{ "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 }