Results from phase 2 to 4

This commit is contained in:
Johnny Fernandes
2026-05-01 21:08:42 +00:00
parent 14aed699ed
commit 1a7f67ab9c
203 changed files with 4524 additions and 0 deletions
+445
View File
@@ -0,0 +1,445 @@
{
"run_name": "p2_1_dcgan",
"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,
"epochs": 100,
"augment": true,
"image_size": 64,
"run_name": "p2_1_dcgan",
"model": "dcgan",
"latent_dim": 100,
"ngf": 64,
"ndf": 64,
"lr_g": 0.0002,
"lr_d": 0.0002,
"beta1": 0.5,
"beta2": 0.999
},
"history": {
"g_loss": [
7.917207884220168,
5.164307089442881,
4.463084113903535,
3.4890593128581333,
3.3985265440538397,
3.1101026663668137,
3.006300899001141,
3.072223545458072,
3.039644182810926,
2.955167021092951,
2.8393835216187515,
2.781758146456037,
2.7952292010379143,
2.7510579200302305,
2.827826343413092,
2.8293020446490273,
2.8979977400193357,
2.920995756537996,
2.8576827922549386,
2.967094968526791,
3.0317712200757785,
2.9817951140272565,
3.085267485238803,
3.0754652612038655,
3.1619761411068787,
3.1525045372864122,
3.187886699870961,
3.093240438992333,
3.182769239649304,
3.2119698060385913,
3.202078128217632,
3.251495524389176,
3.254988084308421,
3.345758674475245,
3.2999407190224552,
3.300429462102982,
3.2197199631641564,
3.3269835958878198,
3.384258643383982,
3.2563424000723495,
3.382972500995438,
3.3505804910658834,
3.3733615344390273,
3.374156787012441,
3.4419287664768023,
3.405092048745316,
3.4367378113361506,
3.5005355649030743,
3.5005706110411983,
3.5274413369404964,
3.6043387671184335,
3.5771417733536572,
3.669941810811432,
3.6559583276398797,
3.6538899839879613,
3.6779603933931417,
3.7710742545433535,
3.7578723393699045,
3.926350258863889,
3.837528108563433,
3.918703300958006,
3.7843924898765664,
3.882804385756548,
4.001624239560885,
3.9985561209738765,
4.128043051586192,
4.126161763631603,
4.108133255671232,
4.104230354388809,
4.227261422281591,
4.19494295040639,
4.216025838612492,
4.41665283533243,
4.281618119559736,
4.564752647509942,
4.499114790023902,
4.584787593692796,
4.679011650980474,
4.361232344077056,
4.590840407925794,
4.813304825216277,
4.57902659709032,
4.832539459579011,
4.9397924076288175,
4.625206218475205,
4.966649229200478,
4.926805096272474,
4.951553358481481,
4.961851539265396,
5.14286653812115,
5.194743113130586,
5.228604655489963,
5.24297302400964,
5.341128527099251,
5.3541075465006704,
5.521258246185433,
5.480838002302708,
5.609807980875684,
5.577247871292962,
5.614952203554985
],
"d_loss": [
0.5763555629433602,
0.5122131684906462,
0.620389310324676,
0.5931961302064422,
0.6296590178186058,
0.6730814940717995,
0.6612739636538885,
0.6153260882402587,
0.6108247286552547,
0.6650643841896811,
0.6594523118219824,
0.692894653058969,
0.6240045539397969,
0.6230511483218935,
0.6191545371125396,
0.6068207596102332,
0.6020652823723279,
0.5519442816830089,
0.5611419341184645,
0.5830549876181743,
0.5071517185140879,
0.5194456323217123,
0.5115664906672432,
0.48839289508759975,
0.4839783160764183,
0.4901474171405674,
0.5221659861759752,
0.5068330382530251,
0.44212537894073206,
0.470389934686514,
0.4456856010051874,
0.45567764032982355,
0.44238500613878423,
0.43721815988294077,
0.4668977649516275,
0.45268766465795857,
0.4418918028091773,
0.4076286483969953,
0.39355801848264843,
0.4926971450734597,
0.4080122074382937,
0.4487014988707936,
0.4042701556896552,
0.448456126703029,
0.3569501892177977,
0.4521532880826893,
0.34237389490963555,
0.39582831205593216,
0.42116756142618567,
0.33966814705895054,
0.39056262192435753,
0.3713014638926993,
0.3311523148455681,
0.36592818096948737,
0.2983080987046417,
0.3656730147269674,
0.22664682417471185,
0.3577022536092589,
0.189400159021537,
0.3302424059321101,
0.204359516612867,
0.3394780140608931,
0.29610600392533165,
0.1543855135742989,
0.269477267188426,
0.20703156345770654,
0.21472340802319795,
0.16616276228147694,
0.2493721347095238,
0.15762861906829426,
0.2595617603630019,
0.13425463953843483,
0.1232698626147631,
0.18156382189187995,
0.0946047023917811,
0.16258669323805305,
0.1060654252417322,
0.127834809717173,
0.20300457819611725,
0.1090698882810071,
0.06911229994148016,
0.15254949069677445,
0.0659111817407175,
0.058929545315316856,
0.14385590309468219,
0.054237651362075895,
0.07918651910244018,
0.08342758199184114,
0.05113096329837273,
0.04645771044903459,
0.0467070922251536,
0.04176504790193887,
0.037935673348748915,
0.03838690544247755,
0.03521515246337423,
0.0320754697602083,
0.03043429300181058,
0.02863019954862917,
0.026749396341470763,
0.02585176777882645
],
"d_real": [
3.658832452236078,
3.176636394272503,
2.598063460782043,
2.2103742371257553,
2.1640163323818107,
1.992221514383952,
1.9621960892636552,
2.052906949295957,
2.0434194303985334,
1.9905332744630992,
1.9506153204502203,
1.8907977862235827,
1.9284131465814052,
1.9599478224403837,
2.0102433995303945,
2.0531151926415596,
2.132095173892812,
2.2131900624332266,
2.229110815586188,
2.259841894492125,
2.372028383434328,
2.4118558443509617,
2.515893740531726,
2.5041080173264203,
2.556276370317508,
2.563848430274898,
2.5470131442078157,
2.5671800955747948,
2.6582601824377337,
2.6428770407652245,
2.7092806172167134,
2.7209871080186634,
2.7450771291031795,
2.7984285273103633,
2.750893878121661,
2.832424139365172,
2.759920103937133,
2.840025967002934,
2.926792780558268,
2.7202135395799947,
2.876352734035916,
2.9162532773792234,
2.87948491023137,
2.8777014577490654,
3.0024586375961957,
2.918400560688769,
3.065101362701155,
3.0529297396668,
3.0704315707214875,
3.1418455727079992,
3.1084029368865185,
3.192955082298344,
3.3125416030231705,
3.2552428938384748,
3.322135990501469,
3.312608604757195,
3.4969547630375266,
3.4321348565256495,
3.6918916620759883,
3.5279505476992354,
3.691531971988515,
3.5071850149040547,
3.628778832590478,
3.853314782819177,
3.7594457120976896,
3.8772777329143295,
3.9486267872345753,
3.982913547092014,
3.9435440454727564,
4.054704193376068,
4.0116107647235575,
4.10447040786091,
4.298646062867254,
4.136851432995918,
4.423442090678419,
4.316601092998798,
4.472628079927885,
4.624034392528045,
4.213566702655238,
4.5559306348490916,
4.7495096320779915,
4.5268635546040334,
4.7973695412660255,
4.906427367120727,
4.634974031366854,
4.939499031784188,
4.901055230034722,
4.92137941539797,
5.023763020833333,
5.1759544437767095,
5.172672108707265,
5.280916132478633,
5.339221921741453,
5.387169471153846,
5.436748798076923,
5.471562833867521,
5.534818209134615,
5.585833166399572,
5.660250150240385,
5.671019464476496
],
"d_fake": [
-4.154234829111996,
-2.9603866022876186,
-2.551819760575254,
-2.2164930848993807,
-2.12470946352706,
-1.9940854504577115,
-1.9423872874333308,
-2.0396510393191605,
-2.061372740655883,
-1.9626699023776584,
-1.9269880963186932,
-1.872014518476959,
-1.9422331457464104,
-1.9553625441005087,
-2.000932057698568,
-2.0531809228098292,
-2.123779036040999,
-2.1929496210864468,
-2.195885487091847,
-2.2498462709606204,
-2.3586626949473324,
-2.4113944290030718,
-2.4512689052483974,
-2.4802977244059243,
-2.523220331240923,
-2.5466522477630877,
-2.537100376226963,
-2.5150995743580356,
-2.638813149215829,
-2.643664107363448,
-2.661396320049579,
-2.706248030703292,
-2.737782698411208,
-2.7654103010128708,
-2.7200393921289687,
-2.798819762009841,
-2.741312532343416,
-2.841126140366253,
-2.88130975380922,
-2.7181793930184126,
-2.88231195955195,
-2.86112297905816,
-2.9025352673652844,
-2.879175235063602,
-2.994874220628005,
-2.9259895911583533,
-3.039472400632679,
-3.0502931317712507,
-3.0668472203179302,
-3.107552552834535,
-3.124729759672768,
-3.12569825262086,
-3.276181359576364,
-3.2325875045906782,
-3.3241285014356303,
-3.2704707740718484,
-3.4538855919471154,
-3.3901885758098373,
-3.663372854901175,
-3.5025347522181325,
-3.6660510984241452,
-3.466804084614811,
-3.5850506643963675,
-3.8314918452857905,
-3.723641159188034,
-3.8884613901122003,
-3.9131842067099023,
-3.968898153712607,
-3.8808045998597755,
-4.007901770436866,
-3.9478665213299613,
-4.078438522469284,
-4.3020291450696115,
-4.115632081643129,
-4.424393613114316,
-4.295942648863181,
-4.456148066072383,
-4.523083809094551,
-4.209404187324719,
-4.4680478348691235,
-4.702165130876068,
-4.4388203417134084,
-4.763563368055555,
-4.876099676148504,
-4.570830516326121,
-4.931941105769231,
-4.842198298527644,
-4.883774064544939,
-4.980497963408119,
-5.094478248530983,
-5.153299445779915,
-5.200420673076923,
-5.284008580395299,
-5.290185129540598,
-5.370613815438034,
-5.492617354433761,
-5.494445279113248,
-5.498526809561966,
-5.549091045673077,
-5.5799988314636755
],
"fid": {
"25": 444.3497619628906,
"50": 438.8713073730469,
"75": 431.2607116699219,
"100": 429.2948913574219
},
"train_time_s": 1065.6358892917633
},
"n_params": 3576704
}
+549
View File
@@ -0,0 +1,549 @@
{
"run_name": "p2_2_wgan",
"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,
"epochs": 100,
"augment": true,
"image_size": 64,
"run_name": "p2_2_wgan",
"model": "wgan_basic",
"latent_dim": 128,
"ngf": 64,
"ndf": 64,
"lr_g": 0.0001,
"lr_d": 0.0001,
"beta1": 0.0,
"beta2": 0.9,
"n_critic": 2,
"gp_lambda": 10
},
"history": {
"g_loss": [
0.5048796824919872,
4.788411389049302,
10.422025240384615,
11.89546607905983,
12.005675747863247,
12.189469818376068,
11.867855235042734,
11.708433493589743,
11.512186164529915,
11.477230235042734,
11.701355502136753,
11.495726495726496,
11.45609642094017,
11.325053418803419,
11.153145032051283,
11.0914797008547,
11.451188568376068,
11.491018963675213,
11.676849626068377,
11.739549946581196,
11.51201923076923,
11.747662927350428,
11.898871527777779,
11.882578792735043,
11.966646634615385,
12.212540064102564,
12.372295673076923,
12.339977297008547,
12.592915331196581,
12.767027243589743,
12.784655448717949,
12.878639155982906,
12.992421207264957,
13.21237313034188,
13.379073183760683,
13.546607905982906,
13.527143429487179,
13.537960737179487,
13.651342147435898,
13.871127136752136,
14.053018162393162,
14.238080929487179,
14.230335202991453,
14.371728098290598,
14.582565438034187,
14.72235576923077,
14.965578258547009,
15.016259348290598,
15.358373397435898,
15.248898237179487,
15.371627938034187,
15.705128205128204,
15.854166666666666,
15.775874732905983,
15.66159188034188,
15.824986645299145,
15.880074786324787,
16.153311965811966,
16.099626068376068,
16.233306623931625,
16.385516826923077,
16.366519764957264,
16.80972889957265,
16.851796207264957,
16.916800213675213,
16.86732104700855,
16.896033653846153,
17.187433226495727,
17.26158520299145,
17.410189636752136,
17.187099358974358,
17.392294337606838,
17.518963675213676,
17.669604700854702,
17.717147435897434,
17.7265625,
17.860844017094017,
17.903245192307693,
17.803485576923077,
17.940638354700855,
18.144898504273506,
17.99405715811966,
18.144698183760685,
18.16332799145299,
18.177350427350426,
18.298143696581196,
18.326188568376068,
18.243856837606838,
18.45045405982906,
18.536658653846153,
18.681156517094017,
18.56877670940171,
18.623998397435898,
18.551682692307693,
18.55548878205128,
18.631610576923077,
18.767027243589745,
18.642828525641026,
18.718482905982906,
18.709268162393162
],
"w_dist": [
5.563896361897644,
8.274849746981237,
8.361894411918444,
8.866044742429358,
8.258596298022148,
7.825238296109387,
7.1536570563275585,
6.594527984276796,
6.183579914590233,
5.90569620560377,
5.708952957748348,
5.507912061153314,
5.339095732085725,
5.202996864278092,
5.074277450895717,
4.883117742008633,
4.764874193403456,
4.629431768360301,
4.529606722358965,
4.398766474846082,
4.307029920765477,
4.225950378638047,
4.135714734721388,
4.036632687617571,
3.9649306281000123,
3.8985884556403527,
3.829692076414059,
3.7675907031083717,
3.723304510116577,
3.631914529026064,
3.583066126220247,
3.5204685264163547,
3.4895818141790538,
3.4339134081816063,
3.362894055170891,
3.322120195780045,
3.2863236105340157,
3.2280254842888594,
3.187457729608585,
3.1599054132771287,
3.113996530190492,
3.0732486227638702,
3.067290065634964,
3.0048975557343574,
2.9896886674766865,
2.9657618347396197,
2.933791900292421,
2.9192120050772643,
2.8672267453283324,
2.8707475499210195,
2.8237135797484307,
2.849402360427074,
2.813478720493806,
2.8155013781327467,
2.7994372457520575,
2.7725105978484845,
2.769606692159278,
2.7725830607944064,
2.7543913808643308,
2.7552421052231746,
2.7606820774893475,
2.724393245501396,
2.7495633047870083,
2.7470773305648413,
2.7286214461693397,
2.723254030586308,
2.7216238934769588,
2.7152540479969773,
2.7073581239097138,
2.701463016689333,
2.7314126919477415,
2.7123166027232113,
2.7143735742976522,
2.72292909051618,
2.725481389934181,
2.7300785810519486,
2.7224001802949824,
2.7255468592684493,
2.7314593160254326,
2.746192705936921,
2.736082879906027,
2.730261780257918,
2.7552771812830215,
2.7513421926742945,
2.7549472242339044,
2.7607144759251523,
2.760169438826732,
2.7528287671570086,
2.7603067740415916,
2.775939419738248,
2.7858217312739444,
2.7918675964714117,
2.7838860576988287,
2.8169951907589903,
2.808512174166166,
2.821414022364168,
2.8326073732131567,
2.830397883032122,
2.8616712399018116,
2.849024660566933
],
"gp": [
1.3525601459794447,
0.1355859676742146,
0.13145664885926706,
0.14614479574096254,
0.13894047141552734,
0.12946645436314946,
0.11459243896966562,
0.10291724713344096,
0.09402290237351106,
0.08837770639608304,
0.08493044352334024,
0.08126684573566557,
0.0780457583271986,
0.07618618206495148,
0.07474887024006273,
0.07141462847606367,
0.0696512999283707,
0.06742624325168312,
0.06522547548366153,
0.06341529794387583,
0.0618975627530589,
0.06039712367515661,
0.058845197984900996,
0.057611002324101254,
0.055964621014765695,
0.05479672006291584,
0.054010151992910184,
0.0526694006835803,
0.051751364941875905,
0.05041016415398345,
0.04957535087616525,
0.048643693984605565,
0.04820462329408679,
0.047206774385821104,
0.04578257667728596,
0.045189644263770715,
0.04415863213869624,
0.043698305518836036,
0.04332385713266384,
0.04271839773003808,
0.04211271633035862,
0.041141939910654075,
0.04133779907790132,
0.04053297145172763,
0.03991818302669204,
0.03988865568127451,
0.03928494245673601,
0.03932269060442972,
0.038698296924320676,
0.03811738578976793,
0.03778478291490649,
0.03835955766451537,
0.03748297582491914,
0.03727105419095765,
0.03727148446795714,
0.03686157890006454,
0.036570174635475516,
0.036601324464218356,
0.03577777401854595,
0.03607283026959079,
0.03603899753135112,
0.03531867777132708,
0.035789801402845316,
0.035360395076533414,
0.03554848770603028,
0.03529106114561168,
0.034699008421988316,
0.03560688164936872,
0.035032848443469815,
0.03472618756091429,
0.03472620001436872,
0.03516313719013945,
0.0346550477656703,
0.03457799825307905,
0.03490059519122936,
0.034849149483439125,
0.03452173670212555,
0.03507260571464769,
0.03451430860063077,
0.034871834073550045,
0.03476859704376413,
0.03453417090125955,
0.03462102539184639,
0.034587705267083824,
0.035004345825515114,
0.03433268325419253,
0.03471479453663859,
0.03448611420069813,
0.03505588167259454,
0.035029376355501324,
0.034851501892822295,
0.03419299024897508,
0.03457759762318152,
0.03500594457404481,
0.034473868041163966,
0.03417007158446707,
0.03482374974375225,
0.03476867296645402,
0.03532255029019255,
0.03485553587874413
],
"d_real": [
6.120926973784072,
4.638850770253911,
-1.2725817391521528,
-2.3626233643700933,
-3.2239076632719774,
-3.867160926771979,
-4.246603545724836,
-4.64612846955275,
-4.902720368825472,
-5.137220209989792,
-5.635785581209721,
-5.654276996086805,
-5.710405720604791,
-5.761716858444051,
-5.7387197613716125,
-5.851175843650459,
-6.292291278513069,
-6.519167848122426,
-6.755156328535487,
-7.018599663025293,
-6.890190455648634,
-7.202989962365892,
-7.448426297587207,
-7.571580296907669,
-7.6957776933653745,
-8.03230059860099,
-8.267680137585371,
-8.307361516178164,
-8.577077749447945,
-8.853703163627886,
-8.939347958972311,
-9.085698904135288,
-9.235857993109613,
-9.527283364890987,
-9.747923772559206,
-9.962894396904188,
-9.962564631405039,
-10.039581026786413,
-10.209603271932684,
-10.447008187954243,
-10.699985082332905,
-10.897042455836239,
-10.907622376058855,
-11.13432674530225,
-11.344598558213976,
-11.536250226518028,
-11.791762127835526,
-11.827963511149088,
-12.187930425008139,
-12.144138560335861,
-12.333346464695074,
-12.628077814721653,
-12.821740955369085,
-12.724972046338594,
-12.623707335219423,
-12.8577345782875,
-12.88096078644451,
-13.187395717343714,
-13.185164622771435,
-13.31601500714946,
-13.45507384569217,
-13.483069768318764,
-13.944781517371153,
-13.976463619460407,
-14.034765602177025,
-13.998740895181639,
-14.041964068372025,
-14.335321868586744,
-14.435263309723291,
-14.587245429682936,
-14.347747745676937,
-14.573724206696209,
-14.72084768409403,
-14.849558695768698,
-14.931516653452164,
-14.927019210962149,
-15.069775972610865,
-15.109935106375278,
-15.002157810406807,
-15.150896339334993,
-15.363249758369902,
-15.203894258564354,
-15.356125619676378,
-15.379689854434412,
-15.4038078051347,
-15.505011792875763,
-15.536940584834824,
-15.464425537321302,
-15.673127247737003,
-15.740207468342577,
-15.877484769902678,
-15.766821630999573,
-15.815224525256035,
-15.743409876130585,
-15.757238767085932,
-15.807624519380749,
-15.933451124745556,
-15.810618107135479,
-15.855070643954807,
-15.851765141527878
],
"d_fake": [
0.5570306193250685,
-3.635998971489632,
-9.63447614816519,
-11.228668101832397,
-11.48250396638854,
-11.692399218551113,
-11.400260601288233,
-11.24065645535787,
-11.086300287491236,
-11.042916416103004,
-11.344738540486393,
-11.162189057749561,
-11.049501451671633,
-10.964713722212702,
-10.812997212776772,
-10.73429358514965,
-11.057165471916525,
-11.148599616482727,
-11.284763050894451,
-11.417366137871376,
-11.197220376414112,
-11.42894034100394,
-11.584141032308596,
-11.60821298452524,
-11.660708321465385,
-11.930889054241343,
-12.09737221399943,
-12.074952219286535,
-12.300382259564522,
-12.48561769265395,
-12.522414085192558,
-12.606167430551643,
-12.725439807288668,
-12.961196773072594,
-13.110817827730097,
-13.285014592684233,
-13.248888241939056,
-13.267606511075272,
-13.397061001541267,
-13.606913601231371,
-13.813981612523397,
-13.970291078600109,
-13.974912441693819,
-14.139224301036606,
-14.334287225690662,
-14.502012061257648,
-14.725554028127947,
-14.747175516226353,
-15.055157170336471,
-15.01488611025688,
-15.157060044443506,
-15.477480175148727,
-15.63521967586289,
-15.540473424471342,
-15.423144580971481,
-15.630245176135984,
-15.650567478603786,
-15.95997877813812,
-15.939556003635765,
-16.071257112372635,
-16.21575592318152,
-16.20746301382016,
-16.69434482215816,
-16.72354095002525,
-16.763387048346363,
-16.721994925767948,
-16.763587961848984,
-17.05057591658372,
-17.142621433633007,
-17.28870844637227,
-17.07916043762468,
-17.28604080941942,
-17.43522125839168,
-17.572487786284878,
-17.656998043386345,
-17.6570977920141,
-17.792176152905846,
-17.835481965643726,
-17.73361712643224,
-17.897089045271915,
-18.09933263827593,
-17.934156038822273,
-18.1114028009594,
-18.131032047108707,
-18.158755029368603,
-18.265726268800915,
-18.297110023661556,
-18.21725430447831,
-18.433434021778595,
-18.516146888080826,
-18.66330650117662,
-18.558689227470985,
-18.599110582954864,
-18.560405066889576,
-18.565750941252098,
-18.629038541744915,
-18.766058497958714,
-18.641015990167602,
-18.716741883856617,
-18.70078980209481
],
"fid": {
"25": 489.6378479003906,
"50": 474.572021484375,
"75": 440.8614807128906,
"100": 421.2930908203125
},
"train_time_s": 1626.9446153640747
},
"n_params": 3806080
}
@@ -0,0 +1,549 @@
{
"run_name": "p2_3_wgan_sn_attn",
"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,
"epochs": 100,
"augment": true,
"image_size": 64,
"run_name": "p2_3_wgan_sn_attn",
"model": "wgan",
"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
},
"history": {
"g_loss": [
-1.545559777153863,
0.0755724132570446,
-8.874330227191631,
-11.715034680488783,
2.4379899114625068,
4.072929838783721,
2.736847575913128,
3.3058411687867255,
5.704305404271835,
6.561340853699252,
4.9266420022035255,
5.437263684395032,
5.172169351170206,
4.624421209351629,
3.4244547786875668,
2.1461554633246527,
2.527814685788929,
2.380245632595486,
1.636890900440705,
1.4527815468290932,
1.459620809962607,
1.4220321524856436,
1.4883302867922008,
1.1082498273278913,
1.2326954898671207,
1.437114748180422,
1.3382899618556356,
1.5301717122395833,
2.13123784513555,
3.5494015685513487,
3.959634764581664,
4.522829691569011,
4.259684375208667,
3.3166839730026374,
2.5889115292801814,
2.795733459994324,
2.24729482536642,
2.045775389059996,
2.0902342184995995,
1.5259657639723558,
1.3366845285790598,
2.2365846470889883,
1.7123139862321382,
1.9214727939703526,
1.9419093753537562,
2.0932810204660792,
2.1471088115985575,
2.0246949807191505,
2.890868358122997,
2.8760158832256613,
2.801048914591471,
2.595652800339919,
2.9025210193079762,
2.736702160957532,
2.9235945481520433,
2.7148065322484727,
3.0076973743927784,
3.0523401896158853,
3.062586988139356,
2.9605489062447834,
2.972503140441373,
2.9379458386673885,
2.8699442545572915,
2.552788791493473,
2.5628458658854165,
2.471428015293219,
2.4624988523303952,
2.490811013767862,
2.714698021228497,
2.588561098799746,
2.629330822545239,
2.4387167254064837,
2.377825484316573,
2.3360224014673476,
2.440532553909171,
2.3656710111177883,
2.6756658513321834,
2.449945824777978,
2.4705992641611996,
2.6156334510216346,
2.4112229958558693,
2.4926436660636186,
2.409300812289246,
2.1111345861712074,
2.0974674224853516,
2.1321732610718818,
2.3314761952457266,
2.209630752221132,
2.408911593958863,
2.3409750196668835,
1.9616081205188718,
1.996194301507412,
2.062886686406584,
1.9881043882451506,
1.9513955809112289,
1.927717975062183,
1.9761373731825087,
2.06906988681891,
1.8620162050948184,
1.9165940896058693
],
"w_dist": [
26.799352740263963,
17.23909444011684,
7.876736454984062,
10.908895452817282,
4.431521436724907,
3.3184485766622753,
4.1430634127722845,
3.8942658418518867,
3.3938401608258233,
2.564194661429805,
1.0503678155951521,
1.255510728328656,
1.7760651149174087,
2.0432223123617663,
1.8368172876727886,
1.8733807408656828,
2.0761900880397897,
2.1461318237149816,
2.1866223758611922,
2.207482443501552,
2.4432426287322984,
2.411956970444602,
2.537660360845745,
2.4737911866898212,
2.5426074632913127,
2.49895476619912,
2.3298818037932754,
2.3782744233170128,
2.4387922435998917,
2.351890524992576,
2.2553609835031705,
2.3476804117871146,
2.3797782791985407,
2.3794377299073415,
2.4034052846523433,
2.468223287604558,
2.448674318054293,
2.433915341639111,
2.4088203638282595,
2.3976021520475035,
2.354142763803148,
2.289462028978727,
2.3062966470407624,
2.2750693681912546,
2.2371280739704766,
2.1824387080139585,
2.140123632282783,
2.1136806258279033,
2.0411361606839376,
2.008751418728095,
2.0028149367779746,
1.9745797497085018,
1.9473533709652913,
2.000265118466993,
1.95494957605743,
1.9364246055483818,
1.9865098941084156,
1.926665756246473,
1.8813086173727982,
1.8560161078587556,
1.8506678322441557,
1.8251058545250158,
1.8310005416472752,
1.8293478216848567,
1.788412302095666,
1.7494194311463935,
1.7291288698712985,
1.700718988624648,
1.705499001738862,
1.684702765292082,
1.6755266731175094,
1.6223076382636006,
1.6314988495447698,
1.6085462662526684,
1.6034546935787568,
1.5860291310609915,
1.5433754375857165,
1.551515841203877,
1.54019059591059,
1.533384639228511,
1.5258633631926317,
1.5060702033786693,
1.4891142785931244,
1.4917844163301663,
1.4489038570059671,
1.4461171224585965,
1.452056616735764,
1.4215956193386998,
1.4293564843316364,
1.4337256730366976,
1.4075578824322448,
1.4048312647093055,
1.3927023314640052,
1.3878573686139197,
1.3921543130507836,
1.375743528843945,
1.367438832918803,
1.3677212621411707,
1.364246655987878,
1.3629877153370116
],
"gp": [
0.5044831642856161,
0.30776134110055864,
0.09919336452208555,
0.17890362131297907,
0.08271053697392504,
0.0472571780371806,
0.0535612549378067,
0.0466817675345442,
0.036443066300673045,
0.030898120682129365,
0.019149529199418414,
0.014635179256005451,
0.013106485717316978,
0.01607590661240885,
0.013796526831216537,
0.012251377954947738,
0.010890649148545617,
0.011597659951772414,
0.011404767856857557,
0.012483209485992089,
0.012702336572170353,
0.012275054635436267,
0.013547105858954163,
0.0124830390057033,
0.014702993039634779,
0.013480533359663831,
0.012382079685966555,
0.01300210588781808,
0.013092330338047324,
0.012419809433074398,
0.011373953035590837,
0.011938189549877062,
0.012318184346052157,
0.01110875776135084,
0.012427182091523407,
0.011629103070013544,
0.011636954955119863,
0.01201840951386043,
0.01260222360276832,
0.012408933384865364,
0.013147813926200168,
0.013507224977092069,
0.012801887256562965,
0.012592998437253106,
0.012864356416249728,
0.012779556051131465,
0.012280892935466085,
0.012731425845736844,
0.012397714690046592,
0.012565050972625613,
0.012515919415865285,
0.011752962493974492,
0.011411563958972692,
0.011380517110029537,
0.011647925444014976,
0.011869011780657033,
0.011112853749625336,
0.011293570965261828,
0.010501689934788639,
0.01073564074258917,
0.010531398359761756,
0.010241194349080801,
0.010412169526118197,
0.010499251803430991,
0.010395822177430153,
0.00977162378302847,
0.01007053845300355,
0.00991776789803233,
0.009735150546786718,
0.009597493858478613,
0.009804699786353665,
0.0089539126945763,
0.008997089709364211,
0.00911261141872328,
0.009042002371627774,
0.009101648856268829,
0.008399029412360575,
0.008703718210658075,
0.008447557073842702,
0.008670931914323766,
0.008367325725784112,
0.008036333955147773,
0.008311094171676036,
0.008364735545071129,
0.007694022628005085,
0.007958213433038252,
0.008284040220762389,
0.007724701700797782,
0.0079897273123925,
0.008109053978437765,
0.0075728336006351225,
0.007559322848076272,
0.007394472670415019,
0.007590064442613059,
0.007347002560292713,
0.007048846675684023,
0.007267123010132908,
0.0073256156264016265,
0.007149310172615079,
0.006894596836690863
],
"d_real": [
36.25523343776217,
24.760787876338785,
22.017947702262646,
27.612354596710613,
7.356850282281128,
3.747226473548983,
5.832391393936088,
4.768380877458387,
1.0861509179171078,
-0.5619672957457539,
-1.1086835748810544,
-1.4709960795206647,
-1.0234767884398117,
0.027786950206654705,
0.7830751437980396,
1.8220531156716437,
1.6234126322321658,
1.941378932700962,
2.712485917008076,
2.8391098618571067,
2.9930312275631814,
2.77625157037734,
2.7263334021609054,
2.9709846741304946,
2.95030786205306,
2.601896508334157,
2.655748173053193,
2.3083787244290876,
1.716103265969417,
0.2192995498736954,
-0.03707685756186644,
-0.6917098079704576,
-0.6620554489394029,
0.23974136712077337,
1.1777308945599785,
0.9712683434765308,
1.3603088603888311,
1.6119256921860778,
1.6598279705732806,
1.8315825807010262,
2.2094133307233963,
1.222636884707225,
1.6429849891549246,
1.5163829169498804,
1.3784152558710203,
1.3062069595146637,
1.0220202546343844,
1.174666422793371,
0.23231566125033504,
0.20630318412764204,
0.20939737360956323,
0.41546090353184784,
0.05538882292870782,
0.2397566135558817,
0.009711862287014468,
0.26926597102712363,
-0.2320584105566526,
-0.3166105183056341,
-0.36672052692494583,
-0.48110578448758423,
-0.4340730239278995,
-0.4501450105976218,
-0.38969515166922003,
-0.08418369141972473,
-0.1483121139721738,
-0.1796659101636555,
-0.1481955498456955,
-0.17109096459407583,
-0.5072800232033826,
-0.42170111793610787,
-0.4238343832887009,
-0.3186386530088563,
-0.36230170883190554,
-0.3402242486914381,
-0.4149485856740393,
-0.36789291220693254,
-0.7855577391182256,
-0.528156803889025,
-0.5977442652846758,
-0.7629952643138285,
-0.5791166892959776,
-0.8071273118496324,
-0.6594299010407084,
-0.39403122587877715,
-0.43794685459703714,
-0.5062324419522133,
-0.7586349833310924,
-0.5724228475676675,
-0.8275346452306606,
-0.7992830874605311,
-0.42668926684806746,
-0.5155239798462926,
-0.6009357936489277,
-0.5356776900907867,
-0.5026411891668143,
-0.5151384154525704,
-0.5899979643499813,
-0.6751014452395786,
-0.5035388560798497,
-0.5568832585818938
],
"d_fake": [
9.45588080993352,
7.521693424504791,
14.141211249698431,
16.703459139308357,
2.9253288355265927,
0.42877788475563383,
1.689327974111224,
0.8741150340463362,
-2.307689250056815,
-3.1261619625087733,
-2.159051386989717,
-2.7265068070055585,
-2.799541907798913,
-2.015435363110314,
-1.0537421434130678,
-0.05132762430251664,
-0.45277745357881755,
-0.2047528920169824,
0.5258635404464017,
0.6316274176550727,
0.549788596164276,
0.3642945998053775,
0.1886730437986871,
0.497193485737229,
0.40770039492501664,
0.10294174359968075,
0.3258663731603286,
-0.06989569947696649,
-0.7226889801140015,
-2.1325909761696034,
-2.2924378437396045,
-3.039390221986378,
-3.0418337310035515,
-2.139696363709931,
-1.2256743885958805,
-1.4969549441996675,
-1.0883654579759026,
-0.8219896491425924,
-0.7489923937644205,
-0.5660195714658779,
-0.1447294371154828,
-1.0668251468585088,
-0.6633116550202298,
-0.7586864525308976,
-0.8587128162129313,
-0.8762317490405761,
-1.1181033758175933,
-0.9390142050484179,
-1.8088204962575538,
-1.8024482380312223,
-1.7934175623564894,
-1.5591188471079764,
-1.8919645453301759,
-1.7605085044573896,
-1.9452377156251006,
-1.6671586347520988,
-2.2185683062331925,
-2.2432762773978148,
-2.248029145658908,
-2.3371218923145,
-2.284740854580051,
-2.275250861262027,
-2.220695690180247,
-1.9135315145533054,
-1.9367244156698387,
-1.9290853426672327,
-1.8773244172812273,
-1.8718099504645564,
-2.2127790226895585,
-2.1064038816202655,
-2.0993610557853284,
-1.940946290564015,
-1.993800554352884,
-1.9487705131371815,
-2.018403278838875,
-1.9539220442111866,
-2.328933175302978,
-2.0796726440740194,
-2.1379348597385817,
-2.296379904776143,
-2.104980050984165,
-2.313197515737743,
-2.1485441769035454,
-1.8858156403542583,
-1.8868507097960792,
-1.952349566257535,
-2.2106915982400315,
-1.9940184651372523,
-2.2568911297294574,
-2.233008761428551,
-1.8342471486673906,
-1.9203552460083022,
-1.9936381264024565,
-1.9235350602569106,
-1.8947955016365163,
-1.890881944105475,
-1.9574367973006244,
-2.042822706911108,
-1.8677855122786684,
-1.9198709750293284
],
"fid": {
"25": 274.4306945800781,
"50": 223.15243530273438,
"75": 159.37228393554688,
"100": 110.12692260742188
},
"train_time_s": 2341.2221508026123
},
"n_params": 13199105
}
@@ -0,0 +1,549 @@
{
"run_name": "p2_4_wgan_sn_attn_128",
"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,
"epochs": 100,
"augment": true,
"image_size": 128,
"run_name": "p2_4_wgan_sn_attn_128",
"model": "wgan",
"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
},
"history": {
"g_loss": [
-28.481870618640865,
-6.278949444110577,
-19.098353198450855,
-30.791177342080662,
-31.446803166316105,
-2.699485844017094,
-3.7995698716905384,
-0.4626839140541533,
1.9271474984975963,
14.703126499795506,
14.977054824177017,
16.87198528061565,
14.100309453458868,
10.18031480577257,
7.486836490468082,
6.91698253664196,
2.3932962010049414,
0.7162616436298077,
2.8324767952291374,
0.9092115092481303,
0.0769595936832265,
-0.8632275181957799,
-0.07997535640357906,
0.7631713345519497,
4.623353094117254,
5.510669153979701,
6.002468532986111,
4.7007090250651045,
3.8342256464509883,
0.43619856875166935,
4.6761495476095085,
4.095392732538729,
5.659887069310898,
5.8885782029893665,
5.626396244407719,
3.066688994057158,
1.1110318175747864,
0.6948109162159455,
1.3979173970018697,
1.4975296411758814,
2.4065511328542333,
1.1337133228269398,
-0.05740643362713675,
0.05382518279246795,
1.2910659659622061,
2.8940638354700856,
2.1154459113748665,
1.7901744353465545,
-0.4126125237880609,
-0.45884411151592547,
0.6277627537393162,
-1.9255517160790598,
-2.0540960589025774,
-1.1064354008079593,
-1.4354932165553427,
-0.9069685324644431,
-1.4017047066973825,
-1.795200445713141,
-1.7628280117980435,
-1.2515780457064636,
-1.7447115906283386,
-1.411563710269765,
-1.8572773729634082,
-2.690372825687767,
-1.0843876243656516,
-2.092415051582532,
-3.290748270148905,
-2.4294820280156584,
-2.721961282257341,
-3.3527525551298742,
-3.0356428847353683,
-2.9903199285523505,
-3.340899084368323,
-2.545010036892361,
-3.8142573038736978,
-2.6980794270833335,
-3.7333525307158117,
-2.946534116044004,
-3.3424820859208064,
-3.509617601704394,
-3.7825879846882615,
-4.5981262728699255,
-4.207479028620272,
-3.9389596270699787,
-4.7202713795197315,
-4.484940488114316,
-5.216243646083734,
-5.2711256956442805,
-4.643734597752237,
-5.231214425502679,
-5.370926620613815,
-4.98108144906851,
-5.142175658136352,
-5.144700009598691,
-4.855223826872996,
-5.457235385210086,
-5.370382977347089,
-4.972062591813568,
-6.3612446581196584,
-5.905079377003205
],
"w_dist": [
256.26637036864383,
196.55620359966898,
34.76623114459535,
27.701567988110405,
26.784395469559563,
8.811796618832481,
9.814083612627453,
10.501499433802744,
6.007042083984766,
4.014069894185433,
4.475512960909779,
4.8591298137465095,
4.060480517327276,
4.6325055987407,
3.451822386465521,
3.805243837273019,
3.497764135018373,
2.55632721995696,
2.8513485627551365,
3.8181735675813804,
4.195524400498113,
4.582981640711809,
4.635544811303799,
4.327993528965192,
3.8200045727257037,
3.988161932199429,
3.9413715097894015,
4.264028133108066,
4.645780353719353,
4.865333342654074,
5.250336485540765,
4.809147485301026,
4.370857673068332,
4.18350375806674,
3.879783983923431,
3.629613314683621,
3.588858602393387,
3.5410543486603303,
3.748316321108076,
3.7674195672202315,
3.6464764785308104,
3.5115217468422704,
3.6775054266819587,
3.9032972157001495,
3.780820354182496,
3.698670619764389,
3.561846683741125,
3.4601320765721493,
3.4560582249337792,
3.439330591350539,
3.2829728081949754,
3.332420339314347,
3.3267548194425736,
3.3264750940168004,
3.306389464590794,
3.329769903141209,
3.3881563976661773,
3.2956221671695385,
3.223242159996532,
3.198481967051824,
3.176800858261239,
3.1756216659505143,
3.2349649924370976,
3.208514943973631,
3.106992126084291,
3.243300145635238,
3.188477354331149,
3.2213519032184896,
3.2725365332558622,
3.203567038489203,
3.210699688611377,
3.260398191646633,
3.309373783504861,
3.2569794801310596,
3.242186952987288,
3.296804600642023,
3.2795591093281393,
3.2537479845122395,
3.1721868194066563,
3.202598747279909,
3.1283717850844064,
3.121030332823085,
3.171216596522902,
3.1576408492958445,
3.2327608960306544,
3.1276810276202665,
3.244266853500635,
3.224511683241934,
3.180550272011349,
3.189294463294184,
3.158132470571078,
3.182097786002689,
3.1594361168706517,
3.184060424566269,
3.245565838793404,
3.217138765459387,
3.1395480021452293,
3.197584114777736,
3.190632956659692,
3.194623186547532
],
"gp": [
9.268622957751589,
7.6499263884451905,
0.8563230545061011,
0.6261323273856527,
0.6231505815098938,
0.22522208539562094,
0.2530128412052161,
0.2634584297521565,
0.13986281962253344,
0.06519026227263558,
0.062346658780852444,
0.05957016142276235,
0.061736356375468336,
0.05310697399644961,
0.04702045292291058,
0.051812074484470755,
0.05418990980376068,
0.043842221276922166,
0.03804254838122198,
0.040096273009951874,
0.04769119965589136,
0.04310873871207492,
0.04649622783633984,
0.041013861443194695,
0.03527041273211471,
0.03573083950795679,
0.03636535251927045,
0.043587025682816014,
0.056094018262850806,
0.059469716328904666,
0.06451645172718498,
0.054715767078913555,
0.05242989595649111,
0.04717880890915632,
0.03730777849077096,
0.03673156838004406,
0.033969710101413295,
0.03287379127334103,
0.03891352693247808,
0.036420692453901164,
0.034268828720833436,
0.03241094505876048,
0.030350039658359546,
0.03427236508199961,
0.0345403193625518,
0.03137544616977246,
0.030241549836917438,
0.02919593273013289,
0.027756508568134636,
0.029709857343258258,
0.02714403618214668,
0.028854293572620895,
0.026628652316892248,
0.028511116941833597,
0.028899157064584777,
0.027318198746269267,
0.031239270750019286,
0.03022845970908514,
0.0293510532599643,
0.02883148175250325,
0.029250893040369146,
0.0279549971396008,
0.03151349062458254,
0.0311271263153141,
0.029454778015223514,
0.031144582371935885,
0.030513672456622887,
0.028810288530225173,
0.03163093781301704,
0.03258804103725741,
0.033387839244917415,
0.0321731419256753,
0.03251527396376985,
0.031857955240660436,
0.03210261887293627,
0.0316076609524938,
0.031002555939997744,
0.030773559528498504,
0.03220514349667276,
0.031734486253788836,
0.03020745211850024,
0.029952844347144104,
0.02986539155145327,
0.031140670300716072,
0.03090409806662868,
0.029073020215464644,
0.03016118880492659,
0.03154020292513295,
0.029461549755193803,
0.029486177436426345,
0.03167089990252613,
0.02905685948028874,
0.029628933762582257,
0.02906288756714322,
0.028868589012955245,
0.03240025364674437,
0.028826858659282837,
0.028081481439523145,
0.030368077407519404,
0.03117659844708844
],
"d_real": [
294.0631466926768,
223.80096493419418,
69.20955578677165,
72.35594316501903,
70.7039132048177,
24.796546222944546,
25.061755548430305,
21.76406273360436,
12.05397861591007,
-2.2908116111006493,
-3.2408462770474262,
-3.9775791813929877,
-2.080649313891036,
2.3230055840606365,
2.295439561064809,
3.2613705519554963,
8.150245448781384,
7.89836514986351,
5.931165528666769,
8.951483103199902,
9.813517244262064,
11.106349258341341,
11.071134364694101,
9.178974351025799,
4.824757603880687,
3.74547088244914,
3.4101524718551555,
4.47363054440317,
5.870058029380619,
9.954107180810892,
5.6416338959183445,
6.167250939031952,
3.7791032614425206,
3.2501065545739274,
2.3192708099372368,
5.230010246364479,
6.905530192849473,
7.303600358466308,
6.369211483396526,
5.9714411272961865,
5.020034141138068,
6.102055102363866,
6.610056125105191,
7.172860459639476,
6.18391361577898,
4.30742421386461,
5.160604528955415,
5.391324723314526,
7.0549444620553245,
7.400837609178235,
6.092669263959695,
7.858691665702141,
8.019564874756794,
7.426715313576353,
7.754826546718295,
6.890766507157912,
7.511093888113386,
7.483419720051635,
7.452344799270997,
6.859966744756342,
6.963304449509606,
6.378041829213372,
7.210815254375976,
7.573977004577461,
6.238879799237873,
7.1984543512201205,
8.37386239804009,
7.042145173359885,
7.524780127514377,
8.006436344522696,
7.706486723298191,
7.633737698866007,
7.855496548848529,
7.157266773856604,
8.451862482481406,
7.1827149885014085,
8.191673793567297,
7.383404967144259,
7.621937138434404,
7.715507889851036,
7.833713281294729,
8.595004485999672,
8.226810751053003,
7.834782666566535,
8.685560697164291,
8.297551264556555,
9.062974569507134,
9.017747469325988,
8.213809716714243,
8.84195155567593,
8.872008674738245,
8.476759099011492,
8.680221335946495,
8.51531114222275,
8.194256554524868,
8.871929256261414,
8.54240646162349,
8.157509832619093,
9.590543688871922,
9.113957726547861
],
"d_fake": [
37.796776547548404,
27.244761196578033,
34.443324730946465,
44.65437519715892,
43.919517725196656,
15.984749589242742,
15.247671952550737,
11.262563286365097,
6.046936529250736,
-6.304881515729631,
-7.716359251966844,
-8.836708993929573,
-6.1411298300083885,
-2.309500007547884,
-1.1563828243022292,
-0.5438732828976761,
4.652481314272452,
5.3420379305751915,
3.0798169664210744,
5.133309537719967,
5.61799284008642,
6.523367620781701,
6.435589549091891,
4.850980811648899,
1.0047530328106677,
-0.24269105169253471,
-0.5312190432197008,
0.20960240613700998,
1.2242776724772575,
5.088773837297136,
0.391297418019201,
1.3581034447520206,
-0.5917544183440697,
-0.9333972113254743,
-1.5605131731583521,
1.600396933973345,
3.3166715858711138,
3.7625460082139726,
2.6208951709489536,
2.204021563833086,
1.3735576527049909,
2.590533351063983,
2.9325507000789175,
3.2695632390041127,
2.4030932623765664,
0.6087535940683805,
1.5987578380502696,
1.9311926472677379,
3.5988862417701983,
3.961507011141278,
2.8096964575318446,
4.526271325942034,
4.6928100562694235,
4.100240220275954,
4.448437086601033,
3.5609966023610187,
4.12293748719952,
4.187797556352666,
4.229102643254476,
3.661484780888527,
3.786503593477174,
3.2024201618300543,
3.9758502585638285,
4.365462063405758,
3.1318876727396607,
3.9551542083549704,
5.18538504286518,
3.8207932683583508,
4.252243589482501,
4.802869302149002,
4.495787035530577,
4.373339508556658,
4.546122765630229,
3.900287294250905,
5.209675531770683,
3.8859103905657926,
4.912114682734713,
4.129656976996324,
4.449750321527195,
4.512909139514479,
4.705341494077037,
5.473974148559774,
5.055594153352018,
4.677141815885647,
5.452799800592355,
5.169870242078463,
5.818707714796576,
5.793235785335812,
5.033259448125704,
5.652657094212551,
5.713876200935397,
5.294661313088404,
5.5207852224986524,
5.3312507222255325,
4.9486907144817405,
5.654790493269634,
5.402858461022505,
4.9599257194652004,
6.399910730683906,
5.91933453707104
],
"fid": {
"25": 428.64849853515625,
"50": 264.2867736816406,
"75": 229.668212890625,
"100": 185.9598388671875
},
"train_time_s": 5861.4565670490265
},
"n_params": 13347714
}
+546
View File
@@ -0,0 +1,546 @@
{
"run_name": "p3_1_vae",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "vae",
"latent_dim": 256,
"ngf": 64,
"run_name": "p3_1_vae",
"lr": 0.001,
"beta_kl": 1.0,
"lambda_perceptual": 0.0,
"lambda_adversarial": 0.0
},
"history": {
"recon_loss": [
0.23614721197603095,
0.23315699178821,
0.22991716011594504,
NaN,
0.23217070787253544,
0.23155480842941847,
0.23157141198459855,
0.23181156750418183,
0.23201335527193853,
0.23178868266379732,
0.2315022333755962,
0.2311908418042028,
0.23185610672474927,
0.23176095832107413,
0.23165411693163407,
0.23174296459581098,
0.2317636658747991,
0.2317118427883356,
0.23172695364834917,
0.2316696329567677,
0.23168399261358458,
0.2316194716681782,
0.23164867447354856,
0.2315481170757204,
0.23165068109957582,
0.23167062098653907,
0.23162642907765177,
0.2315922882567104,
0.2315914996414103,
0.23156180984189367,
0.23156551628286004,
0.2315698005259037,
0.2315660522470617,
0.23156735001720935,
0.23161396435183337,
0.23158050178844705,
0.23159921089680785,
0.23149616745674712,
0.23159087484336308,
0.23156312872201967,
0.23153820200863048,
0.2315863819203825,
0.23150022140043414,
0.23154497337646973,
0.2315601774961011,
0.23153368950399578,
0.23152085642019907,
0.23151608884461924,
0.23154898990805334,
0.23155892872784892,
NaN,
NaN,
NaN,
0.24157701413600874,
NaN,
NaN,
0.24151325464630738,
NaN,
0.24154121766233036,
0.24155463749526912,
0.24158300176008135,
0.24158118757554609,
0.2415294518901242,
0.24156020069096842,
0.2415176352374574,
0.2415566616015047,
NaN,
0.24161437115608117,
0.24159398913765565,
0.24149432768806434,
0.24153172199287984,
0.24161516999204954,
0.24158193846034187,
0.2415451397562129,
0.24155487772873324,
0.24155297130346298,
NaN,
0.24157197961313093,
NaN,
NaN,
0.24158605401459923,
0.24156368870893094,
0.24159100852333582,
0.24153350121699846,
0.24153158377505776,
NaN,
0.24161708673350832,
0.24158515879868442,
NaN,
0.24157126235146809,
0.24162366709265953,
NaN,
0.2415581897665293,
NaN,
NaN,
0.2415400046823371,
NaN,
0.2415627600927638,
0.2415567432076503,
0.2415620140476614
],
"kl_loss": [
12.394881742504927,
184.775765717539,
127.26797539963681,
33346392.786626913,
35.72433020722153,
31.41954361882984,
16.178619678203876,
10.234501274223001,
14.817130448471787,
9.230570034084158,
9.643558593896719,
8.47786058498244,
5.573643362929678,
2.4644629534365783,
1.5757666807462516,
0.426466258131286,
1.7924597560404203,
0.2769168242652956,
0.21636260826236162,
0.48804672485870176,
0.10833573165453142,
0.13318477837671328,
0.17373992544877478,
0.09584700099678121,
0.0977757986014088,
0.07794108981282538,
0.05691333960853199,
0.07221067506167242,
0.036222075203704275,
0.03126689469696492,
0.04264315036642882,
0.016960328184147805,
0.03314871971324309,
0.014776984407789368,
0.011375301962312406,
0.013948339588828703,
0.01186063720120324,
0.0099704478863372,
0.00536374123289417,
0.009618068660179583,
0.00418840028031164,
0.004865833775052785,
0.005830266629345715,
0.0023000687699064487,
0.0038261460966199762,
0.0022056369562673136,
0.002220870125003987,
0.0024217167485139184,
0.001954249278483037,
0.0021431104709895756,
0.0022583500309011494,
0.002132287005193404,
56.80083886633675,
82.57108385134966,
82.55195800259582,
82.57428529527452,
82.56009972401155,
82.55269345666608,
82.57006728343474,
82.55670593131302,
82.54445134676419,
82.57745079301361,
82.57933913336859,
82.5570435157189,
82.56808758597089,
82.56800172267816,
82.56525711320404,
82.56189481621115,
82.55193622295673,
82.55375865382007,
82.56600202250685,
82.57064581324912,
82.55481151026538,
82.55367833324986,
82.56042112040724,
82.5616829048874,
82.5771528553759,
82.55317820035495,
82.57550573756552,
82.57334061973116,
82.56044387817383,
82.5752662593483,
82.56673936762361,
82.56828115740393,
82.56990289280557,
82.55218840052939,
82.56695372426611,
82.575043066954,
82.55754522991995,
82.56361721723508,
82.5628145821074,
82.56431990403395,
82.55777725806603,
82.5742861918914,
82.56361025622768,
82.56887233766736,
82.56539458902473,
82.55887828729091,
82.56073884882478,
82.55578186165573
],
"perc_loss": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"adv_g_loss": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"adv_d_loss": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"fid": {
"25": 315.9393615722656,
"50": 419.273193359375,
"75": 360.4432678222656,
"100": 363.9911193847656
},
"train_time_s": 660.9630489349365
},
"n_params": 10608451
}
@@ -0,0 +1,546 @@
{
"run_name": "p3_2_vae_perceptual",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "vae",
"latent_dim": 256,
"ngf": 64,
"run_name": "p3_2_vae_perceptual",
"lr": 0.001,
"beta_kl": 0.0001,
"lambda_perceptual": 0.1,
"lambda_adversarial": 0.0
},
"history": {
"recon_loss": [
NaN,
0.041370747770127066,
0.035506031866002284,
0.06229733923672993,
0.06089382184048494,
0.053464704654856116,
0.04950355895213846,
0.04674786329269409,
0.05693557829811023,
0.04808994451076047,
NaN,
0.05869839608701121,
0.05293231666820426,
0.05057006603918779,
0.04713928615117175,
0.04481589820427008,
0.04331832689543565,
0.041820655449524395,
NaN,
0.24315394992884407,
0.24305414841470555,
0.2429187158998261,
0.24289727962424612,
0.2377373814328104,
0.23880945107875726,
0.24047312904626894,
0.23915709144411942,
NaN,
0.24000247061634675,
0.2362435321904655,
0.23705266075383905,
NaN,
0.23998981039238793,
0.23828768376738596,
0.23908851302077627,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"kl_loss": [
41526536.5961082,
1258.7768262553418,
1165.5987154968784,
3689.321748260759,
1320.3167513333833,
928.3473894168169,
789.754654843583,
693.4729607736963,
1017.8856519389357,
622.2623097998464,
304942.2120989938,
750.5718396830763,
618.6888906364767,
586.4194498958751,
579.2793892102363,
525.8830437945504,
497.5363791050055,
452.93342662061383,
172476214612.95245,
1112.027792645316,
1109.8156276605068,
1109.8872808472722,
1112.3999198196282,
1163.6093267457097,
1195.4633280436199,
1232.709252512353,
1253.0651078183428,
19923.65347159622,
6871.588723207132,
6872.017739842081,
6872.62934758113,
27062.17111336472,
4992.576698759683,
5000.895510942508,
5011.723715236044,
4.196954763212122e+20,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"perc_loss": [
NaN,
3.0017659954535656,
2.8931196978968434,
3.084328340159522,
3.1398269641093717,
3.0839009172896032,
3.0459561949102287,
3.015714469628456,
3.0917934143645134,
3.010985380054539,
NaN,
3.102917709411719,
3.055045795746339,
3.0351512865123587,
3.002274121993627,
2.9754957128793764,
2.9553630066733074,
2.936704080328982,
NaN,
3.66463458385223,
3.6419444985878773,
3.6321474706005845,
3.6272282503608966,
3.781295938878997,
3.740793755421272,
3.759704489993234,
3.7078149914741516,
NaN,
3.7647176323792872,
3.7441278461717133,
3.7264530261357627,
NaN,
3.7299226170931106,
3.7314435080585318,
3.754668933713538,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"adv_g_loss": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"adv_d_loss": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"fid": {
"25": 263.1458740234375,
"50": 598.3736572265625,
"75": 598.3736572265625,
"100": 598.3736572265625
},
"train_time_s": 952.6596128940582
},
"n_params": 10608451
}
@@ -0,0 +1,548 @@
{
"run_name": "p3_3_vae_patchgan",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "vae",
"latent_dim": 256,
"ngf": 64,
"run_name": "p3_3_vae_patchgan",
"lr": 0.001,
"lr_d": 0.0001,
"beta_kl": 0.0001,
"lambda_perceptual": 0.1,
"lambda_adversarial": 0.1,
"ndf_patch": 64
},
"history": {
"recon_loss": [
NaN,
NaN,
0.2550439156082451,
NaN,
0.3542575327377034,
0.32994148498162246,
0.327391546824549,
NaN,
0.32896743778489596,
0.32088901420943755,
0.35182940304024607,
0.3339548002068813,
0.3514746379139077,
0.355552134796595,
0.3535881389537428,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"kl_loss": [
13281713.181712223,
8879242356.567835,
4289.939060308994,
13291.21078882462,
2964.6168004223423,
2881.717480781751,
2817.9251735067774,
26206.0708080846,
3054.7347709460137,
3045.038165231036,
3176.499509632078,
3239.0840866219282,
3390.609429253472,
3374.538367116553,
3556.9082464234443,
5232728.427530403,
1200351222187.4932,
557673391674.235,
687785714385.8098,
451167040515.6966,
4161448879712.457,
3506947360774.84,
640311792154.062,
334276995872.6603,
1091409144901.9957,
410306176880.5192,
20118849921428.06,
468057687720.9594,
2081128665542.4016,
403224538747.06836,
98553230942188.75,
909009238374.0577,
594442830189.4722,
6358920601673.252,
765801126878.3354,
523422198654.6368,
749170626764.0299,
2510965243074.2544,
174694512065.203,
1841149037337.5,
3074909578060.154,
3299731319463.609,
1188893842751.9016,
1123029761662.4785,
439769666356.8568,
1481985020811.5044,
1227399205729.7693,
711698698367.3035,
279335895281.97437,
720625801842.0897,
202221867649.9562,
543446495162.29913,
175988484712.71368,
815170807713.688,
762637058414.9017,
863531881960.8505,
303024411620.3558,
909942303709.2073,
295614329249.5951,
170733932504.22437,
2103203516485.6304,
892083529658.5983,
895749634527.1005,
899311239324.7008,
1637751780589.5225,
1192357094564.0833,
484858905592.5705,
186463896968.73077,
888726863689.1987,
15502339561946.314,
170425499746.94873,
449657248854.87714,
330656068541.094,
272033123474.23932,
693443839763.4946,
1247571259921.861,
514054457621.8333,
1448574911180.951,
883422112293.2393,
1158489887757.5364,
8886462462547.04,
274201891523.62607,
289924448241.86536,
585746708708.7842,
1142763735703.111,
1130523430761.9956,
412582377508.9124,
1428507187223.3142,
165624474038.62393,
333074819594.1261,
1738273025208.5898,
202257609124.88675,
432264649605.9658,
1562684211706.267,
511279586047.094,
1419566063399.6196,
510649916352.63464,
587311395844.4445,
688530254154.5769,
63229654584.801285
],
"perc_loss": [
NaN,
NaN,
4.991128759506421,
NaN,
4.873321874528869,
4.652275615268284,
4.5657713250217276,
NaN,
4.545961037660256,
4.552515344742017,
4.670070458681155,
4.55506570216937,
4.635318170245896,
4.757533762190077,
4.679769850184774,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"adv_g_loss": [
NaN,
NaN,
2.686214610042735,
NaN,
3.1861853966346154,
3.3312967414529915,
3.4314809945913463,
NaN,
3.9346955128205128,
4.042058961004273,
4.416372445913462,
4.483027009882479,
4.66728014823718,
4.537232488648504,
4.415139222756411,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"adv_d_loss": [
NaN,
NaN,
0.11442611563918936,
NaN,
0.05586824661646134,
0.04843576137836163,
0.05373259079761994,
NaN,
0.015966382291581895,
0.01352301099870959,
0.016935703591403797,
0.015551309682365157,
0.01746162848594861,
0.023566564433595054,
0.011101227285515549,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN,
NaN
],
"fid": {
"25": 300.18701171875,
"50": 328.4952392578125,
"75": 334.2494812011719,
"100": 334.40887451171875
},
"train_time_s": 1450.524620771408
},
"n_params": 10608451
}
@@ -0,0 +1,150 @@
{
"run_name": "p4_1_ddpm_linear",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "ddpm",
"T": 1000,
"ddim_steps": 100,
"lr": 0.0002,
"base_ch": 128,
"ch_mult": [
1,
2,
2,
2
],
"attn_resolutions": [
16,
8
],
"num_res_blocks": 2,
"dropout": 0.1,
"run_name": "p4_1_ddpm_linear",
"noise_schedule": "linear",
"pred_type": "eps"
},
"history": {
"loss": [
0.050263571692232646,
0.02514873994474546,
0.02225509669400879,
0.021068911675093137,
0.02032521784775214,
0.019192529312916037,
0.018796856887240566,
0.019092055869439982,
0.018012497312405236,
0.018579239720223933,
0.018120780589186355,
0.01804902349025584,
0.017445260646920174,
0.0174015331078066,
0.01720998039803444,
0.017182101499543995,
0.017374234542680476,
0.01719019105896736,
0.017258047804825455,
0.017472001728920154,
0.01717184852155992,
0.017268840462351456,
0.016940360013236348,
0.016780947783810653,
0.016770626064071543,
0.01686398620601807,
0.0171233544496294,
0.016849436540490925,
0.01643650009173454,
0.016715853648164716,
0.01591222248792362,
0.01663316461122316,
0.017018022838558078,
0.016728110333832983,
0.01637174110983013,
0.01640069789977537,
0.016222019855959866,
0.01619866752348299,
0.016273524062946822,
0.016225511587272663,
0.016525169477288604,
0.016554634154447887,
0.01636095449495583,
0.016358451291910794,
0.01612802425849164,
0.016018457704772934,
0.015985010074387886,
0.015972342274478104,
0.01617517040915087,
0.016143278803867407,
0.016039738931064296,
0.016184791375317763,
0.01608435499171416,
0.016031058468362395,
0.016189519307003,
0.016219924015000973,
0.016112841876685366,
0.015630949461737122,
0.015760562722929396,
0.015901298478094496,
0.01586071201440934,
0.016167635994597186,
0.015887681410735488,
0.01600054983431712,
0.015733229437182285,
0.015523023833719712,
0.01581668923011957,
0.015652269207569968,
0.015604886598487059,
0.015797711234205425,
0.015701896441368084,
0.015930752163458392,
0.015848295793980043,
0.01567347500568781,
0.015367114703513237,
0.015625674345204208,
0.01559769835534036,
0.015479316330976529,
0.015648531339441735,
0.015174523765085917,
0.015752060055279005,
0.015384152635104127,
0.015699152740188196,
0.015053038565943448,
0.015501487074801937,
0.015345309023212036,
0.015243542788582098,
0.01545036704534203,
0.01533815077541826,
0.015173954715052795,
0.015228697487837674,
0.01517730934294657,
0.015363585634722223,
0.015174964277678702,
0.01534465596310667,
0.015116462827278063,
0.015595124076263836,
0.015289406492136037,
0.015195867164124154,
0.015012384551521549
],
"fid": {
"25": 333.25946044921875,
"50": 311.42364501953125,
"75": 255.9425506591797,
"100": 134.49986267089844
},
"train_time_s": 15595.587987422943
},
"n_params": 28474755
}
@@ -0,0 +1,150 @@
{
"run_name": "p4_2_ddpm_cosine",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "ddpm",
"T": 1000,
"ddim_steps": 100,
"lr": 0.0002,
"base_ch": 128,
"ch_mult": [
1,
2,
2,
2
],
"attn_resolutions": [
16,
8
],
"num_res_blocks": 2,
"dropout": 0.1,
"run_name": "p4_2_ddpm_cosine",
"noise_schedule": "cosine",
"pred_type": "eps"
},
"history": {
"loss": [
0.0745811819847132,
0.042058256996047295,
0.038731603282225184,
0.0365341946355298,
0.03596278707870943,
0.03499822471784348,
0.034039977941916794,
0.03339788123853823,
0.033659401990505114,
0.0328750506353875,
0.03281905785656701,
0.032175978936223135,
0.03264562071213483,
0.03167968711011812,
0.03252785405717217,
0.032265412987361096,
0.032163158218320616,
0.03181939549409808,
0.03145227379476031,
0.031572662918772705,
0.0314074662896112,
0.03058532617874762,
0.031417921515834384,
0.030867751819105484,
0.031200444417344965,
0.030372575657744694,
0.031070002880042944,
0.0306555292624821,
0.031143788686101764,
0.030448843175784137,
0.03087240754841612,
0.03053835191580857,
0.030471389926174004,
0.0302293243435904,
0.030659112543997984,
0.030551793045786202,
0.030635309206624318,
0.030368149071597517,
0.030187387226356402,
0.03037746619974446,
0.030544078081018396,
0.0304682625648685,
0.030033117888543088,
0.030058689524905167,
0.030037028862274866,
0.02957952331799345,
0.03012158986356141,
0.029973779056762528,
0.030247858279726952,
0.02959363942599704,
0.029731284608093336,
0.03002101383928178,
0.029881187225094974,
0.029322936573726498,
0.029073657284880806,
0.02956077633385793,
0.029618583959885515,
0.029847813658734672,
0.029749778817750067,
0.02967120576092703,
0.02939097446381536,
0.029562414946177833,
0.02957131928947364,
0.029576030472277574,
0.029486760393612914,
0.028896253977894273,
0.029079640140900247,
0.02946651985661851,
0.02956312265382427,
0.028787078188620824,
0.029077194975370653,
0.02904141321579297,
0.02869541201995224,
0.029384889960304923,
0.029296722736719072,
0.028805798423102397,
0.029137278389599588,
0.02882065039733027,
0.028110843072207566,
0.029165515112969227,
0.02838028352269823,
0.028928894915769242,
0.02887988943232494,
0.02871215812718639,
0.02849309494257228,
0.02836313749400851,
0.02900838313433222,
0.028941123808025677,
0.028982899480093367,
0.028617646975012925,
0.028945480441499468,
0.028021262546714682,
0.028656914595387176,
0.028812512554403428,
0.02845827827994258,
0.02854005663265657,
0.028420659669666972,
0.028380179300140113,
0.0278120991280382,
0.0285125195613911
],
"fid": {
"25": 249.73973083496094,
"50": 282.24053955078125,
"75": 239.8434295654297,
"100": 132.29640197753906
},
"train_time_s": 15527.574454307556
},
"n_params": 28474755
}
+150
View File
@@ -0,0 +1,150 @@
{
"run_name": "p4_3_ddpm_vpred",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "ddpm",
"T": 1000,
"ddim_steps": 100,
"lr": 0.0002,
"base_ch": 128,
"ch_mult": [
1,
2,
2,
2
],
"attn_resolutions": [
16,
8
],
"num_res_blocks": 2,
"dropout": 0.1,
"run_name": "p4_3_ddpm_vpred",
"noise_schedule": "cosine",
"pred_type": "v"
},
"history": {
"loss": [
0.12875029073757494,
0.08614025376418717,
0.07806828354572894,
0.07598056628281234,
0.07384663673802319,
0.07230065119030893,
0.07155742664208524,
0.07158301252489671,
0.06912831641319725,
0.0690550329322871,
0.06728915909193775,
0.0680126636965662,
0.0679081722568625,
0.06737891206533736,
0.0675490371341634,
0.06628662669378468,
0.06702909948957017,
0.06577521818889003,
0.0659722731822831,
0.06550971675727867,
0.06532588509572113,
0.06617079318588616,
0.06557409760629775,
0.06460701921779631,
0.06434725145371552,
0.06484076265309356,
0.06488110336005433,
0.06471904473872776,
0.06392401659813447,
0.06467082913423705,
0.06412526943649237,
0.06369206279866461,
0.06399395895532818,
0.06387244150615655,
0.06383777140743202,
0.06308407760742638,
0.06396170450836165,
0.06374330889497302,
0.06341904871420473,
0.06296812231915119,
0.06285389444321139,
0.06360878343256111,
0.06254984510855542,
0.06288161397808129,
0.06314336311899954,
0.06315476795196788,
0.06280555519569889,
0.06323608846013618,
0.06255563115303078,
0.06277075296856909,
0.06311190929104629,
0.062085086575303323,
0.061993980668803565,
0.06232117703104885,
0.06287038124078868,
0.06232338945548504,
0.062193875718447894,
0.0618046884639905,
0.06204842089110205,
0.061992981136800386,
0.06199613542288032,
0.06176470703262295,
0.06138660101235932,
0.06124315102003578,
0.06172546414801708,
0.06145226469056474,
0.06173897245660042,
0.06087356748489233,
0.06146528088670765,
0.06130675005161355,
0.06117054966525135,
0.06046625260168161,
0.060342767578350685,
0.06143473189833582,
0.06048223876163491,
0.060843704316096425,
0.0605114245086781,
0.06107715372410086,
0.060475895483779095,
0.06033737308735776,
0.060130660151505574,
0.06022480088803503,
0.06079090322948929,
0.05941804670370542,
0.06048406008630991,
0.0605061265727521,
0.0595617718819497,
0.059925066514147654,
0.05995072215859197,
0.0600912062307963,
0.05996395193008531,
0.05987944811359685,
0.059719653529489145,
0.059423190700765856,
0.05964870073506211,
0.059674753154763296,
0.05960713100070373,
0.05966718835581062,
0.059533771055822186,
0.059380597387177825
],
"fid": {
"25": 315.896728515625,
"50": 160.689453125,
"75": 81.74005126953125,
"100": 34.53862762451172
},
"train_time_s": 16728.13574409485
},
"n_params": 28474755
}
+151
View File
@@ -0,0 +1,151 @@
{
"run_name": "p4_4_ddpm_wider",
"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,
"epochs": 100,
"augment": "hflip",
"image_size": 64,
"model": "ddpm",
"T": 1000,
"ddim_steps": 100,
"lr": 0.0002,
"base_ch": 192,
"ch_mult": [
1,
2,
2,
2
],
"attn_resolutions": [
32,
16,
8
],
"num_res_blocks": 2,
"dropout": 0.1,
"run_name": "p4_4_ddpm_wider",
"noise_schedule": "cosine",
"pred_type": "v"
},
"history": {
"loss": [
0.13163253967451233,
0.08248793359240915,
0.07643996758593453,
0.07397907251157822,
0.07122657460789396,
0.07138561033922383,
0.06904177999712972,
0.06896601267891307,
0.06838215670237939,
0.06739913265451662,
0.06671866834259187,
0.06677559890553482,
0.06631149910390377,
0.06638919253252511,
0.06601078898255897,
0.06575383071620496,
0.06603237377622953,
0.06491840548781502,
0.06508892283448552,
0.06473595779548344,
0.06483772213960814,
0.06465409342677166,
0.06401995661007798,
0.06340267588026248,
0.06413594504388478,
0.0628959270210093,
0.06418510344134182,
0.06394238918064496,
0.06248996071676668,
0.06351545423619513,
0.06229034258036786,
0.06320842817171007,
0.06290241482102463,
0.06321675274680313,
0.062413496713544056,
0.06212212591885756,
0.0626084612777982,
0.06261288894451836,
0.062471460248542644,
0.06219181806867958,
0.06191267504587642,
0.0624321296524543,
0.06224303583526968,
0.06250620571275552,
0.062041081241371795,
0.061931725097899765,
0.062425335622432396,
0.061999101836520895,
0.061793283638982184,
0.061307266083920106,
0.06238582809097492,
0.06149721970288163,
0.0617471888470344,
0.061242959692946866,
0.06050234880998858,
0.06128905856042591,
0.061545657829787485,
0.061363947880255364,
0.06154585556469412,
0.06045179913600541,
0.06099297314818598,
0.06042028706457116,
0.060532668302965977,
0.060747456044340745,
0.060856614429026075,
0.061282420737875834,
0.06049503485520936,
0.06037547157551998,
0.0603547497994752,
0.05981557718358743,
0.05992960667985882,
0.060057796283155426,
0.060209037186816715,
0.059781413660663314,
0.059697162765914046,
0.05961615767361771,
0.0594154964798154,
0.059636228630303316,
0.05954878875969821,
0.05950295750815899,
0.06050215718837885,
0.059087028957776025,
0.05935390770403493,
0.05888504008802339,
0.05896756445399971,
0.0595984901739364,
0.059530704560824946,
0.05954143077803728,
0.05873110663527862,
0.05813556529072105,
0.058873162262587465,
0.05845667324705511,
0.05882444465134898,
0.058418608986987516,
0.05849540675393282,
0.0582493251730871,
0.05856856523861743,
0.05849931979727032,
0.058338277670753814,
0.05817114788656815
],
"fid": {
"25": 324.9868469238281,
"50": 170.89854431152344,
"75": 78.47106170654297,
"100": 30.03441619873047
},
"train_time_s": 32182.514033079147
},
"n_params": 64770819
}
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
@@ -0,0 +1,15 @@
{
"created_at": "2026-04-30T18:12:47.541154+00:00",
"config_paths": [
"generator/configs/phase2/p2_1_dcgan.json",
"generator/configs/phase2/p2_2_wgan.json",
"generator/configs/phase2/p2_3_wgan_sn_attn.json",
"generator/configs/phase2/p2_4_wgan_sn_attn_128.json"
],
"instance_id": 35917344,
"offer_id": 29984785,
"ssh_host": "ssh1.vast.ai",
"ssh_port": 37344,
"status": "completed",
"remote_workspace": "/workspace/DRL_PROJ"
}
@@ -0,0 +1,14 @@
{
"created_at": "2026-04-30T21:27:10.397962+00:00",
"config_paths": [
"generator/configs/phase3/p3_1_vae.json",
"generator/configs/phase3/p3_2_vae_perceptual.json",
"generator/configs/phase3/p3_3_vae_patchgan.json"
],
"instance_id": 35925802,
"offer_id": 26468100,
"ssh_host": "ssh7.vast.ai",
"ssh_port": 15802,
"status": "completed",
"remote_workspace": "/workspace/DRL_PROJ"
}
@@ -0,0 +1,15 @@
{
"created_at": "2026-04-30T22:32:09.369449+00:00",
"config_paths": [
"generator/configs/phase4/p4_1_ddpm_linear.json",
"generator/configs/phase4/p4_2_ddpm_cosine.json",
"generator/configs/phase4/p4_3_ddpm_vpred.json",
"generator/configs/phase4/p4_4_ddpm_wider.json"
],
"instance_id": 35928352,
"offer_id": 35897313,
"ssh_host": "ssh1.vast.ai",
"ssh_port": 18352,
"status": "completed",
"remote_workspace": "/workspace/DRL_PROJ"
}
Binary file not shown.

After

Width:  |  Height:  |  Size: 28 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 11 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 7.8 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 11 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 8.3 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 11 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 12 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 15 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 15 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 16 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 45 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 36 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 34 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 33 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 31 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 30 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 30 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 30 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 30 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 30 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 185 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 176 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 159 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 148 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 142 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 139 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 135 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 131 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 128 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 125 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 714 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 700 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 667 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 634 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 602 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 574 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 554 KiB

Some files were not shown because too many files have changed in this diff Show More