diff --git a/generator/outputs/logs/p5_gan.json b/generator/outputs/logs/p5_gan.json new file mode 100644 index 0000000..257956f --- /dev/null +++ b/generator/outputs/logs/p5_gan.json @@ -0,0 +1,2064 @@ +{ + "run_name": "p5_gan", + "config": { + "batch_size": 64, + "ema_decay": 0.9999, + "data_dir": "cropped/generator", + "sources": [ + "wiki" + ], + "subsample": 1.0, + "sample_interval": 10, + "fid_interval": 25, + "fid_n_real": 5000, + "num_workers": 2, + "run_name": "p5_gan", + "model": "wgan", + "epochs": 400, + "augment": true, + "image_size": 64, + "latent_dim": 128, + "ngf": 128, + "ndf": 128, + "lr_g": 0.0001, + "lr_d": 0.0001, + "beta1": 0.0, + "beta2": 0.9, + "n_critic": 2, + "gp_lambda": 10, + "max_train_hours": 24, + "fid_patience": 2 + }, + "history": { + "g_loss": [ + -0.9721798366970487, + 2.5475745567908654, + -12.681895198985043, + -8.2112548045623, + 2.239092965411325, + 3.3985182281233306, + 0.6765191493890225, + 3.8548719618055554, + 7.3499950832790795, + 6.517940032176482, + 6.328774085411658, + 4.955301398904915, + 5.448709390102288, + 3.3852549495860043, + 3.3906390850360575, + 3.570014888404781, + 4.036913097414196, + 4.770145383655516, + 3.960396921532786, + 2.5534495981330547, + 1.8330845384516268, + 1.9081011389055822, + 1.1880940494374332, + 1.4443764971871662, + 0.9842835124741253, + 1.193845960828993, + 1.089166771652352, + 1.935975816514757, + 2.0429349393926115, + 1.7270721696380875, + 2.264457246177217, + 2.368731702494825, + 2.103088770157252, + 1.905898917434562, + 2.1522479913173576, + 1.6754505776951456, + 1.4028873606624765, + 1.4865992619441106, + 1.5204350398137019, + 1.3700806707398505, + 1.68117190630008, + 1.5476248977530715, + 1.7798317477234409, + 1.6062638372437568, + 1.677877703283587, + 1.2862218873113649, + 1.364321749434512, + 1.4515808627136753, + 0.9886861947866586, + 1.11068604950212, + 1.0562210735092816, + 0.7058870364458133, + 0.5277885983132908, + 0.8542284191164196, + 0.9689275627462273, + 1.0783002804487178, + 0.8828967534578763, + 0.6322715628860344, + 0.1637884775797526, + 0.5691938807821681, + 0.5189088022607005, + 0.16480437710753873, + 0.6586306319277511, + 0.5977073734642094, + 0.3209761065295619, + 0.5697927474975586, + 0.7848933334024544, + 0.5217547294421073, + 0.04196527269151476, + 0.1912295675685263, + 0.3481741359091213, + 0.17954800271580362, + 0.4646534389919705, + 0.4235905052250267, + 0.31655570788261217, + 0.22562962719517896, + -0.03231117052909655, + 0.11116404411120293, + 0.06791354448367388, + 0.14916993817712507, + -0.15256687718578893, + 0.028886061448317308, + 0.18358628362671942, + 0.36748302492321044, + 0.18918353675777078, + 0.28836333446013623, + 0.05831752679286859, + 0.2570260202782786, + 0.38537816104725897, + 0.2117957742805155, + 0.3327700623080262, + -0.004950238089276175, + 0.3504539554954594, + 0.24987706567487147, + 0.300160888932709, + 0.45589416862553, + 0.3962017613598424, + 0.3345071515466413, + 0.25367632482805824, + -0.1679669893704928, + 0.0734660156771668, + 0.32362939557458603, + 0.26440234061999196, + 0.1482345956003564, + 0.09452842647193843, + 0.28142704107822514, + 0.5070899409106654, + 0.39723688109308225, + 0.5105582995292468, + 0.7051505064352964, + 0.36232666276459, + 0.14796499920706463, + 0.28986019558376735, + 0.20025836911975828, + 0.23258887396918404, + 0.12640626613910383, + 0.17649600037142762, + 0.25925934620392627, + 0.30506949139456463, + 0.21679432371742705, + 0.053174014784332015, + 0.3295078766651643, + 0.03559901571681357, + 0.3658587789943076, + 0.3460594181321625, + 0.43717203384790665, + 0.33187212495722324, + 0.16502769176776594, + 0.26097530788845485, + 0.12898821708483574, + 0.12564372201251167, + 0.015420832185663728, + 0.15315911708733973, + 0.26568590473924947, + 0.6257039583646334, + 0.12888590494791666, + 0.21004003541082397, + 0.31566158522907484, + 0.18129303108932626, + 0.20376293475811297, + 0.5889382647652911, + 0.08459087926098424, + 0.5314191508496928, + 0.32111864008455193, + 0.07888877086150341, + 0.38491261311066455, + 0.1807617448334001, + 0.07341844607622196, + -0.18142630911280966, + -0.21997063791649973, + 0.14260702866774339, + -0.15512495774489182, + -0.11125318413106804, + 0.124043211977706, + 0.03897381643963675, + 0.33259525462093514, + 0.01825613038152711, + 0.0765987298427484, + 0.22021522379329062, + 0.1253881617489024, + 0.059445796868739985, + 0.2044408423268897, + 0.2425044948219234, + 0.1240283872327234, + 0.09023845705211672, + -0.046858665270683095, + -0.18072157639723557, + 0.16661039173093617, + -0.15426021967178735, + 0.12831950391459668, + 0.013631510938334668, + 0.045043880103999734, + -0.00031751648992554756, + -0.0737033185795841, + 0.05492342435396635, + 0.04840087890625, + 0.07731315417167468, + 0.056925537239792004, + 0.15891102847889957, + 0.18422581599308893, + 0.19761722923344016, + -0.026277982271634616, + 0.05687855451534956, + -0.2275547125400641, + 0.054253472222222224, + -0.1678104237613515, + -0.1980523981599726, + 0.10387035924145299, + 0.11448010827741052, + 0.042083650572687134, + 0.06697565062433226, + 0.03081329867371127, + 0.0653347928299863, + 0.0856274172791049, + 0.11512521597055289, + 0.07478436853131677, + -0.021714740329318576, + 0.103526062435574, + 0.1062173598851913, + -0.13402811686197916, + -0.1934267353807759, + -0.14851353311131144, + -0.12772401989015758, + -0.13151675819331765, + 0.047345911335741356, + -0.14205645699786323, + -0.20209039378369975, + -0.12401410453339927, + -0.15196514944744927, + -0.07825515616653311, + 0.14947033743573052, + -0.11109174418653178, + -0.2034051520192725, + -0.20435362595778245, + -0.2512094546587039, + -0.32795630560980904, + -0.1292469725649581, + -0.15207023294562969, + -0.20594411018567207, + -0.21773744240785256, + -0.04925465380024706, + -0.1578091352413862, + -0.19659652057875934, + -0.20950167403261885, + -0.19957751086634448, + -0.16499419905181623, + -0.2089122543987046, + -0.23106429923293936, + -0.14305303850744525, + -0.1654764159112914, + -0.17960034883939302, + -0.05790087708041199, + -0.0940145508855836, + -0.15346631433209804, + -0.2095908222035465, + -0.2761483151688535, + -0.09968450334337023, + -0.26186431167472124, + -0.2589206654801328, + -0.18450226742997128, + -0.1686903798682058, + -0.23552856282291249, + -0.16782395452515692, + -0.06827303894564636, + -0.1957556895720653, + -0.11393085300412953, + -0.1965060763888889, + -0.310901609241453, + -0.31867772289830393, + -0.2449909438434829, + -0.2559281047592815, + -0.11549625233707266, + -0.057788033770699784, + -0.1951499270577716, + -0.16473551693125668, + -0.21640953650841346, + -0.26172426011827254, + -0.32500399076021635, + -0.2912505569621029, + -0.2258857661842281, + -0.3398507273095286, + -0.16822162041297326, + -0.17101770384698853, + -0.32763394738873863, + -0.3258363161331568, + -0.31560116955357737, + -0.2668965657552083, + -0.3140234661917401, + -0.20520306448651177, + -0.24249261057274973, + -0.34181487254607373, + -0.17326804919120592, + -0.25260600880679923, + 0.11742877145098825, + -0.11876831706772503, + -0.18233701917860243, + -0.29939432225675666, + -0.19639429271730602, + -0.12646539802225226, + 0.11866326617379473, + -0.2885821741870326, + -0.07702280109764165, + -0.30148048074836403, + -0.2989646715995593, + -0.21558067126151842, + -0.20141177707248265, + -0.33827113290118355, + -0.21250325390416333, + -0.23443204113560864, + -0.34219595102163464, + -0.21560312743879792, + -0.22997767701108232, + -0.35305253053322816, + -0.03320971105852698, + -0.17593077309111244, + -0.19706165281116453, + -0.3016884551089034, + -0.2898725851988181, + -0.29271398038945645, + -0.3124343513423561, + -0.2224469959226429, + -0.3078125766199878, + -0.21650270315317008, + -0.0911011003021501, + -0.2294776134001903, + -0.2980865841237908, + -0.16616754450349727, + -0.40057079608623797, + -0.27699156704111993, + -0.34195720640003174, + -0.39172229603824454, + -0.39638369307558763, + -0.0925900385929988, + -0.28373225937541735, + -0.4137644319452791, + -0.15030424003927118, + -0.3762837597447583, + -0.21085646213629308, + -0.32810132931440306, + -0.3343842375991691, + -0.2625162581093291, + -0.17282704410389957, + -0.19601287189711872, + -0.2536840112800272, + -0.18165487305730835, + -0.3255839388594668, + -0.253296754299066, + -0.2007686256343483, + -0.29159337231236643, + -0.08703812574728942, + -0.18697952205299312, + -0.24797193413106805, + -0.24703862116887018, + -0.24525079971704727, + -0.2797787332127237, + -0.2897100367097773, + -0.28297461811293906, + -0.39598031329293537, + -0.26968391940125036, + -0.3393175500070947, + -0.15302005996052018, + -0.3602256122817341, + -0.2941883771847456, + -0.27992703364445615, + -0.29828466105664897, + -0.2789231813870944, + -0.1762613964895917, + -0.25138760428143364, + -0.29513817159538597, + -0.27472168360001004, + -0.09597074068509616, + -0.2283900660327357, + -0.20592723748622796, + -0.24419574248485076, + -0.36784424741044003, + -0.282482668884799, + -0.2603372997707791, + -0.2519788823576055, + -0.36626422914684326, + -0.2427649864783654, + -0.2821874700040899, + -0.3089787409855769, + -0.24721157856476614, + -0.23213113475049663, + -0.1884031418042305, + -0.23823883187057626, + -0.1599880120693109, + -0.3146650526258681, + -0.24335342798477563, + -0.2664597340119191, + -0.2775118595514542, + -0.36509652423043537, + -0.12064580835847773, + -0.2876496274247129, + -0.48205882259923166, + -0.1795030618325258, + -0.2871639382125985, + -0.3768081583528437, + -0.2177509487184704, + -0.3637265833015116, + -0.1458739989843124, + -0.36040767441447985, + -0.22218123867980435, + -0.4008742112379808, + -0.330065425644573, + -0.26403656168880624, + -0.24603532725929195, + -0.22015289567474627, + -0.31628015204372567, + -0.1462447378370497, + -0.3481701907948551, + -0.19556671533829126, + -0.4413689476811988, + -0.26151564182379305, + -0.43675406366331965, + -0.38365064930712056, + -0.03887305300459903, + -0.4949444501827925, + -0.5082224658411792, + -0.45141079894497865 + ], + "w_dist": [ + 32.71795558957304, + 25.96517880095376, + 11.9684428526805, + 8.505407743729078, + 4.882535790658404, + 4.456954944846976, + 3.5717050091196327, + 2.752348800818635, + 2.817479100555946, + 3.0391224030500803, + 2.8867792813505373, + 2.7339271569353905, + 2.722232911703933, + 2.508032027345437, + 2.570839540252828, + 2.955118014007552, + 2.9651005170029454, + 3.130405414308238, + 3.271786572714137, + 3.1790028461533733, + 3.287749334883231, + 3.521662715408537, + 3.4698733639003883, + 3.5247824509174395, + 3.451342328109293, + 3.252053063649398, + 3.060959648754862, + 2.962473241946636, + 2.918713324345075, + 2.9610580330730505, + 2.973006225230857, + 2.857325567648961, + 2.774438632413363, + 2.768858492692821, + 2.790375769775138, + 2.7427268805794225, + 2.718696830364374, + 2.658419530552167, + 2.5993412693277893, + 2.5341513285524826, + 2.494735011815006, + 2.4286860305911455, + 2.3749640392951474, + 2.3624046683693543, + 2.3571396105182476, + 2.3280712802950134, + 2.3425446087733293, + 2.3151056510515704, + 2.2716175883244247, + 2.223315213671607, + 2.200672722238506, + 2.210901182304081, + 2.15579559501165, + 2.0797100600141745, + 2.072421461948727, + 2.0415404696877184, + 2.0184987368237257, + 2.0109670747421746, + 1.9962098287720966, + 1.9877547859890847, + 1.9298412723418994, + 1.9259528572806435, + 1.8625982425406449, + 1.8285556982438533, + 1.792859213410789, + 1.7434204125251525, + 1.7686236484183206, + 1.7161175727080076, + 1.6865208083365717, + 1.6439283979563122, + 1.6278019099154024, + 1.599094755278948, + 1.5868340948453317, + 1.5652025406304588, + 1.529575044512112, + 1.540636940039376, + 1.5258186338867388, + 1.506447678288588, + 1.487487838945837, + 1.4462083443107767, + 1.4393140707387884, + 1.4192056145805578, + 1.4019048315847022, + 1.4130824007030227, + 1.3833820319965355, + 1.3806435552736123, + 1.3768900294716542, + 1.3455064866341586, + 1.3570302973190944, + 1.336145396416004, + 1.3267471217510538, + 1.2930063515201085, + 1.299375778143732, + 1.2652090145195396, + 1.2591994075884676, + 1.2809891068718882, + 1.2685214756773069, + 1.2559530114134152, + 1.2506065470540626, + 1.2328900024294853, + 1.2262324775991023, + 1.2262975178722642, + 1.1903002654066963, + 1.2105168265282598, + 1.185605958613575, + 1.1823941381632264, + 1.1682071154698348, + 1.1566377039839568, + 1.135151667918405, + 1.1227075763237782, + 1.1146211044019103, + 1.1196235575928137, + 1.0949601273442435, + 1.0645907514879847, + 1.078488240320968, + 1.0743931205226824, + 1.0402872225540316, + 1.0567650193205247, + 1.0158478137201223, + 1.0386600091607652, + 1.0286870871980984, + 1.0346038195376213, + 1.0105800630890915, + 0.9938790296387469, + 0.986650538463623, + 0.9860331838488834, + 0.972511521835103, + 0.9597494434724506, + 0.9580749100408493, + 0.9589927490705099, + 0.9539668743426983, + 0.9292774775471443, + 0.9390526285920388, + 0.9351391081945, + 0.9277953129325412, + 0.9046013078564762, + 0.9048255407848419, + 0.8992313426147159, + 0.8850971741331184, + 0.8937089996746718, + 0.873106144527849, + 0.8860278044883002, + 0.8777035206683681, + 0.8528467992750498, + 0.8735487715492392, + 0.8528063682218393, + 0.8597562636256727, + 0.8356476322644286, + 0.8507297624889602, + 0.859895335112372, + 0.8262747130078129, + 0.8289422569239241, + 0.818556730229503, + 0.7998096330775919, + 0.8069970087968131, + 0.7942494064824194, + 0.7814571779603378, + 0.8151354870289309, + 0.7935435433800404, + 0.7894872943432922, + 0.8093856745678135, + 0.7836448312378846, + 0.7903654006047126, + 0.7833804505375715, + 0.7594912809789436, + 0.7679412986159834, + 0.7555905794963623, + 0.7537174894450567, + 0.7792143616347741, + 0.7411039450611824, + 0.7581708240203369, + 0.7526196227209945, + 0.7294710114056993, + 0.7459791352431107, + 0.7375471304751869, + 0.7423297923981634, + 0.7264443780812953, + 0.734757097517578, + 0.7421848733360187, + 0.731385798424355, + 0.7381611053441834, + 0.7171976059738897, + 0.7125479660323287, + 0.7038219899066493, + 0.7386520798198688, + 0.7078605792047377, + 0.7245210704958847, + 0.7202252869167899, + 0.7021769381995894, + 0.7064208564404238, + 0.7116929098135896, + 0.6866351562496434, + 0.6959105111085452, + 0.688280120300941, + 0.695451703814105, + 0.676580885803311, + 0.6846159036852356, + 0.6830836928362011, + 0.6784275894522922, + 0.6941492289432094, + 0.6619572703782309, + 0.6781639904739001, + 0.669985938562542, + 0.6634184885929283, + 0.6706980832048461, + 0.6672555561790354, + 0.652633053656572, + 0.6615407534389415, + 0.6536884155347307, + 0.6582045939185808, + 0.6653067216308962, + 0.6525627882180051, + 0.644673255073209, + 0.6459659613095797, + 0.6514309881270951, + 0.6461854154228145, + 0.6439227153125227, + 0.6341009098940935, + 0.6238804171259842, + 0.629795276106168, + 0.6383436082137955, + 0.6407876017097479, + 0.6312380478613906, + 0.6275868512785587, + 0.6330471848193396, + 0.6232729424427972, + 0.6331405478855993, + 0.6213452439659681, + 0.601678777151765, + 0.620070109430414, + 0.6256773629599911, + 0.6140956484004219, + 0.607820995311197, + 0.6043280531437352, + 0.603522525750037, + 0.5964512067536513, + 0.6069356328847572, + 0.6029193909504474, + 0.5987454075047858, + 0.5996899685352786, + 0.6022785917624959, + 0.5992003828923926, + 0.6023498854289452, + 0.5841839949990439, + 0.5877125961785643, + 0.6001981666836983, + 0.5851522885804248, + 0.5861233945012602, + 0.5866853508174928, + 0.589903423976567, + 0.5923064780923036, + 0.5937130473888456, + 0.5869268384149187, + 0.5742058875914823, + 0.5748728637893995, + 0.572990141204025, + 0.5622036937369496, + 0.5729435089115913, + 0.5720222236700038, + 0.5656120339328916, + 0.5566741494286773, + 0.573875909145826, + 0.5525201140051215, + 0.5630335187555379, + 0.5538506331081446, + 0.5574279044014521, + 0.562294477230718, + 0.5410135108659155, + 0.5665160797727413, + 0.5613247395182649, + 0.5591681457928612, + 0.5520683889133999, + 0.5537203795985024, + 0.5406503474865204, + 0.5609732085727474, + 0.5454192327924519, + 0.54817630442926, + 0.5479443758312199, + 0.5546848075384767, + 0.5618562302910365, + 0.5415598138307149, + 0.5513305627127998, + 0.5417226628583466, + 0.5385146591907892, + 0.5486922014154431, + 0.5404433651994436, + 0.5381780708861402, + 0.533570624410342, + 0.5358771275665261, + 0.5338103782512948, + 0.5335290925497682, + 0.5347126044141941, + 0.5331555178038713, + 0.525309624739437, + 0.5323735541449144, + 0.5452508951823872, + 0.540008861062109, + 0.5271299592513814, + 0.5171141153217381, + 0.5238195534827362, + 0.5236941664837874, + 0.5253586905538781, + 0.5269472803522506, + 0.506423542355625, + 0.5223088994240149, + 0.5121526255184768, + 0.528159952427969, + 0.5261624049650043, + 0.5232640159849682, + 0.5166992750018835, + 0.5169363148096535, + 0.5206262954853029, + 0.5272693153168274, + 0.5292756768007182, + 0.5210191868404802, + 0.5224162070160239, + 0.5095015244526614, + 0.5127977817199934, + 0.5327933850164852, + 0.5121506963912238, + 0.5217497866823633, + 0.5285652866666644, + 0.525032435153794, + 0.5196220488168108, + 0.5256333534852562, + 0.5147251320254599, + 0.5120326263241024, + 0.5347094299414983, + 0.511914525531296, + 0.5178247069796691, + 0.5164154896624068, + 0.5153929710738424, + 0.5076968169842775, + 0.5177704691886902, + 0.516178856548081, + 0.517257479696065, + 0.5246791058880651, + 0.5238057008952411, + 0.5232332015776227, + 0.5171837348841194, + 0.5144675176622521, + 0.5116967429590021, + 0.5134026888025622, + 0.5264256753855281, + 0.5065824521594068, + 0.521483631629465, + 0.5133645385344568, + 0.5186044394524179, + 0.5112083616515255, + 0.5117812699709947, + 0.5180400814701859, + 0.5184540132490488, + 0.5092149058468322, + 0.5198241931059931, + 0.5097159150764983, + 0.5218864531280138, + 0.5229493497560421, + 0.5079720584659749, + 0.5142919702980763, + 0.5260500548104955, + 0.5165681917315874, + 0.5161365228267307, + 0.5111758477237617, + 0.5153273949001589, + 0.5162635085483392, + 0.517805443232895, + 0.5199275996663377, + 0.5155125371474996, + 0.5161993962704626, + 0.5178632461266894, + 0.521454168841816, + 0.5180058870146163, + 0.5131001834654145, + 0.5132106540040073, + 0.5204681741694609, + 0.5193639922664206, + 0.5237437374889851, + 0.5159691699470083, + 0.5159894236100789, + 0.5223116592432444, + 0.5170216666391263, + 0.5179432548709915, + 0.5167189398700864, + 0.5189273755392457, + 0.5282550810430294, + 0.5282928755777514, + 0.519188954311813, + 0.523968849490341, + 0.5287599204601641, + 0.522173108230544, + 0.5275981009770663, + 0.5255382310471728, + 0.532655860305342, + 0.5240290826425339, + 0.5246485584757776, + 0.5351043488734808, + 0.5335374320897027, + 0.5323863787274076, + 0.5310178850578446, + 0.532069890990726 + ], + "gp": [ + 0.7203852994875927, + 0.4455528488804578, + 0.17863565229643613, + 0.13737617704308885, + 0.08748900869057283, + 0.05205590069059155, + 0.042197544367498376, + 0.034320558138732984, + 0.03621226805162767, + 0.024615976485845625, + 0.02187818712127021, + 0.0158317040420201, + 0.015211559690805709, + 0.013750474258230474, + 0.01438069473215753, + 0.01991975384378312, + 0.019506950251276516, + 0.026147693249349218, + 0.03291437311026339, + 0.029102419323932666, + 0.029392779656510767, + 0.029853027077137023, + 0.028409062669827387, + 0.02564742923893321, + 0.026372856351558883, + 0.022790933846253265, + 0.020626001001801342, + 0.01955091514531125, + 0.01982240339056549, + 0.021096821775377337, + 0.02049147975123607, + 0.021786524960472703, + 0.020062025626484528, + 0.01861823705705599, + 0.017759228305310074, + 0.017424620013349712, + 0.017165645585359577, + 0.01779964097484978, + 0.01665764652753774, + 0.01647611973214194, + 0.015262939668714236, + 0.015843313224673368, + 0.01508997997485945, + 0.015118942012449201, + 0.014956656645915797, + 0.015257493952989705, + 0.01592611488746877, + 0.015665875213980898, + 0.015080614760219574, + 0.015102017040038083, + 0.0150796630515311, + 0.015296443469989568, + 0.014899659220280493, + 0.01419295647736782, + 0.013667463205066215, + 0.013916915907468805, + 0.014406345231442625, + 0.013737591575039152, + 0.01366304863904977, + 0.013718977228252806, + 0.013554887515771339, + 0.013175594524886364, + 0.013292559731998442, + 0.01321271316617982, + 0.012528028263029857, + 0.012101653022054806, + 0.012723696951925531, + 0.012364714190017624, + 0.012112865165775467, + 0.012103255302844267, + 0.012152893710025769, + 0.011977948725490201, + 0.011903597101167195, + 0.011755840880219212, + 0.011002493271023098, + 0.011543212587841682, + 0.012107844404780712, + 0.01160328258943354, + 0.011513101772811169, + 0.011290656447979726, + 0.011571928392100729, + 0.011106927689109156, + 0.011116194412406757, + 0.010981382057866734, + 0.011126216120906493, + 0.011917093741850784, + 0.011346806980008816, + 0.011058769437074503, + 0.01164528532162643, + 0.010741101400767509, + 0.011084967487368287, + 0.011733914354843939, + 0.010827634534320962, + 0.011257247124703076, + 0.010385850745424405, + 0.011325384754862668, + 0.010696787141864467, + 0.010928901247222487, + 0.011095171474899428, + 0.010725785940328343, + 0.010647134417588385, + 0.010699056141162053, + 0.011170877802929977, + 0.010945433212452147, + 0.010874310111364301, + 0.010224721274083942, + 0.010781752623211687, + 0.010980820523089387, + 0.01050347562841514, + 0.010219042703338191, + 0.010099069008894233, + 0.011027269698201846, + 0.010470620225159785, + 0.010301507067663643, + 0.011002237243880318, + 0.010552743789600607, + 0.010124991794164555, + 0.009608838565918243, + 0.010212404447961917, + 0.010651284943207398, + 0.010073542347651485, + 0.010245063551104603, + 0.009843005585826488, + 0.009585859979359576, + 0.009625394068932973, + 0.009557506182971291, + 0.009627316513250017, + 0.01028625023079654, + 0.009895314953516787, + 0.009532639133927023, + 0.009631007019744819, + 0.009501147670989744, + 0.009054685981633762, + 0.009208266120344305, + 0.00941899688426867, + 0.009434758797964543, + 0.009145068920129893, + 0.009033180457344836, + 0.009193848020548368, + 0.008978585187747724, + 0.008872906241613703, + 0.009165166729949733, + 0.008969323288720962, + 0.009329001706801992, + 0.009249163626864329, + 0.00879693866516344, + 0.008757399725946637, + 0.008978505609417733, + 0.00895588729942504, + 0.00915845565430215, + 0.0086047202308909, + 0.008860223622132953, + 0.008735291903110173, + 0.008337182867436264, + 0.008965659082138863, + 0.00884311398367883, + 0.008490414021369547, + 0.008459033705712033, + 0.00852508331513685, + 0.00856585994673272, + 0.008649159654174956, + 0.008312044258758776, + 0.008379955493455004, + 0.008402356840112908, + 0.008470516502120906, + 0.008424703027300823, + 0.00819080162835188, + 0.008103279032720586, + 0.008822307098581273, + 0.008258050783242807, + 0.00857398679239166, + 0.008709829248404369, + 0.008116685779880669, + 0.008329894177766884, + 0.008443404962189304, + 0.00807641924241494, + 0.008466682494836899, + 0.008104104432774883, + 0.007841140877069412, + 0.008311735038768945, + 0.008187125518551877, + 0.008397705416179175, + 0.008127217969069114, + 0.00762314144293101, + 0.007774335300872246, + 0.008300507391412925, + 0.008620828755784972, + 0.007618495941751151, + 0.007776902897012794, + 0.008371663643504914, + 0.00786866685305921, + 0.008100080210815033, + 0.0080148621639396, + 0.007975098927720236, + 0.007930882514402684, + 0.007809589765209736, + 0.007575103749907138, + 0.007691351776449089, + 0.007930782094247576, + 0.007958594239993483, + 0.00805325148643082, + 0.007838193498826466, + 0.007752764195952023, + 0.007721518234520928, + 0.007378157759562899, + 0.007653052388276491, + 0.007457632521211178, + 0.007356890264309497, + 0.00731292416781394, + 0.007205207711264778, + 0.007195631542609224, + 0.007167632038840371, + 0.007066504002457214, + 0.007281962434391085, + 0.0073396701974650985, + 0.006859459172990014, + 0.007244097132088505, + 0.006899797738704862, + 0.00652025224497685, + 0.007480267384069629, + 0.007162967958969152, + 0.007102051793605599, + 0.006678890696583459, + 0.006967160045308595, + 0.006932460192519312, + 0.006520106284043346, + 0.006898216695751613, + 0.006660459960639699, + 0.006640516930960246, + 0.006338960634898713, + 0.006701956570255929, + 0.006523712153116671, + 0.006824452168075368, + 0.006652151512551225, + 0.00649763339270766, + 0.006912858332865513, + 0.006449303340513068, + 0.006347207425154236, + 0.006433619707663599, + 0.006416925532110513, + 0.0064521915359924045, + 0.006647192514362211, + 0.0065955220757482145, + 0.006613814722225229, + 0.006143749988554284, + 0.006402831129096926, + 0.006042401540156804, + 0.005899931194706477, + 0.0061559346031883145, + 0.006203185999268491, + 0.006102252233689889, + 0.006107165389863424, + 0.006286218822097931, + 0.005775687194719879, + 0.006050191208984878, + 0.005789584986931191, + 0.006202843531759249, + 0.006082398071437358, + 0.005733427879177671, + 0.006028518074243847, + 0.005796483819349072, + 0.006028603612142814, + 0.005882197245756467, + 0.005881666384426415, + 0.0057038473359380774, + 0.005801068313427779, + 0.005528018145441897, + 0.00541472807377338, + 0.005943157027065595, + 0.005683288084637596, + 0.005828836969593461, + 0.0058191794773730906, + 0.005739413828163161, + 0.005754555168095976, + 0.005732779443347588, + 0.005402619731075202, + 0.0055891402830911055, + 0.005494299011641285, + 0.0053180637707213405, + 0.005394764670168853, + 0.005568415876010305, + 0.005754016146997117, + 0.0056006215377432155, + 0.005380575372250432, + 0.005421219179187861, + 0.00574041282858612, + 0.005233370625358234, + 0.005187369057208172, + 0.005883375203891649, + 0.005282226587251688, + 0.005034063164638276, + 0.00620570350647307, + 0.005130715353283076, + 0.005462088029877418, + 0.005327113333673607, + 0.005225186166552524, + 0.005375795259884694, + 0.005107768693875171, + 0.005162570056899522, + 0.005283994544207906, + 0.005359888651893817, + 0.005215202788792503, + 0.005280315165575116, + 0.004906394224142274, + 0.005019086204134883, + 0.004999178264719935, + 0.004727400126658046, + 0.0051597740379775055, + 0.005278062682079438, + 0.004674888353766953, + 0.004821532201688562, + 0.0048275957208397426, + 0.00524387564500157, + 0.00490791905267387, + 0.004858853770808007, + 0.005033223726090171, + 0.0047494031592873204, + 0.005042605676676313, + 0.004911260187335344, + 0.004894533473699807, + 0.004795211765061443, + 0.005000045190965279, + 0.0048478048339060265, + 0.004797720059535554, + 0.005084910561851998, + 0.004601727333317837, + 0.004654774599276786, + 0.0048301910302944034, + 0.00470968990180737, + 0.004689569892729911, + 0.004606180269625356, + 0.004418428796224105, + 0.00441768097354927, + 0.004401871342257732, + 0.004619615588040672, + 0.004580455729200576, + 0.004918671460348603, + 0.004662007998135816, + 0.004725433109949033, + 0.004264742454899969, + 0.004333151418578405, + 0.003931486133623343, + 0.004442542506298289, + 0.004595611444933133, + 0.004451848757323912, + 0.004383834765957366, + 0.004356423287919094, + 0.004337089205893059, + 0.004306226651359381, + 0.004537941148687695, + 0.004331071944917258, + 0.004343324681419608, + 0.0041384205829579, + 0.004315278533414309, + 0.004205670548527318, + 0.004505772611004913, + 0.004638222325543483, + 0.004182835466240366, + 0.004564869257125956, + 0.0043842788299637185, + 0.004418828157741879, + 0.004435448013057009, + 0.004216154040291141, + 0.004309241986548942, + 0.004291683918513899, + 0.004215857525491434, + 0.004282776501654591, + 0.004171666154403112, + 0.004221810449838129, + 0.0044266334520931495, + 0.004329050866972543, + 0.004168043911564522, + 0.004066454694640194, + 0.00388358638728332, + 0.00426100258805996, + 0.004025432095130603, + 0.004099045985111664, + 0.0038902725321419826, + 0.003892810457300506, + 0.004181601730738488, + 0.004075116567705702, + 0.0040037020517047495, + 0.0037992595586503865, + 0.004151677736678185, + 0.0038958390509017194, + 0.0039765364236723725, + 0.003955478626492425, + 0.003943423343310929, + 0.00415418198870487, + 0.0038632310329415063, + 0.004313106436937108, + 0.003936516073020971, + 0.0041781547524106614, + 0.0037782490007185307, + 0.004135610294825811, + 0.004056370517131514, + 0.0039046637347748135, + 0.003983789175583655, + 0.0037138425283886204, + 0.004014152040979706 + ], + "d_real": [ + 40.76763281332026, + 31.789541544695187, + 29.552552151246967, + 21.8266043694865, + 7.96413238473937, + 5.331973527709389, + 6.5023519031257715, + 1.8307206671143699, + -1.5601875193448913, + -0.7393791176155846, + -1.0237961426600177, + 0.1606751702980608, + -0.8817293376017076, + 1.2552572571250618, + 1.1096456683774152, + 1.1722529111191249, + 1.064380610974617, + 0.24231098632081452, + 1.1176440125593963, + 2.334956786635085, + 3.06940142189463, + 3.1477599285829525, + 3.799174650898601, + 3.565439705983696, + 4.1161182324171195, + 3.3602283811196685, + 3.1549351889258013, + 2.491328547270889, + 2.227422585583523, + 2.582190873451595, + 2.2494648519871583, + 1.7419357538286946, + 2.0089984721798673, + 2.1248249358091598, + 1.9492420275639901, + 2.3094614928699713, + 2.4381628797158728, + 2.2504294124137387, + 2.2065312645565243, + 2.2499316656627717, + 1.7694133014505744, + 1.926007946817857, + 1.7525416808282464, + 1.721576424745413, + 1.6601694612405622, + 2.054081204530393, + 1.9851764011332111, + 1.758813507663898, + 2.216296682595952, + 2.0339033033412237, + 2.075372886708659, + 2.4493028031837225, + 2.55580539874032, + 2.1055138766463113, + 2.07024556861665, + 1.8864003050769877, + 2.103194909942392, + 2.319370037756669, + 2.7650767288560796, + 2.458270089366497, + 2.3536389477264423, + 2.668101008519785, + 2.0869807136587353, + 2.0138076839284, + 2.321759667335094, + 2.0764588739516006, + 1.8701155104188838, + 1.941095479286443, + 2.455956612737515, + 2.2349849403955235, + 2.162167677321495, + 2.282445672979085, + 1.9981695295940352, + 1.9516430991486862, + 1.9556610891993484, + 2.1433326285889645, + 2.3732543662190437, + 2.29384124551255, + 2.1285724541665907, + 2.0457251870399737, + 2.34993125209346, + 2.232169711405141, + 1.9405700053271449, + 1.8093858778826957, + 1.9230872577486129, + 1.8827787129940767, + 2.132398056395702, + 1.9211711464449763, + 1.720198317574194, + 1.8401364762033534, + 1.8274360621730104, + 2.028661667775267, + 1.6282272369592872, + 1.736094417488282, + 1.6402836233759537, + 1.5484521933632274, + 1.5055819646033466, + 1.6688815924283276, + 1.6697202277107117, + 2.039703684835098, + 1.8530431868365178, + 1.5862428207173307, + 1.7014628120809474, + 1.7973549314575572, + 1.7913030201537359, + 1.5854554212986467, + 1.376500739636393, + 1.4645891486643217, + 1.329698727824367, + 0.9586515131318926, + 1.4938639612454507, + 1.5884725919837117, + 1.441034455664265, + 1.5559210520731206, + 1.5391138246298854, + 1.6500123389160786, + 1.5508603169940984, + 1.4164067848911908, + 1.3634690816283352, + 1.4951951331180384, + 1.6325111464461965, + 1.3008589126392562, + 1.6906734295348582, + 1.2546933178081472, + 1.2659180068976095, + 1.1947600658998911, + 1.2698071733212624, + 1.4754746733790534, + 1.3118624939447923, + 1.4549520074302316, + 1.3791227823393977, + 1.5016664968023443, + 1.3657193195440958, + 1.2986909775779798, + 0.9906530502873162, + 1.3539537148128271, + 1.28419876531658, + 1.1538364561354248, + 1.2491630785103538, + 1.2508147281363733, + 0.8477848689240984, + 1.3898711261840968, + 0.863987158661565, + 1.1260282753481188, + 1.3349678597420964, + 1.0969406058375015, + 1.28654278218587, + 1.2728995236480594, + 1.5752773435237124, + 1.612388266178851, + 1.2710415934029424, + 1.5376235342974591, + 1.4980926691498766, + 1.179074711397163, + 1.3220013765514724, + 1.0430196689672642, + 1.3242374080607398, + 1.282977675437991, + 1.0650099247821376, + 1.237716725995589, + 1.2669960539469607, + 1.1725935076689746, + 1.0777775634430413, + 1.212013508941437, + 1.1532482359176264, + 1.339331399760822, + 1.4449724877635255, + 1.0992103698265412, + 1.410682782610385, + 1.1656680372265031, + 1.3102831585953634, + 1.2104386013781285, + 1.2347934383214412, + 1.3303449261519644, + 1.1834990428203447, + 1.2321839735755682, + 1.127189068075938, + 1.15488060301918, + 1.0403051316324208, + 1.0727616870401697, + 1.0027018030786998, + 1.2464727854005928, + 1.1564570166664119, + 1.3981844852797878, + 1.1572167694759674, + 1.302795817454656, + 1.4382184439330783, + 1.1215097839569943, + 1.037046950405989, + 1.1856766094047673, + 1.124604163802842, + 1.1238861947527363, + 1.1150942451169348, + 1.0962263319211512, + 1.0442553421673484, + 1.0340390363747938, + 1.1839068898151064, + 1.0922455202119472, + 1.0797816656179662, + 1.2779569697017088, + 1.3165390672814896, + 1.2802090533475718, + 1.2886792067677164, + 1.2375303845629733, + 1.0614546055260758, + 1.2400170272677882, + 1.284762143292743, + 1.1681490278858533, + 1.244247702611053, + 1.1730780825098484, + 0.9149773117616518, + 1.228192122780487, + 1.293000327781416, + 1.294580461891193, + 1.3019071004520624, + 1.3550377189635465, + 1.1581142899086778, + 1.1202030274619021, + 1.2618827136973731, + 1.2906901502711141, + 1.0502226730633495, + 1.204224427533137, + 1.1718390182966096, + 1.2529524297923105, + 1.21026671010778, + 1.1427208646718, + 1.220364908918611, + 1.2411439796077868, + 1.120149185626298, + 1.098071643219003, + 1.1698107081346023, + 1.0337728212714896, + 1.104969203965659, + 1.0707965259018362, + 1.1875736788790832, + 1.238065565832787, + 1.0635978844669511, + 1.1965426856882744, + 1.1948140668802154, + 1.0843388439577997, + 1.0801475506084852, + 1.1901035288937836, + 1.086053120963371, + 0.9808174499398113, + 1.1089672166336741, + 0.9909970822354031, + 1.0548545023283133, + 1.2240147412491915, + 1.1651329974062805, + 1.1491202545774162, + 1.1394415425502846, + 1.0276981085841346, + 0.9346314519245782, + 1.0558399225338402, + 1.040215138075316, + 1.0520298124298963, + 1.0998780923919418, + 1.222242119610628, + 1.1210683968523119, + 1.043234649217791, + 1.1938303897881672, + 1.0638350767887428, + 0.9830265700275826, + 1.1393808451059282, + 1.1742007509669943, + 1.1122454308275866, + 1.0453501892093027, + 1.1068721588494048, + 1.0749744411446474, + 1.0340653403192503, + 1.1500821916673045, + 0.9742276282487516, + 1.0250020471011472, + 0.65795093584551, + 0.900063438134061, + 0.969854041420592, + 1.110010314382549, + 0.9802499435857958, + 0.8896617729885455, + 0.6337548624326148, + 1.0244792475818822, + 0.8633929251526029, + 1.099453369450047, + 1.0753758115789447, + 0.9632794735993012, + 0.9511368212282149, + 1.045131280266035, + 0.9680056369855491, + 0.958068793766901, + 1.1000764240853043, + 0.9189713798129023, + 0.9939245789303867, + 1.0462028932892995, + 0.7521019987523173, + 0.8829263848547115, + 0.9285121121539328, + 1.080061162599068, + 0.9889501316560448, + 1.0091276331924093, + 1.00575473653471, + 0.9194963430532087, + 0.9866133812719431, + 0.9039153460747539, + 0.8076438675355962, + 0.9237377757373719, + 0.972787034106799, + 0.848736049217355, + 1.0795646420695906, + 0.9847600292414427, + 1.019832853257704, + 1.0723033770680046, + 1.0560678125749159, + 0.7771171813623773, + 0.9498488388271031, + 1.071626201725732, + 0.8396651487455218, + 1.0270704628947454, + 0.8629297273090253, + 0.9749228598581802, + 1.0137118649724712, + 0.890260093097185, + 0.8261277234643443, + 0.865054694446138, + 0.9190256557642267, + 0.8194425582376301, + 0.9552864508910311, + 0.8623392627789424, + 0.8494783958149517, + 0.9268346426483148, + 0.7141294583566805, + 0.8215154597145689, + 0.8802982291453478, + 0.8527656902925262, + 0.8721730541597065, + 0.9156513011250167, + 0.8783060640781226, + 0.9429686807024364, + 0.988319577760676, + 0.8812031661275711, + 0.9392160899602832, + 0.7591591893424654, + 0.9426138563654743, + 0.9019597775708789, + 0.8600771966764432, + 0.9016739467206674, + 0.866003086615322, + 0.7668616746902529, + 0.8536013930431033, + 0.8631933893865118, + 0.8600691591317837, + 0.6855148347094655, + 0.8036934243093252, + 0.77131842647512, + 0.8073221442695612, + 0.9334872292681063, + 0.8675643936611521, + 0.842068845877806, + 0.8276729905086323, + 0.9328458584391345, + 0.8208387690341562, + 0.8424308611553671, + 0.8432552481734823, + 0.7994354489522103, + 0.7842130633150666, + 0.7181111354436566, + 0.7951745613295044, + 0.7156942782637018, + 0.8505920831742896, + 0.8032925770156341, + 0.8333387477084612, + 0.8272422291418045, + 0.9036402839562322, + 0.659699489422238, + 0.8160137015307306, + 1.013414952521905, + 0.7177903875390179, + 0.8081835023382217, + 0.9235791176891862, + 0.7478388319086506, + 0.8982062476894094, + 0.6817413916588466, + 0.8895793563495271, + 0.7496032004829687, + 0.9274889155505941, + 0.8501624453784977, + 0.78968034304965, + 0.77014702392153, + 0.7497051764044783, + 0.8477262787512926, + 0.6779985994192111, + 0.8786621989849477, + 0.7225392275394347, + 0.976872843491216, + 0.7917270635843723, + 0.9678250829506124, + 0.9092480468635376, + 0.5746100612430491, + 1.025681023286958, + 1.0372833191202238, + 0.9815815263069593 + ], + "d_fake": [ + 8.049677296215767, + 5.824362782586334, + 17.584109304425045, + 13.321196617096918, + 3.081596597073934, + 0.8750185861737809, + 2.930646897094627, + -0.921628134086346, + -4.37766662096748, + -3.7785015187074995, + -3.9105754196962232, + -2.5732519870830908, + -3.603962249433001, + -1.2527747691696525, + -1.46119387076897, + -1.782865105021713, + -1.9007199041736431, + -2.8880944223358083, + -2.1541425571737127, + -0.8440460622565359, + -0.2183479151696476, + -0.3739027886882297, + 0.3293012947990344, + 0.04065725947610843, + 0.6647759071177143, + 0.1081753190383952, + 0.09397554028237987, + -0.47114469774831563, + -0.6912907416112403, + -0.3788671581090515, + -0.7235413764515876, + -1.1153898120531414, + -0.7654401610931779, + -0.644033557194102, + -0.8411337409295843, + -0.4332653923581044, + -0.28053394886545646, + -0.4079901160369826, + -0.39281000276533967, + -0.28421966484787625, + -0.7253217082550256, + -0.5026780847603312, + -0.6224223598997053, + -0.6408282463621889, + -0.6969701462289971, + -0.27399007366317457, + -0.3573682075764379, + -0.5562921421777489, + -0.05532090369866699, + -0.18941191292535037, + -0.12529983850689524, + 0.23840161912843713, + 0.4000098046997928, + 0.02580381453069102, + -0.002175893841518296, + -0.15514016347244763, + 0.08469617423306927, + 0.3084029626960938, + 0.7688669002431835, + 0.47051530519229734, + 0.42379767374477834, + 0.7421481522898643, + 0.22438247211707327, + 0.18525198390946174, + 0.5289004522925004, + 0.3330384607617863, + 0.1014918612364011, + 0.22497791008880505, + 0.769435805372066, + 0.5910565439436553, + 0.5343657680986147, + 0.6833509171110952, + 0.4113354343745826, + 0.3864405603092323, + 0.4260860455309988, + 0.6026956868779838, + 0.8474357346009113, + 0.7873935688876061, + 0.6410846132625881, + 0.5995168439112604, + 0.910617179177606, + 0.8129640964385217, + 0.538665174633965, + 0.396303477904035, + 0.5397052285619653, + 0.5021351607452728, + 0.755508026951908, + 0.5756646586406944, + 0.3631680194033772, + 0.5039910805037516, + 0.5006889413691994, + 0.7356553169078807, + 0.3288514571280306, + 0.4708854025627813, + 0.38108421451388264, + 0.267463087510222, + 0.237060490088203, + 0.41292858016319, + 0.41911367897708446, + 0.8068136805270472, + 0.6268107087120541, + 0.359945302335625, + 0.5111625486164967, + 0.5868381056934595, + 0.6056970592795147, + 0.40306128343392134, + 0.20829362612472385, + 0.3079514445132043, + 0.1945470582263974, + -0.16405606367744696, + 0.3792428583957446, + 0.46884903226557195, + 0.34607432862250215, + 0.49133029884985113, + 0.460625584770599, + 0.5756192172173028, + 0.5105730929754229, + 0.35964176622338784, + 0.34762126680574995, + 0.4565351232408713, + 0.6038240586869164, + 0.26625509143003034, + 0.6800933664457666, + 0.26081428767587894, + 0.27926746893944776, + 0.20872688109580523, + 0.2972956515259595, + 0.515725230336444, + 0.35378758286118, + 0.49595925976068544, + 0.4251559085220608, + 0.5723890193666403, + 0.4266666915251786, + 0.3635518697496408, + 0.06285773591799104, + 0.4493524066498901, + 0.3793732238829964, + 0.25460511318638795, + 0.36406590421803486, + 0.3571057272119782, + -0.025321275799766056, + 0.5038433232400407, + -0.013716360751109628, + 0.2731814746721051, + 0.46141908915601987, + 0.24413423713806093, + 0.4267865188547179, + 0.4372518897518261, + 0.7245475808397318, + 0.7524929302465967, + 0.44476687932848674, + 0.7086812774849753, + 0.6795359389601737, + 0.3792650803652966, + 0.515004367643219, + 0.24877026099234056, + 0.5427802295631005, + 0.46784219042692554, + 0.2714663828826613, + 0.4482294314294162, + 0.4576103791881066, + 0.38894867614054907, + 0.28741216166024536, + 0.4286330595859287, + 0.39375695419044066, + 0.5713901016383599, + 0.6893819068980396, + 0.34549288118146676, + 0.6314684216362926, + 0.42456409177527976, + 0.5521123334287833, + 0.4578189784183334, + 0.5053224270351422, + 0.5843657906780131, + 0.4459519120983971, + 0.48985418232364786, + 0.4007446912602864, + 0.42012350522698116, + 0.2981202580735215, + 0.3413758876805122, + 0.26454069709771466, + 0.5292751789729819, + 0.44390904952764004, + 0.6943624947044966, + 0.4185646911844229, + 0.5949352369802948, + 0.7136973728640721, + 0.4012844971834849, + 0.33487001225017965, + 0.4792557524549019, + 0.41291125410069257, + 0.4372510399080367, + 0.41918373472479165, + 0.4079462110152484, + 0.34880363785972196, + 0.35745814996652114, + 0.49929098510302794, + 0.4091618280722481, + 0.40135407592687344, + 0.5838077411963007, + 0.6545817973171799, + 0.6020450634467933, + 0.6186932666688902, + 0.5741118946964414, + 0.39075652132622707, + 0.5727614713355135, + 0.6321290909097745, + 0.5066082743911916, + 0.590559287259403, + 0.5148734872699039, + 0.24967059082327744, + 0.5756293341724409, + 0.6483270712117226, + 0.6486145014611956, + 0.6504761120384066, + 0.7088523034054117, + 0.5141915755712578, + 0.48610211704244727, + 0.6380022972639109, + 0.660894874487327, + 0.41187906411723196, + 0.5634368258930392, + 0.5406009697665771, + 0.625365579015233, + 0.577219524142197, + 0.5194479224240233, + 0.5872243594887674, + 0.6197987370288525, + 0.5184704084546329, + 0.47800153411096996, + 0.544133345485052, + 0.41967717272380733, + 0.49714820866242176, + 0.46646847306456196, + 0.5840511534872472, + 0.6416143592542563, + 0.45666225166577434, + 0.593623294463206, + 0.5960686593197095, + 0.48464887490113956, + 0.47786895976935184, + 0.5909031457148302, + 0.4837032344478827, + 0.39663345584024984, + 0.5212546198063681, + 0.39079891538454425, + 0.46970221415384966, + 0.63789134630217, + 0.5784476467002279, + 0.5592168305292089, + 0.5471350652261231, + 0.43398506013262605, + 0.34770461323901886, + 0.4816340351333985, + 0.4653422748669982, + 0.47903967190247315, + 0.5376743982410711, + 0.6492986106751566, + 0.5490461737872698, + 0.47762261502221864, + 0.6371562397624884, + 0.48995916705387527, + 0.43050645653190267, + 0.5763473263663105, + 0.6203501179981499, + 0.5548175271584564, + 0.4830557124880262, + 0.5658586462919847, + 0.5084583602575028, + 0.47274060100993603, + 0.590914045404802, + 0.4221592397015128, + 0.471281667960346, + 0.11730058826346937, + 0.3390902292349527, + 0.42443480885500073, + 0.5618340098816488, + 0.4323055673088146, + 0.3349769642799456, + 0.0718986316002969, + 0.48291943494119066, + 0.31206236153236055, + 0.5577307073598425, + 0.5368611530010772, + 0.4145872718057571, + 0.4106934564267723, + 0.506953209033634, + 0.4344350119941255, + 0.42219166580237383, + 0.5662660461842505, + 0.3854422879755561, + 0.4592119752564746, + 0.5130473765600313, + 0.22679237478898248, + 0.3505528310719782, + 0.3832612166531448, + 0.5400523017478995, + 0.46182017291808486, + 0.4920135184278728, + 0.4819351825226321, + 0.39580217801416534, + 0.4612546901170833, + 0.3769680654638025, + 0.30122032461480963, + 0.4014288761899767, + 0.460634408160471, + 0.3205760965227253, + 0.5534022376180078, + 0.46149601358681536, + 0.5031335780548298, + 0.5553670610703177, + 0.5354415168866324, + 0.24984786576694912, + 0.42057316257164645, + 0.5506070158603545, + 0.31724894172551793, + 0.5175689385654644, + 0.35013194642881423, + 0.442129475900378, + 0.5015611683145866, + 0.36851030650636196, + 0.2975624373787616, + 0.34002225908140343, + 0.3994036070747763, + 0.2938092043623328, + 0.4405613186506507, + 0.35030663645484, + 0.314768965742113, + 0.4149201181717217, + 0.19630475133323136, + 0.30509996932382005, + 0.3649052587739773, + 0.34506887297790784, + 0.35440258475211567, + 0.39947244476001614, + 0.36104858500691944, + 0.41828957586509424, + 0.46451387696891516, + 0.357969964770839, + 0.42203235555376506, + 0.24469167169215333, + 0.43091711338259214, + 0.38855708842205566, + 0.33365152043123275, + 0.39509149479608124, + 0.34451945481073654, + 0.25349713563441467, + 0.3349969534474051, + 0.3519850285787486, + 0.3482878887627879, + 0.16747475358156058, + 0.2852394116891182, + 0.26210352016461647, + 0.2874979514063487, + 0.42377131385529715, + 0.34567794031423765, + 0.3191194956541125, + 0.31970093276701933, + 0.4185538882246384, + 0.29478871391321987, + 0.325862669159109, + 0.3271187257547027, + 0.28825960190903044, + 0.2688856686357982, + 0.2018476265291564, + 0.27736911735334235, + 0.19576667884810486, + 0.33507954644867116, + 0.2870931803431903, + 0.3154755008773098, + 0.3057880607079396, + 0.38563439646003467, + 0.14659930617572406, + 0.3028030478869143, + 0.4929467792678465, + 0.1984263953203574, + 0.2844397651915176, + 0.4076099478894383, + 0.23184940787669048, + 0.3758945889177963, + 0.16471972605651325, + 0.3716361020815073, + 0.23288426064870232, + 0.40856154004318845, + 0.3219073645185488, + 0.26138746813258046, + 0.2509580689788852, + 0.22573632719074813, + 0.3189663591428509, + 0.15582549162049833, + 0.35106409817305195, + 0.1970009969957332, + 0.44421698334507453, + 0.2676979809637285, + 0.44317652457632506, + 0.37414369750051546, + 0.04107262960706766, + 0.49329464455358046, + 0.5062654346912208, + 0.44951163502967256 + ], + "fid": { + "25": 292.814208984375, + "50": 244.7916259765625, + "75": 161.76905822753906, + "100": 111.02880859375, + "125": 77.42548370361328, + "150": 58.04582214355469, + "175": 48.32695770263672, + "200": 41.7081184387207, + "225": 37.969398498535156, + "250": 35.65340042114258, + "275": 34.28071975708008, + "300": 32.80583572387695, + "325": 31.627595901489258, + "350": 31.412214279174805, + "375": 30.815675735473633, + "400": 31.176204681396484 + }, + "train_time_s": 9707.946226119995 + }, + "n_params": 15983362 +} \ No newline at end of file diff --git a/generator/outputs/models/p5_gan_best_ema.pt b/generator/outputs/models/p5_gan_best_ema.pt new file mode 100644 index 0000000..24dd795 --- /dev/null +++ b/generator/outputs/models/p5_gan_best_ema.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08e2391b6a6a4c34fd74a19d593bb4b827ee60bebfa473784c9372c4b4c5fa23 +size 52802763 diff --git a/generator/outputs/models/p5_gan_best_g.pt b/generator/outputs/models/p5_gan_best_g.pt new file mode 100644 index 0000000..953b702 --- /dev/null +++ b/generator/outputs/models/p5_gan_best_g.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:83590043ae05a1f24b2605d6fd9c2fbbb5326e2651609d737e5fc76c6f20bef7 +size 52803105 diff --git a/generator/outputs/models/p5_gan_final_d.pt b/generator/outputs/models/p5_gan_final_d.pt new file mode 100644 index 0000000..dc2396f --- /dev/null +++ b/generator/outputs/models/p5_gan_final_d.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:48a8daf703763ac3e085facd6ac7da6f82ffe5d6a857206e6e3cfc614763f0e1 +size 11209470 diff --git a/generator/outputs/models/p5_gan_final_ema.pt b/generator/outputs/models/p5_gan_final_ema.pt new file mode 100644 index 0000000..77b54f9 --- /dev/null +++ b/generator/outputs/models/p5_gan_final_ema.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fedd1337b97868dacc00e573cf7dd7040a9f632f91c2cf3e6e176d7b5996cbf +size 52802784 diff --git a/generator/outputs/models/p5_gan_final_g.pt b/generator/outputs/models/p5_gan_final_g.pt new file mode 100644 index 0000000..711e1c8 --- /dev/null +++ b/generator/outputs/models/p5_gan_final_g.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8593d795deb42091ca9dfd6b8e43f78251d1f8163e877ae867ea4a8d2c9da579 +size 52803126 diff --git a/generator/outputs/pipeline/20260503T145146.796052+0000.json b/generator/outputs/pipeline/20260503T145146.796052+0000.json new file mode 100644 index 0000000..94c66c7 --- /dev/null +++ b/generator/outputs/pipeline/20260503T145146.796052+0000.json @@ -0,0 +1,12 @@ +{ + "created_at": "2026-05-03T14:51:46.796052+00:00", + "config_paths": [ + "generator/configs/phase5/p5_gan.json" + ], + "instance_id": 36067784, + "offer_id": 18990233, + "ssh_host": null, + "ssh_port": null, + "status": "cancelled", + "remote_workspace": "/workspace/DRL_PROJ" +} \ No newline at end of file diff --git a/generator/outputs/pipeline/20260503T150057.393709+0000.json b/generator/outputs/pipeline/20260503T150057.393709+0000.json new file mode 100644 index 0000000..877090f --- /dev/null +++ b/generator/outputs/pipeline/20260503T150057.393709+0000.json @@ -0,0 +1,12 @@ +{ + "created_at": "2026-05-03T15:00:57.393709+00:00", + "config_paths": [ + "generator/configs/phase5/p5_gan.json" + ], + "instance_id": 36068101, + "offer_id": 36053214, + "ssh_host": "ssh5.vast.ai", + "ssh_port": 28100, + "status": "failed", + "remote_workspace": "/workspace/DRL_PROJ" +} \ No newline at end of file diff --git a/generator/outputs/pipeline/20260503T171547.406557+0000.json b/generator/outputs/pipeline/20260503T171547.406557+0000.json new file mode 100644 index 0000000..cb7fbf6 --- /dev/null +++ b/generator/outputs/pipeline/20260503T171547.406557+0000.json @@ -0,0 +1,12 @@ +{ + "created_at": "2026-05-03T17:15:47.406557+00:00", + "config_paths": [ + "generator/configs/phase5/p5_gan.json" + ], + "instance_id": 36073412, + "offer_id": 20017831, + "ssh_host": "ssh3.vast.ai", + "ssh_port": 33412, + "status": "completed", + "remote_workspace": "/workspace/DRL_PROJ" +} \ No newline at end of file diff --git a/generator/outputs/samples/p5_gan/epoch_0010.png b/generator/outputs/samples/p5_gan/epoch_0010.png new file mode 100644 index 0000000..d37691f Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0010.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0020.png b/generator/outputs/samples/p5_gan/epoch_0020.png new file mode 100644 index 0000000..4a3966b Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0020.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0030.png b/generator/outputs/samples/p5_gan/epoch_0030.png new file mode 100644 index 0000000..58085e3 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0030.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0040.png b/generator/outputs/samples/p5_gan/epoch_0040.png new file mode 100644 index 0000000..6fe87b8 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0040.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0050.png b/generator/outputs/samples/p5_gan/epoch_0050.png new file mode 100644 index 0000000..8cea496 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0050.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0060.png b/generator/outputs/samples/p5_gan/epoch_0060.png new file mode 100644 index 0000000..b716175 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0060.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0070.png b/generator/outputs/samples/p5_gan/epoch_0070.png new file mode 100644 index 0000000..99f1cad Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0070.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0080.png b/generator/outputs/samples/p5_gan/epoch_0080.png new file mode 100644 index 0000000..273ac18 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0080.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0090.png b/generator/outputs/samples/p5_gan/epoch_0090.png new file mode 100644 index 0000000..fd0f4b5 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0090.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0100.png b/generator/outputs/samples/p5_gan/epoch_0100.png new file mode 100644 index 0000000..fbf8f76 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0100.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0110.png b/generator/outputs/samples/p5_gan/epoch_0110.png new file mode 100644 index 0000000..0afa339 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0110.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0120.png b/generator/outputs/samples/p5_gan/epoch_0120.png new file mode 100644 index 0000000..3e01521 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0120.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0130.png b/generator/outputs/samples/p5_gan/epoch_0130.png new file mode 100644 index 0000000..ff6889e Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0130.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0140.png b/generator/outputs/samples/p5_gan/epoch_0140.png new file mode 100644 index 0000000..e5e3a63 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0140.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0150.png b/generator/outputs/samples/p5_gan/epoch_0150.png new file mode 100644 index 0000000..268a461 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0150.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0160.png b/generator/outputs/samples/p5_gan/epoch_0160.png new file mode 100644 index 0000000..20c1989 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0160.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0170.png b/generator/outputs/samples/p5_gan/epoch_0170.png new file mode 100644 index 0000000..1cabff8 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0170.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0180.png b/generator/outputs/samples/p5_gan/epoch_0180.png new file mode 100644 index 0000000..ee03510 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0180.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0190.png b/generator/outputs/samples/p5_gan/epoch_0190.png new file mode 100644 index 0000000..e4d482d Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0190.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0200.png b/generator/outputs/samples/p5_gan/epoch_0200.png new file mode 100644 index 0000000..ffa0ab0 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0200.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0210.png b/generator/outputs/samples/p5_gan/epoch_0210.png new file mode 100644 index 0000000..f7dd43e Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0210.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0220.png b/generator/outputs/samples/p5_gan/epoch_0220.png new file mode 100644 index 0000000..9647944 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0220.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0230.png b/generator/outputs/samples/p5_gan/epoch_0230.png new file mode 100644 index 0000000..2a4cfdd Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0230.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0240.png b/generator/outputs/samples/p5_gan/epoch_0240.png new file mode 100644 index 0000000..637ac07 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0240.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0250.png b/generator/outputs/samples/p5_gan/epoch_0250.png new file mode 100644 index 0000000..fe766b9 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0250.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0260.png b/generator/outputs/samples/p5_gan/epoch_0260.png new file mode 100644 index 0000000..4338f29 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0260.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0270.png b/generator/outputs/samples/p5_gan/epoch_0270.png new file mode 100644 index 0000000..f501902 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0270.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0280.png b/generator/outputs/samples/p5_gan/epoch_0280.png new file mode 100644 index 0000000..f53b1d8 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0280.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0290.png b/generator/outputs/samples/p5_gan/epoch_0290.png new file mode 100644 index 0000000..07d0e16 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0290.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0300.png b/generator/outputs/samples/p5_gan/epoch_0300.png new file mode 100644 index 0000000..c1987ff Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0300.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0310.png b/generator/outputs/samples/p5_gan/epoch_0310.png new file mode 100644 index 0000000..7a7725a Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0310.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0320.png b/generator/outputs/samples/p5_gan/epoch_0320.png new file mode 100644 index 0000000..a95c050 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0320.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0330.png b/generator/outputs/samples/p5_gan/epoch_0330.png new file mode 100644 index 0000000..38a2ad5 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0330.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0340.png b/generator/outputs/samples/p5_gan/epoch_0340.png new file mode 100644 index 0000000..f57169d Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0340.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0350.png b/generator/outputs/samples/p5_gan/epoch_0350.png new file mode 100644 index 0000000..20e654d Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0350.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0360.png b/generator/outputs/samples/p5_gan/epoch_0360.png new file mode 100644 index 0000000..4da31a6 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0360.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0370.png b/generator/outputs/samples/p5_gan/epoch_0370.png new file mode 100644 index 0000000..e8c5368 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0370.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0380.png b/generator/outputs/samples/p5_gan/epoch_0380.png new file mode 100644 index 0000000..79def41 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0380.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0390.png b/generator/outputs/samples/p5_gan/epoch_0390.png new file mode 100644 index 0000000..d8694ec Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0390.png differ diff --git a/generator/outputs/samples/p5_gan/epoch_0400.png b/generator/outputs/samples/p5_gan/epoch_0400.png new file mode 100644 index 0000000..d47fae6 Binary files /dev/null and b/generator/outputs/samples/p5_gan/epoch_0400.png differ