Al ejecutar un GAN más simple, se encontró con un problema tan extraño:
Entonces, cómo resolverlo, de hecho, es muy simple, agregue el siguiente código al comienzo del programa:
import os
os.environ['KMP_DUPLICATE_LIB_OK']='True'
Puede ejecutarse correctamente y la imagen del resultado se adjunta a continuación:
Época 0: D (0.6597316265106201 real_err, 0.7238825559616089 fake_err) G (0.6639426350593567 err); Dist. Real ([3.9402713210880758, 1.2939863796110138]), Dist. Falsa ([0.46885369139909744, 0.05041620474791647])
Época 100: D (0.6273314356803894 real_err, 0.572021484375 fake_err) G (0.856181533 err33) Dist. Real ([4.014338257074356, 1.258517997364061]), Dist. Falsa ([4.193737301826477, 0.015671175604902637])
Época 200: D (0.5931883454322815 real_err, 0.5692831873893738 fake_err) G (0.763216912r) Dist. Real ([3.935641798630357, 1.2238523038048286]), Dist. Falsa ([2.482769048213959, 1.0853414294355461])
Época 300: D (0.6589973568916321 real_err, 0.6297571659088135 fake_err) G (0.7364358305931091 err); Dist. Real ([3.967270278155804, 1.1999357772842234]), Dist. Falsa ([5.622088596343994, 1.8979408378251168])
Época 400: D (0.19329610466957092 real_err, 0.18364374339580536 fake_err) G34; Dist. Real ([4.033117509484291, 1.2138336133213603]), Dist. Falsa ([4.7935052754879, 1.8482714036943952])
Época 500: D (0.6451993584632874 real_err, 0.6573867797851562 fake_err) G (0.7283227r266025) Dist. Real ([3.917393512159586, 1.256353113434592]), Dist. Falsa ([6.0540028553009035, 3.5475038165111314])
Época 600: D (0.6544129848480225 real_err, 0.5033053755760193 fake_err) G (0.7845211625099182 err); Dist. Real ([3.9662115879654882, 1.269759481595295]), Dist. Falsa ([4.271333148956299, 1.9033167187704112])
Época 700: D (0.6674409508705139 real_err, 0.7414349913597107 fake_err) G (0.62271826619) Dist. Real ([4.024382192313671, 1.260157352832338]), Dist. Falsa ([3.7828147163391113, 1.296317821637754])
Época 800: D (0.6933066844940186 real_err, 0.6719670295715332 fake_err) G (0.737019 er956); Dist. Real ([4.003772664353251, 1.2993067576477477]), Dist. Falsa ([3.9589070868492127, 1.2629740724539074])
Época 900: D (0,7193153500556946 real_err, 0,6772606372833252 fake_err) G (0,6982199549674988 err); Dist. Real ([3.976522939682007, 1.2123802235785917]), Dist. Falsa ([4.119580830097198, 1.171835172145193])
Época 1000: D (0.6783238649368286 real_err, 0.7105517387390137 fake_err) G (0.6810367 err) Dist. Real ([4.145215703234077, 1.292795998787989]), Dist. Falsa ([3.9106553432941435, 1.270235749884706])
Época 1100: D (0.687304675579071 real_err, 0.7017139196395874 fake_err) G (0.694537 err6130) Dist. Real ([3.9183099626302718, 1.2169272723075046]), Dist. Falsa ([3.989587110996246, 1.2527303806292516])
Época 1200: D (0.6959335207939148 real_err, 0.6915529370307922 fake_err) G (0.6899510622024536 err); Dist. Real ([4.015381310462952, 1.2431770294355466]), Dist. Falsa ([3.948758414506912, 1.2205471120182252])
Época 1300: D (0.7186623811721802 real_err, 0.6895760893821716 fake_err) G14695127 err) Dist. Real ([4.051180931568146, 1.2835729451104367]), Dist. Falsa ([3.993666660308838, 1.2805430060722494])
Época 1400: D (0.6919049620628357 real_err, 0.6950796246528625 fake_err) G (0.650090 errrr 851688) Dist. Real ([4.046774753853679, 1.2735510133306034]), Dist. Falsa ([4.013702709197998, 1.299693510305003])
Época 1500: D (0.6894071698188782 real_err, 0.6895454525947571 fake_err) G (0.6891321539878845 err); Dist. Real ([4.03036398255825, 1.2423437499560364]), Dist. Falsa ([3.9825219321250915, 1.1655894077749014])
Época 1600: D (0.6982563138008118 real_err, 0.6919934153556824 fake_err) G (0.67403700 err432) Dist. Real ([4.007837181806564, 1.2072563599926314]), Dist. Falsa ([3.9462557010650636, 1.3244540392848672])
Época 1700: D (0.6947281956672668 real_err, 0.6933791637420654 fake_err) G (0.6975245 err) G (0.6975245 err) Dist. Real ([3.936385201826692, 1.2058376593690423]), Dist. Falsa ([3.993844915866852, 1.2197649175855552])
Época 1800: D (0.6923916935920715 real_err, 0.6930909156799316 fake_err) G (0.7015867829322815 err); Dist. Real ([4.013250464081764, 1.260655667266325]), Dist. Falsa ([4.099321723699569, 1.2265461798138237])
Época 1900: D (0.6905090808868408 real_err, 0.6963363289833069 fake_err) G (0.613501285r282) Dist. Real ([4.013300076246262, 1.2327827675999143]), Dist. Falsa ([3.9516462178230287, 1.2107446478629518])
Época 2000: D (0.6890588998794556 real_err, 0.6978457570075989 fake_err) G (0.618885 err) Dist. Real ([3.8991392757296564, 1.2962627762830221]), Dist. Falsa ([3.8787474207878114, 1.2570950839639825])
Época 2100: D (0.698122501373291 real_err, 0.6970409750938416 fake_err) G (0.6905460953712463 err); Dist. Real ([3.9566759659051893, 1.2732083391345064]), Dist. Falsa ([4.106280519723892, 1.1933816256323224])
Época 2200: D (0.6933690905570984 real_err, 0.6945402622229029 fake_err) G (0.69147 err) Dist. Real ([3.93889475530386, 1.2663505110078315]), Dist. Falsa ([4.080608214378357, 1.2876372265316796])
Época 2300: D (0.6900700926780701 real_err, 0.6968343257904053 fake_err) G (0.628891632600278) Dist. Real ([3.9663488780260088, 1.196217496592113]), Dist. Falsa ([3.951875771999359, 1.1860255388962153])
Época 2400: D (0.6931772232055664 real_err, 0.6933202743530273 fake_err) G (0.6926587820053101 err); Dist. Real ([3.8020925587415695, 1.19835981586526]), Dist. Falsa ([3.981923851490021, 1.2264610397327376])
Epoch 2500: D (0.6951471567153931 real_err, 0.6946098804473877 fake_err) G (0.6492285 err) Dist. Real ([4.008115592837334, 1.2887887111382983]), Dist. Falsa ([3.963913097858429, 1.2871623425529768])
Época 2600: D (0.6909193992614746 real_err, 0.6953129172325134) G287 0.69150698 err Dist. Real ([4.062672424763441, 1.2540382050790924]), Dist. Falsa ([3.9960549049377443, 1.2548450333033438])
Época 2700: D (0.6910338997840881 real_err, 0.6944698691368103 fake_err) G (0.6924614906311035 err); Dist. Real ([4.030903303682804, 1.2719847082332967]), Dist. Falsa ([3.906935365200043, 1.262203344364284])
Época 2800: D (0.6954336166381836 real_err, 0.6904621124267578 fake_err) G (0.6595909619r33) Dist. Real ([4.114171533674002, 1.2074442947058714]), Dist. Falsa ([3.881883509159088, 1.2260428866560595])
Época 2900: D (0.6930927038192749 real_err, 0.6938952803611755 fake_err) G (0.6289211 err) Dist. Real ([3.9881235218942166, 1.2480621225809787]), Dist. Falsa ([3.9812709155082704, 1.1357823612555091])
Época 3000: D (0.6929730176925659 real_err, 0.6938328742980957 fake_err) G (0.6921579837799072 err); Dist. Real ([4.071166606903076, 1.2139888550159457]), Dist. Falsa ([4.058373363018036, 1.2874264008165746])
Época 3100: D (0.6918545961380005 real_err, 0.6943498849868774 fake_err) G (0.69178889 err) G (0.69178889 err) Dist. Real ([3.916332804121077, 1.301228074403367]), Dist. Falsa ([3.9725843691825866, 1.3135809041759081])
Época 3200: D (0.6933050155639648 real_err, 0.6932293176651001 fake_err) G (0.6935338 err2438r) Dist. Real ([4.115283443987369, 1.3067935986300376]), Dist. Falsa ([4.018036490440369, 1.2819460189990874])
Época 3300: D (0.6906453967094421 real_err, 0.6935202479362488 fake_err) G (0.6932854652404785 err); Dist. Real ([3.9923059164583683, 1.2619602665983642]), Dist. Falsa ([3.9373254017829895, 1.2547933600332748])
Época 3400: D (0.6938872337341309 real_err, 0.6923187971115112 fake_err) G (90) Dist. Real ([3.868881364941597, 1.1861205406072914]), Dist. Falsa ([3.997091173171997, 1.2219836812637346])
Epoch 3500: D (0.6942490339279175 real_err, 0.691388726234436 fake_err) G (0.69693931816r) G (0.67693931816r) Dist. Real ([3.9848650202453135, 1.2788298084501777]), Dist. Falsa ([3.9492234830856323, 1.2787958741147103])
Época 3600: D (0.6915405988693237 real_err, 0.6950609087944031 fake_err) G (0.6919746398925781 err); Dist. Real ([3.9263661807216703, 1.3428769956802185]), Dist. Falsa ([4.043765131950378, 1.2129659156773047])
Epoch 3700: D (0.6923659443855286 real_err, 0.6937616467475891 fake_err365) G (0.6937616467475891 fake_err365) Dist. Real ([3.961504315018654, 1.2343010879109766]), Dist. Falsa ([3.9919398846626284, 1.188652745705591])
Época 3800: D (0.6922182440757751 real_err, 0.693134069442749 fake_err) G (0.6934359 err55) Dist. Real ([3.9936529603004454, 1.2723753440430765]), Dist. Falsa ([3.932868149757385, 1.2927933577246007])
Época 3900: D (0.6951863169670105 real_err, 0.6931467056274414 fake_err) G (0.6936421394348145 err); Dist. Real ([3.9859102096557617, 1.3116028821618657]), Dist. Falsa ([3.9425672092437742, 1.2704240167167444])
Época 4000: D (0.6934537291526794 real_err, 0.6934215426445007 fake_err) G (0.692888 err) G (0.692888 err) Dist. Real ([4.025654611885548, 1.203102234973952]), Dist. Falsa ([3.951406656742096, 1.1870636109807047])
Época 4100: D (0.6929010152816772 real_err, 0.6932252645492554 fake_err) G (0.693207r6215) Dist. Real ([4.049340215802193, 1.2517312803674845]), Dist. Falsa ([3.948000467777252, 1.209252212949125])
Época 4200: D (0.6937159299850464 real_err, 0.6928628087043762 fake_err) G (0.6936244964599609 err); Dist. Real ([3.9862994982898234, 1.3216520501599247]), Dist. Falsa ([3.9977761278152464, 1.269954702393057])
Época 4300: D (0.6946839094161987 real_err, 0.6940472722053528 fake_err) G (0.62294197 err) Dist. Real ([4.104086722850799, 1.2932517877389742]), Dist. Falsa ([3.9397064061164855, 1.283418295222106])
Época 4400: D (0.6927088499069214 real_err, 0.6937136054039001 fake_err) G (0.6237136054039001 fake_err) G (0.623718295222106) Dist. Real ([3.9872011072039606, 1.2204134576890096]), Dist. Falsa ([4.121815538406372, 1.2551851662450935])
Época 4500: D (0.6927639842033386 real_err, 0.693088173866272 fake_err) G (0.6928940415382385 err); Dist. Real ([4.058847837984562, 1.2514414908153513]), Dist. Falsa ([4.121126535415649, 1.2218871392175976])
Época 4600: D (0.6939873695373535 real_err, 0.6920260787010193 fake_err) G (0.69445412 err) Dist. Real ([3.962537788748741, 1.1465531638254807]), Dist. Falsa ([4.028300057411194, 1.3325499484193604])
Época 4700: D (0.6943904757499695 real_err, 0.6905301213264465 fake_err) G (0.6967504535); Dist. Real ([4.0126394208073615, 1.2947995320475616]), Dist. Falsa ([4.127041224718094, 1.3215919617554204])
Época 4800: D (0.6921607255935669 real_err, 0.693673849105835 fake_err) G (0.6927924752235413 err); Dist. Real ([3.9786494944393636, 1.245522385348094]), Dist. Falso ([3.8916494874954224, 1.182735830499433])
Época 4900: D (0.6933014392852783 real_err, 0.6924062371253967 fake_err) G (0.69563722 err) Dist. Real ([3.989498425602913, 1.2048428514773775]), Dist. Falsa ([3.970398843765259, 1.2464424266667016])
Trazando la distribución generada…
Valores: [3.9159674644470215, 4.125934600830078, 5.422196865081787, 3.1815083026885986, 3.8734424114227295, 5.742127418518066, 4.619236946105957, 2.7945480346679688, 1.2828090190887451, 6.042884349822998, 3.8049542903900146, 1.7207379341125488, 3.563199758529663, 1.5377702713012695, 4.3580498695373535, 5.344984531402588, 2.53778076171875, 3.1902222633361816, 4.158794403076172, 4.133233070373535, 3.8511157035827637, 6.65526819229126, 3.346646308898926, 4.346399307250977 , 4,310866355895996, 2,187873601913452, 4,158594131469727, 1,9495620727539062, 4,494269847869873, 6,084726333618164, 3,892744541168213, 4,909972190856934, 3,854219913482666, 2,9995779991149902, 4,1864166259765625, 3,0078999996185303, 5,38481330871582, 3,69596529006958, 3,710038661956787, 3,187091112136841, 2,4693655967712402, 2,0591177940368652, 1,0778980255126953, 6,653056621551514,4.363835334777832, 1,832655906677246, 4,1030592918396, 3,96126389503479, 3,1063828468322754, 3,3072547912597656, 1,2496812343597412, 5,000283718109131, 4,0209760665893555, 3,350200653076172, 4,339974403381348, 5,584213733673096, 1,273604154586792, 4,427298069000244, 5,878947734832764, 3,5488860607147217, 3,4643161296844482, 2,7468369007110596, 4,008472919464111, 4,9159040451049805, 4,887068271636963, 4,5756683349609375, 2,4346961975097656, 5,602514743804932, 6,15128231048584, 4.42344856262207, 4,057839870452881, 4,404594421386719, 4,143906593322754, 3,8206963539123535, 6,943950653076172, 1,988569974899292, 4,49620246887207, 4,177021026611328, 5,18632173538208, 4,519692420959473, 4,700719356536865, 4,333179950714111, 3,4061989784240723, 4,48309850692749, 1,2145044803619385, 2,1245105266571045, 5,66218900680542, 4,187261581420898, 5,373778343200684,3.963505744934082, 3,262284517288208, 4,887523174285889, 2,8407814502716064, 4,430183410644531, 3,395235061645508, 3,8329646587371826, 3,2413713932037354, 3,300692081451416, 3,8155364990234375, 3,8821845054626465, 3,935235023498535, 2,0927634239196777, 1,7395544052124023, 5,033517360687256, 5,140900611877441, 6,777430057525635, 5,732268810272217, 3,3626506328582764, 5,016398906707764, 4,891293048858643, 5,2278313636779785, 4,309418201446533, 3,7045984268188477, 1,5921130180358887, 4.192157745361328, 3,949908971786499, 3,3338818550109863, 2,51901912689209, 3,0318164825439453, 2,812548875808716, 4,26971435546875, 1,1531658172607422, 4,881665229797363, 3,6310858726501465, 3,7137885093688965, 1,308990240097046, 4,823693752288818, 4,020961761474609, 3,842921018600464, 4,555137634277344, 4,353461265563965, 1,4891619682312012, 3,8988730907440186, 4.600863456726074, 4,112806797027588, 4,379498481750488, 4,9353227615356445, 4,205264091491699, 3,514172077178955, 4,108341693878174, 6,14641809463501, 4,215408802032471, 3,5581467151641846, 3,626446008682251, 6,7005486488342285, 4,146924018859863, 4,924040794372559, 5,125090599060059, 3,9023659229278564, 4,802821159362793, 3,9630959033966064, 1,5279359817504883, 3,542318344116211, 2,9708926677703857, 5,299221515655518, 1,8645179271697998, 5,041326522827148, 6,347474098205566, 3.682738780975342, 4,095590591430664, 4,637469291687012, 3,382563591003418, 2,7887349128723145, 6,204997539520264, 3,214742660522461, 2,4794788360595703, 2,985161304473877, 4,4538187980651855, 3,61635160446167, 3,8533787727355957, 3,893848180770874, 2,008432626724243, 6,340153694152832, 6,789806365966797, 6,414885520935059, 4,441524505615234, 1,8955206871032715, 3.796323537826538, 4,845046043395996, 3,595125198364258, 3,2691636085510254, 2,0169405937194824, 4,166546821594238, 3,7104101181030273, 3,706782341003418, 3,928852081298828, 2,9615888595581055, 3,1895689964294434, 4,005886554718018, 4,9579925537109375, 6,343612194061279, 4,227280616760254, 5,802534580230713, 4,512983322143555, 4,06502103805542, 3,9973034858703613, 3,957467555999756, 5,359663486480713, 5,03531551361084, 2,847646951675415, 2,104128360748291, 1,2060565948486328, 4.652645111083984, 3,673929214477539, 4,649253845214844, 3,767407178878784, 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