52%|█████████████████████▍ | 174/332 [02:14<01:51, 1.42it/s]\u001b[A\n",
- " 53%|█████████████████████▌ | 175/332 [02:15<01:56, 1.35it/s]\u001b[A\n",
- " 53%|█████████████████████▋ | 176/332 [02:16<02:01, 1.28it/s]\u001b[A\n",
- " 53%|█████████████████████▊ | 177/332 [02:17<01:55, 1.34it/s]\u001b[A\n",
- " 54%|█████████████████████▉ | 178/332 [02:17<01:50, 1.39it/s]\u001b[A\n",
- " 54%|██████████████████████ | 179/332 [02:18<01:48, 1.41it/s]\u001b[A\n",
- " 54%|██████████████████████▏ | 180/332 [02:19<01:48, 1.40it/s]\u001b[A\n",
- " 55%|██████████████████████▎ | 181/332 [02:20<01:47, 1.40it/s]\u001b[A\n",
- " 55%|██████████████████████▍ | 182/332 [02:20<01:47, 1.39it/s]\u001b[A\n",
- " 55%|██████████████████████▌ | 183/332 [02:21<01:48, 1.38it/s]\u001b[A\n",
- " 55%|██████████████████████▋ | 184/332 [02:22<01:42, 1.44it/s]\u001b[A\n",
- " 56%|██████████████████████▊ | 185/332 [02:23<01:49, 1.35it/s]\u001b[A\n",
- " 56%|██████████████████████▉ | 186/332 [02:23<01:51, 1.31it/s]\u001b[A\n",
- " 56%|███████████████████████ | 187/332 [02:24<01:45, 1.37it/s]\u001b[A\n",
- " 57%|███████████████████████▏ | 188/332 [02:25<01:43, 1.39it/s]\u001b[A\n",
- " 57%|███████████████████████▎ | 189/332 [02:25<01:42, 1.40it/s]\u001b[A\n",
- " 57%|███████████████████████▍ | 190/332 [02:26<01:43, 1.38it/s]\u001b[A\n",
- " 58%|███████████████████████▌ | 191/332 [02:27<01:43, 1.36it/s]\u001b[A\n",
- " 58%|███████████████████████▋ | 192/332 [02:28<01:42, 1.36it/s]\u001b[A\n",
- " 58%|███████████████████████▊ | 193/332 [02:28<01:43, 1.35it/s]\u001b[A\n",
- " 58%|███████████████████████▉ | 194/332 [02:29<01:43, 1.34it/s]\u001b[A\n",
- " 59%|████████████████████████ | 195/332 [02:30<01:42, 1.34it/s]\u001b[A\n",
- " 59%|████████████████████████▏ | 196/332 [02:31<01:38, 1.38it/s]\u001b[A\n",
- " 59%|████████████████████████▎ | 197/332 [02:31<01:35, 1.42it/s]\u001b[A\n",
- " 60%|████████████████████████▍ | 198/332 [02:32<01:36, 1.39it/s]\u001b[A\n",
- " 60%|████████████████████████▌ | 199/332 [02:33<01:37, 1.37it/s]\u001b[A\n",
- " 60%|████████████████████████▋ | 200/332 [02:33<01:34, 1.39it/s]\u001b[A\n",
- " 61%|████████████████████████▊ | 201/332 [02:34<01:33, 1.40it/s]\u001b[A\n",
- " 61%|████████████████████████▉ | 202/332 [02:35<01:36, 1.35it/s]\u001b[A\n",
- " 61%|█████████████████████████ | 203/332 [02:36<01:37, 1.32it/s]\u001b[A\n",
- " 61%|█████████████████████████▏ | 204/332 [02:37<01:42, 1.24it/s]\u001b[A\n",
- " 62%|█████████████████████████▎ | 205/332 [02:37<01:36, 1.32it/s]\u001b[A\n",
- " 62%|█████████████████████████▍ | 206/332 [02:38<01:32, 1.36it/s]\u001b[A\n",
- " 62%|█████████████████████████▌ | 207/332 [02:39<01:31, 1.36it/s]\u001b[A\n",
- " 63%|█████████████████████████▋ | 208/332 [02:39<01:29, 1.39it/s]\u001b[A\n",
- " 63%|█████████████████████████▊ | 209/332 [02:40<01:26, 1.42it/s]\u001b[A\n",
- " 63%|█████████████████████████▉ | 210/332 [02:41<01:27, 1.39it/s]\u001b[A\n",
- " 64%|██████████████████████████ | 211/332 [02:42<01:32, 1.30it/s]\u001b[A\n",
- " 64%|██████████████████████████▏ | 212/332 [02:43<01:33, 1.28it/s]\u001b[A\n",
- " 64%|██████████████████████████▎ | 213/332 [02:43<01:34, 1.25it/s]\u001b[A\n",
- " 64%|██████████████████████████▍ | 214/332 [02:44<01:33, 1.26it/s]\u001b[A\n",
- " 65%|██████████████████████████▌ | 215/332 [02:45<01:29, 1.30it/s]\u001b[A\n",
- " 65%|██████████████████████████▋ | 216/332 [02:46<01:29, 1.29it/s]\u001b[A\n",
- " 65%|██████████████████████████▊ | 217/332 [02:47<01:35, 1.21it/s]\u001b[A\n",
- " 66%|██████████████████████████▉ | 218/332 [02:47<01:30, 1.26it/s]\u001b[A\n",
- " 66%|███████████████████████████ | 219/332 [02:48<01:27, 1.30it/s]\u001b[A\n",
- " 66%|███████████████████████████▏ | 220/332 [02:49<01:23, 1.34it/s]\u001b[A\n",
- " 67%|███████████████████████████▎ | 221/332 [02:49<01:22, 1.34it/s]\u001b[A\n",
- " 67%|███████████████████████████▍ | 222/332 [02:50<01:29, 1.23it/s]\u001b[A\n",
- " 67%|███████████████████████████▌ | 223/332 [02:51<01:31, 1.20it/s]\u001b[A\n",
- " 67%|███████████████████████████▋ | 224/332 [02:52<01:24, 1.28it/s]\u001b[A\n",
- " 68%|███████████████████████████▊ | 225/332 [02:53<01:22, 1.30it/s]\u001b[A\n",
- " 68%|███████████████████████████▉ | 226/332 [02:54<01:25, 1.24it/s]\u001b[A\n",
- " 68%|████████████████████████████ | 227/332 [02:54<01:20, 1.30it/s]\u001b[A\n",
- " 69%|████████████████████████████▏ | 228/332 [02:55<01:18, 1.32it/s]\u001b[A\n",
- " 69%|████████████████████████████▎ | 229/332 [02:56<01:18, 1.32it/s]\u001b[A\n",
- " 69%|████████████████████████████▍ | 230/332 [02:56<01:15, 1.36it/s]\u001b[A\n",
- " 70%|████████████████████████████▌ | 231/332 [02:57<01:14, 1.35it/s]\u001b[A\n",
- " 70%|████████████████████████████▋ | 232/332 [02:58<01:15, 1.33it/s]\u001b[A\n",
- " 70%|████████████████████████████▊ | 233/332 [02:59<01:13, 1.35it/s]\u001b[A\n",
- " 70%|████████████████████████████▉ | 234/332 [03:00<01:14, 1.32it/s]\u001b[A\n",
- " 71%|█████████████████████████████ | 235/332 [03:00<01:19, 1.22it/s]\u001b[A\n",
- " 71%|█████████████████████████████▏ | 236/332 [03:01<01:16, 1.25it/s]\u001b[A\n",
- " 71%|█████████████████████████████▎ | 237/332 [03:02<01:11, 1.33it/s]\u001b[A\n",
- " 72%|█████████████████████████████▍ | 238/332 [03:03<01:08, 1.38it/s]\u001b[A\n",
- " 72%|█████████████████████████████▌ | 239/332 [03:03<01:05, 1.43it/s]\u001b[A\n",
- " 72%|█████████████████████████████▋ | 240/332 [03:04<01:03, 1.45it/s]\u001b[A\n",
- " 73%|█████████████████████████████▊ | 241/332 [03:05<01:02, 1.45it/s]\u001b[A\n",
- " 73%|█████████████████████████████▉ | 242/332 [03:05<01:03, 1.41it/s]\u001b[A\n",
- " 73%|██████████████████████████████ | 243/332 [03:06<01:06, 1.33it/s]\u001b[A\n",
- " 73%|██████████████████████████████▏ | 244/332 [03:07<01:05, 1.35it/s]\u001b[A\n",
- " 74%|██████████████████████████████▎ | 245/332 [03:08<01:10, 1.24it/s]\u001b[A\n",
- " 74%|██████████████████████████████▍ | 246/332 [03:09<01:12, 1.19it/s]\u001b[A\n",
- " 74%|██████████████████████████████▌ | 247/332 [03:09<01:07, 1.26it/s]\u001b[A\n",
- " 75%|██████████████████████████████▋ | 248/332 [03:10<01:05, 1.29it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 249/332 [03:11<01:03, 1.31it/s]\u001b[A\n",
- " 75%|██████████████████████████████▊ | 250/332 [03:12<01:03, 1.29it/s]\u001b[A\n",
- " 76%|██████████████████████████████▉ | 251/332 [03:13<01:06, 1.21it/s]\u001b[A\n",
- " 76%|███████████████████████████████ | 252/332 [03:13<01:03, 1.27it/s]\u001b[A\n",
- " 76%|███████████████████████████████▏ | 253/332 [03:14<00:59, 1.34it/s]\u001b[A\n",
- " 77%|███████████████████████████████▎ | 254/332 [03:15<00:56, 1.38it/s]\u001b[A\n",
- " 77%|███████████████████████████████▍ | 255/332 [03:15<00:54, 1.40it/s]\u001b[A\n",
- " 77%|███████████████████████████████▌ | 256/332 [03:16<00:54, 1.39it/s]\u001b[A\n",
- " 77%|███████████████████████████████▋ | 257/332 [03:17<00:56, 1.32it/s]\u001b[A\n",
- " 78%|███████████████████████████████▊ | 258/332 [03:18<00:54, 1.36it/s]\u001b[A\n",
- " 78%|███████████████████████████████▉ | 259/332 [03:18<00:52, 1.38it/s]\u001b[A\n",
- " 78%|████████████████████████████████ | 260/332 [03:19<00:51, 1.41it/s]\u001b[A\n",
- " 79%|████████████████████████████████▏ | 261/332 [03:20<00:51, 1.37it/s]\u001b[A\n",
- " 79%|████████████████████████████████▎ | 262/332 [03:21<00:57, 1.22it/s]\u001b[A\n",
- " 79%|████████████████████████████████▍ | 263/332 [03:21<00:54, 1.28it/s]\u001b[A\n",
- " 80%|████████████████████████████████▌ | 264/332 [03:22<00:51, 1.32it/s]\u001b[A\n",
- " 80%|████████████████████████████████▋ | 265/332 [03:23<00:50, 1.34it/s]\u001b[A\n",
- " 80%|████████████████████████████████▊ | 266/332 [03:24<00:50, 1.32it/s]\u001b[A\n",
- " 80%|████████████████████████████████▉ | 267/332 [03:25<00:50, 1.28it/s]\u001b[A\n",
- " 81%|█████████████████████████████████ | 268/332 [03:25<00:47, 1.34it/s]\u001b[A\n",
- " 81%|█████████████████████████████████▏ | 269/332 [03:28<01:20, 1.28s/it]\u001b[A\n",
- " 81%|█████████████████████████████████▎ | 270/332 [03:29<01:10, 1.14s/it]\u001b[A\n",
- " 82%|█████████████████████████████████▍ | 271/332 [03:29<00:59, 1.02it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▌ | 272/332 [03:30<00:52, 1.14it/s]\u001b[A\n",
- " 82%|█████████████████████████████████▋ | 273/332 [03:30<00:48, 1.22it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▊ | 274/332 [03:31<00:46, 1.24it/s]\u001b[A\n",
- " 83%|█████████████████████████████████▉ | 275/332 [03:32<00:45, 1.26it/s]\u001b[A\n",
- " 83%|██████████████████████████████████ | 276/332 [03:33<00:44, 1.25it/s]\u001b[A\n",
- " 83%|██████████████████████████████████▏ | 277/332 [03:33<00:41, 1.32it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▎ | 278/332 [03:34<00:39, 1.36it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▍ | 279/332 [03:35<00:38, 1.39it/s]\u001b[A\n",
- " 84%|██████████████████████████████████▌ | 280/332 [03:36<00:40, 1.30it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▋ | 281/332 [03:36<00:38, 1.32it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▊ | 282/332 [03:37<00:37, 1.33it/s]\u001b[A\n",
- " 85%|██████████████████████████████████▉ | 283/332 [03:38<00:37, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████ | 284/332 [03:39<00:36, 1.32it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▏ | 285/332 [03:40<00:35, 1.31it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▎ | 286/332 [03:40<00:37, 1.23it/s]\u001b[A\n",
- " 86%|███████████████████████████████████▍ | 287/332 [03:41<00:35, 1.26it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▌ | 288/332 [03:42<00:33, 1.33it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▋ | 289/332 [03:42<00:31, 1.38it/s]\u001b[A\n",
- " 87%|███████████████████████████████████▊ | 290/332 [03:43<00:29, 1.43it/s]\u001b[A\n",
- " 88%|███████████████████████████████████▉ | 291/332 [03:44<00:28, 1.45it/s]\u001b[A\n",
- " 88%|████████████████████████████████████ | 292/332 [03:45<00:28, 1.38it/s]\u001b[A\n",
- " 88%|████████████████████████████████████▏ | 293/332 [03:46<00:30, 1.28it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▎ | 294/332 [03:46<00:29, 1.28it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▍ | 295/332 [03:47<00:30, 1.20it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▌ | 296/332 [03:48<00:28, 1.26it/s]\u001b[A\n",
- " 89%|████████████████████████████████████▋ | 297/332 [03:49<00:27, 1.29it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▊ | 298/332 [03:49<00:25, 1.32it/s]\u001b[A\n",
- " 90%|████████████████████████████████████▉ | 299/332 [03:50<00:24, 1.33it/s]\u001b[A\n",
- " 90%|█████████████████████████████████████ | 300/332 [03:51<00:25, 1.28it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▏ | 301/332 [03:52<00:23, 1.34it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▎ | 302/332 [03:52<00:21, 1.38it/s]\u001b[A\n",
- " 91%|█████████████████████████████████████▍ | 303/332 [03:53<00:20, 1.40it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▌ | 304/332 [03:54<00:20, 1.34it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▋ | 305/332 [03:55<00:19, 1.38it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▊ | 306/332 [03:55<00:20, 1.27it/s]\u001b[A\n",
- " 92%|█████████████████████████████████████▉ | 307/332 [03:56<00:18, 1.33it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████ | 308/332 [03:57<00:17, 1.37it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▏ | 309/332 [03:57<00:16, 1.40it/s]\u001b[A\n",
- " 93%|██████████████████████████████████████▎ | 310/332 [03:58<00:16, 1.32it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▍ | 311/332 [03:59<00:16, 1.25it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▌ | 312/332 [04:00<00:15, 1.29it/s]\u001b[A\n",
- " 94%|██████████████████████████████████████▋ | 313/332 [04:01<00:14, 1.29it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▊ | 314/332 [04:02<00:16, 1.11it/s]\u001b[A\n",
- " 95%|██████████████████████████████████████▉ | 315/332 [04:03<00:15, 1.13it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████ | 316/332 [04:03<00:12, 1.24it/s]\u001b[A\n",
- " 95%|███████████████████████████████████████▏ | 317/332 [04:04<00:11, 1.30it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▎ | 318/332 [04:05<00:10, 1.30it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▍ | 319/332 [04:06<00:10, 1.23it/s]\u001b[A\n",
- " 96%|███████████████████████████████████████▌ | 320/332 [04:06<00:09, 1.31it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▋ | 321/332 [04:07<00:08, 1.23it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▊ | 322/332 [04:08<00:08, 1.25it/s]\u001b[A\n",
- " 97%|███████████████████████████████████████▉ | 323/332 [04:09<00:07, 1.28it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████ | 324/332 [04:10<00:05, 1.34it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▏| 325/332 [04:10<00:05, 1.39it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▎| 326/332 [04:11<00:04, 1.40it/s]\u001b[A\n",
- " 98%|████████████████████████████████████████▍| 327/332 [04:14<00:06, 1.34s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▌| 328/332 [04:14<00:04, 1.17s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▋| 329/332 [04:15<00:03, 1.00s/it]\u001b[A\n",
- " 99%|████████████████████████████████████████▊| 330/332 [04:16<00:01, 1.09it/s]\u001b[A\n",
- "100%|████████████████████████████████████████▉| 331/332 [04:16<00:00, 1.20it/s]\u001b[A\n",
- "100%|█████████████████████████████████████████| 332/332 [04:17<00:00, 1.30it/s]\u001b[A\n",
- " \u001b[A\n",
- " 0%| | 0/59 [00:00<?, ?it/s]\u001b[A\n",
- " 2%|▋ | 1/59 [00:03<02:58, 3.08s/it]\u001b[A\n",
- " 3%|█▍ | 2/59 [00:04<02:07, 2.24s/it]\u001b[A\n",
- " 5%|██▏ | 3/59 [00:06<01:44, 1.86s/it]\u001b[A\n",
- " 7%|██▉ | 4/59 [00:09<02:17, 2.51s/it]\u001b[A\n",
- " 8%|███▋ | 5/59 [00:11<01:54, 2.12s/it]\u001b[A\n",
- " 10%|████▍ | 6/59 [00:12<01:40, 1.90s/it]\u001b[A\n",
- " 12%|█████▏ | 7/59 [00:14<01:33, 1.79s/it]\u001b[A\n",
- " 14%|█████▉ | 8/59 [00:15<01:30, 1.77s/it]\u001b[A\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 15%|██████▋ | 9/59 [00:17<01:26, 1.72s/it]\u001b[A\n",
- " 17%|███████▎ | 10/59 [00:19<01:23, 1.71s/it]\u001b[A\n",
- " 19%|████████ | 11/59 [00:20<01:22, 1.72s/it]\u001b[A\n",
- " 20%|████████▋ | 12/59 [00:22<01:19, 1.69s/it]\u001b[A\n",
- " 22%|█████████▍ | 13/59 [00:23<01:15, 1.63s/it]\u001b[A\n",
- " 24%|██████████▏ | 14/59 [00:25<01:11, 1.59s/it]\u001b[A\n",
- " 25%|██████████▉ | 15/59 [00:28<01:33, 2.13s/it]\u001b[A\n",
- " 27%|███████████▋ | 16/59 [00:30<01:21, 1.90s/it]\u001b[A\n",
- " 29%|████████████▍ | 17/59 [00:31<01:15, 1.80s/it]\u001b[A\n",
- " 31%|█████████████ | 18/59 [00:33<01:10, 1.73s/it]\u001b[A\n",
- " 32%|█████████████▊ | 19/59 [00:35<01:09, 1.73s/it]\u001b[A\n",
- " 34%|██████████████▌ | 20/59 [00:36<01:06, 1.70s/it]\u001b[A\n",
- " 36%|███████████████▎ | 21/59 [00:38<01:03, 1.67s/it]\u001b[A\n",
- " 37%|████████████████ | 22/59 [00:39<01:00, 1.64s/it]\u001b[A\n",
- " 39%|████████████████▊ | 23/59 [00:41<00:59, 1.67s/it]\u001b[A\n",
- " 41%|█████████████████▍ | 24/59 [00:43<00:58, 1.67s/it]\u001b[A\n",
- " 42%|██████████████████▏ | 25/59 [00:44<00:54, 1.61s/it]\u001b[A\n",
- " 44%|██████████████████▉ | 26/59 [00:46<00:52, 1.60s/it]\u001b[A\n",
- " 46%|███████████████████▋ | 27/59 [00:48<00:53, 1.66s/it]\u001b[A\n",
- " 47%|████████████████████▍ | 28/59 [00:49<00:50, 1.64s/it]\u001b[A\n",
- " 49%|█████████████████████▏ | 29/59 [00:51<00:49, 1.66s/it]\u001b[A\n",
- " 51%|█████████████████████▊ | 30/59 [00:53<00:48, 1.69s/it]\u001b[A\n",
- " 53%|██████████████████████▌ | 31/59 [00:54<00:45, 1.61s/it]\u001b[A\n",
- " 54%|███████████████████████▎ | 32/59 [00:56<00:42, 1.58s/it]\u001b[A\n",
- " 56%|████████████████████████ | 33/59 [00:57<00:41, 1.58s/it]\u001b[A\n",
- " 58%|████████████████████████▊ | 34/59 [00:59<00:41, 1.65s/it]\u001b[A\n",
- " 59%|█████████████████████████▌ | 35/59 [01:01<00:38, 1.62s/it]\u001b[A\n",
- " 61%|██████████████████████████▏ | 36/59 [01:04<00:51, 2.25s/it]\u001b[A\n",
- " 63%|██████████████████████████▉ | 37/59 [01:06<00:44, 2.02s/it]\u001b[A\n",
- " 64%|███████████████████████████▋ | 38/59 [01:07<00:39, 1.86s/it]\u001b[A\n",
- " 66%|████████████████████████████▍ | 39/59 [01:09<00:34, 1.74s/it]\u001b[A\n",
- " 68%|█████████████████████████████▏ | 40/59 [01:11<00:33, 1.76s/it]\u001b[A\n",
- " 69%|█████████████████████████████▉ | 41/59 [01:12<00:30, 1.70s/it]\u001b[A\n",
- " 71%|██████████████████████████████▌ | 42/59 [01:14<00:28, 1.70s/it]\u001b[A\n",
- " 73%|███████████████████████████████▎ | 43/59 [01:15<00:26, 1.65s/it]\u001b[A\n",
- " 75%|████████████████████████████████ | 44/59 [01:17<00:26, 1.75s/it]\u001b[A\n",
- " 76%|████████████████████████████████▊ | 45/59 [01:19<00:23, 1.70s/it]\u001b[A\n",
- " 78%|█████████████████████████████████▌ | 46/59 [01:20<00:21, 1.63s/it]\u001b[A\n",
- " 80%|██████████████████████████████████▎ | 47/59 [01:22<00:18, 1.55s/it]\u001b[A\n",
- " 81%|██████████████████████████████████▉ | 48/59 [01:23<00:16, 1.52s/it]\u001b[A\n",
- " 83%|███████████████████████████████████▋ | 49/59 [01:25<00:14, 1.48s/it]\u001b[A\n",
- " 85%|████████████████████████████████████▍ | 50/59 [01:26<00:13, 1.46s/it]\u001b[A\n",
- " 86%|█████████████████████████████████████▏ | 51/59 [01:30<00:17, 2.15s/it]\u001b[A\n",
- " 88%|█████████████████████████████████████▉ | 52/59 [01:31<00:13, 2.00s/it]\u001b[A\n",
- " 90%|██████████████████████████████████████▋ | 53/59 [01:33<00:11, 1.88s/it]\u001b[A\n",
- " 92%|███████████████████████████████████████▎ | 54/59 [01:34<00:08, 1.76s/it]\u001b[A\n",
- " 93%|████████████████████████████████████████ | 55/59 [01:36<00:06, 1.66s/it]\u001b[A\n",
- " 95%|████████████████████████████████████████▊ | 56/59 [01:38<00:04, 1.66s/it]\u001b[A\n",
- " 97%|█████████████████████████████████████████▌ | 57/59 [01:40<00:03, 1.79s/it]\u001b[A"
- ]
- }
- ],
- "source": [
- "# TRAIN\n",
- "# dataset : CNMC\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 main_manual.py --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC\" --batch-size 32 --epochs 100 --seed 30042022 --device cuda --out results --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 183,
- "id": "ea9c2f23",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "PROPOSAL\n",
- "68.51\t83.57 ± 5.16\t89.61\n",
- "84.33\t89.06 ± 2.09\t92.95\n",
- "38.73\t73.26 ± 11.77\t84.72\n",
- "66.76\t83.35 ± 5.61\t89.57\n",
- "66.81\t83.36 ± 5.60\t89.55\n",
- "68.51\t83.57 ± 5.16\t89.61\n",
- "\n",
- "Figure(900x500)\n",
- "Figure(900x200)\n",
- "Figure(900x200)\n"
- ]
- }
- ],
- "source": [
- "# PLOT\n",
- "# dataset : CNMC\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 plot.py"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "8c92073d",
- "metadata": {},
- "source": [
- "# EVALUATION"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 135,
- "id": "b25a4267",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:05, 11.69it/s] \n",
- "Positive: 1425\n",
- "Negative: 442\n",
- "AUC: 0.6153299354864846\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION \n",
- "# dataset : CNMC\n",
- "# res : 32\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_32\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32 --res 32"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 136,
- "id": "b14e3e67",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:09, 6.24it/s] \n",
- "Positive: 1315\n",
- "Negative: 552\n",
- "AUC: 0.7711131113339208\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC\n",
- "# res : 128\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_128\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32 --res 128"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 137,
- "id": "dfb25744",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:14, 4.19it/s] \n",
- "Positive: 1262\n",
- "Negative: 605\n",
- "AUC: 0.8143717274835677\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC\n",
- "# res : 224\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_224\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32 --res 224"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 138,
- "id": "68600db4",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:41, 1.44it/s] \n",
- "Positive: 1195\n",
- "Negative: 672\n",
- "AUC: 0.8400701597139936\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC\n",
- "# res : 256\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_256\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32 --res 256"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 139,
- "id": "71a5547e",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:41, 1.42it/s] \n",
- "Positive: 1241\n",
- "Negative: 626\n",
- "AUC: 0.8813918512441892\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 154,
- "id": "58450362",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:41, 1.42it/s] \n",
- "Positive: 1261\n",
- "Negative: 606\n",
- "AUC: 0.8045073375262055\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_Grayscale\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_grayscale\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_grayscale/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 155,
- "id": "48c40f18",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:44, 1.33it/s] \n",
- "Positive: 1178\n",
- "Negative: 689\n",
- "AUC: 0.8661869929814967\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_no_red\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_no_red\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_no_red/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 156,
- "id": "b6ad9232",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:52, 1.12it/s] \n",
- "Positive: 1266\n",
- "Negative: 601\n",
- "AUC: 0.8018310900454735\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_no_green\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_no_green\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_no_green/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 157,
- "id": "1ba76d51",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:48, 1.23it/s] \n",
- "Positive: 1248\n",
- "Negative: 619\n",
- "AUC: 0.8570821813062721\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_no_blue\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_no_blue\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_no_blue/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 158,
- "id": "05cfaf9c",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:52, 1.12it/s] \n",
- "Positive: 1239\n",
- "Negative: 628\n",
- "AUC: 0.8013924335875389\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_red_only\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_red_only\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_red_only/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 159,
- "id": "1ad09456",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:52, 1.13it/s] \n",
- "Positive: 1221\n",
- "Negative: 646\n",
- "AUC: 0.8590070792695896\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_green_only\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_green_only\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_green_only/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 160,
- "id": "41e8d3a0",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [00:52, 1.12it/s] \n",
- "Positive: 1255\n",
- "Negative: 612\n",
- "AUC: 0.8268636253152251\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC_blue_only\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_blue_only\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC_blue_only/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 186,
- "id": "88bc18db",
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Loading model\n",
- "Classifying\n",
- "59it [01:24, 1.43s/it] \n",
- "Positive: 1235\n",
- "Negative: 632\n",
- "AUC: 0.8588406050294211\n"
- ]
- }
- ],
- "source": [
- "# EVALUATION\n",
- "# dataset : CNMC-blackborder\n",
- "# res : 450\n",
- "# epochs : 100\n",
- "!python3 submission.py --modelroot \"/home/feoktistovar67431/isbi2019cancer-master/results/model_cnmc_res_450_w_blackborder\" --dataroot \"/home/feoktistovar67431/data/isbi2019/CNMC/phase2\" --batch-size 32 --res 450"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "ec31125a",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.6.9"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
- }
|