{ "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, "free_bits": 0.1, "grad_clip": 1.0, "run_name": "p3_2_vae_perceptual", "lr": 0.0005, "beta_kl": 0.005, "lambda_perceptual": 0.1, "lambda_adversarial": 0.0 }, "history": { "recon_loss": [ 0.07706982396447505, 0.06330727752393638, 0.060562346210209735, 0.06067247126792741, 0.06168853705669315, 0.06303556570703657, 0.06482723723842293, 0.06669721933097666, 0.0683129624200937, 0.06987012332926194, 0.07130966042606239, 0.07270127332681774, 0.07425614913654888, 0.07580115537867586, 0.07719200621876451, 0.078589656127569, 0.07977109738331065, 0.08097509191268021, 0.0821382127638556, 0.08324004981953365, 0.08320301078642026, 0.08301973822088833, 0.08318755321968825, 0.08317961664790781, 0.08314789212348624, 0.08329373801875319, 0.08338832993728992, 0.08336645318593225, 0.08318959130372247, 0.08320376128913501, 0.08317808063430154, 0.08312527894273274, 0.08306075425611602, 0.08289793944065897, 0.0828752614175662, 0.08287284457976492, 0.08268047039771181, 0.08271352856014019, 0.0829078034362477, 0.0827700739614984, 0.0827989391823355, 0.08292064927199967, 0.0828404097029796, 0.08288907250150657, 0.0829680990268532, 0.08282275031456071, 0.08290983905267511, 0.08281088118942884, 0.08267007887554474, 0.08269618300354889, 0.0827041374057786, 0.0825083223131732, 0.08238164631602092, 0.08237539884498996, 0.0822869433870173, 0.08221659919199271, 0.08213427105647886, 0.08218342011683008, 0.082064455613876, 0.08187834614426152, 0.08198784355424409, 0.08176947068263832, 0.08174051175642218, 0.08147429703519894, 0.08165825637550946, 0.08149343700363086, 0.08137227281227581, 0.08143208594594756, 0.08119541610408033, 0.08130555122326581, 0.08124906267238478, 0.08108980721260747, 0.08119610937423685, 0.08095862009586433, 0.08084884440351246, 0.08087979268250811, 0.08086979661423427, 0.08077665719275291, 0.08070505911914203, 0.08077280767835103, 0.0806472651564922, 0.08055042177757137, 0.08046174721203299, 0.08041473021173579, 0.08053297676846512, 0.08046999694699915, 0.0805438561603809, 0.0802764052636603, 0.08026964488065141, 0.08028597289170974, 0.0801090358191321, 0.08017482723181064, 0.08005877630387107, 0.08010221279075003, 0.07999415299258171, 0.0798476467975694, 0.07997323754124153, 0.0798028621217634, 0.07988279134544551, 0.07989695622052392 ], "kl_loss": [ 114.89598556257721, 77.33424778473683, 62.9100211705917, 55.875159540746964, 51.501892236562874, 48.34236133608044, 45.885433547517174, 43.94423294067383, 42.245688601436775, 40.89320367829413, 39.69322418147682, 38.6090751876179, 37.7343929486397, 36.89236228486411, 36.14446016458365, 35.46583691621438, 34.81329877967509, 34.25002269255809, 33.78917465862046, 33.34034808069213, 33.22343346196362, 33.14858524615948, 33.055273805928024, 32.99898836347792, 32.90522269713573, 32.836681887634796, 32.76146248874501, 32.68683499556322, 32.632087422232345, 32.59484779325306, 32.54658634642251, 32.49264952260205, 32.471018106509476, 32.43708103946132, 32.433846559280006, 32.40765173822387, 32.363136197766686, 32.320940767597946, 32.29645855813964, 32.26480372746786, 32.22680737829616, 32.176548860011955, 32.135557647444244, 32.11595243877835, 32.05515718867636, 32.04982715997941, 32.00999742084079, 31.98886978931916, 31.965849428095368, 31.92324785085825, 31.916118495484703, 31.915471476367397, 31.903850473909298, 31.890775949527058, 31.8645691993909, 31.869942917783035, 31.860487742301746, 31.850944148169624, 31.843142101907322, 31.839001268403145, 31.847271275316547, 31.829896576384193, 31.801259293515457, 31.81849612130059, 31.774390408116528, 31.791951089842705, 31.79695913526747, 31.78303485038953, 31.772433419512886, 31.75331918602316, 31.766783274137058, 31.768596893701798, 31.765920822436993, 31.724387494926777, 31.745759788741413, 31.730095512846596, 31.737777669205624, 31.726243728246445, 31.71437902532072, 31.71155218792777, 31.704629376403286, 31.707098475888245, 31.703360154078556, 31.695194660088955, 31.685226285559498, 31.6823458956857, 31.674420800983395, 31.686162447318054, 31.676387077722794, 31.680302566952175, 31.657646749773598, 31.67580248759343, 31.65489924259675, 31.662759666768913, 31.655795794266922, 31.663332922845825, 31.652285494356075, 31.666093015263222, 31.64289121546297, 31.66365980083107 ], "perc_loss": [ 3.347367505232493, 3.1841943034758935, 3.1360840721008105, 3.1123677431008754, 3.102960804079333, 3.0996367656267605, 3.100349969843514, 3.1043578926314654, 3.1047080194848213, 3.10818816963424, 3.1107087919854712, 3.11433150116195, 3.1165808979262652, 3.1217524506087995, 3.124025124769944, 3.1286499158948913, 3.1313081755597367, 3.135032072535947, 3.1376487164415865, 3.140188893191835, 3.138313090699351, 3.136352961898869, 3.1350333721209793, 3.1340697214134736, 3.1320774601056027, 3.1314907603793674, 3.1301532255278692, 3.12954652411306, 3.12765454991251, 3.126848427658407, 3.1259387716268883, 3.1238634581239815, 3.1228250631919274, 3.1218308898118825, 3.120684378167503, 3.1207721839603195, 3.1186747016050878, 3.118101167373168, 3.11715858308678, 3.1159399615393744, 3.1157061961980967, 3.115308819163559, 3.114226241906484, 3.113662652989738, 3.112562283491477, 3.1123410055780005, 3.1108450038820252, 3.110834915413816, 3.11004300453724, 3.1096309413257828, 3.1089638593869333, 3.1076014179449816, 3.1071455493951454, 3.1054801660725193, 3.1046676870085235, 3.1034356477933054, 3.1028999105477943, 3.10203901773844, 3.100277382084447, 3.0997838067193317, 3.0997486939797034, 3.0976629460978713, 3.096854481432173, 3.0961881641648774, 3.0957974134347377, 3.094707619940114, 3.0938115603903418, 3.0930811013930883, 3.092930595589499, 3.091999230731247, 3.0908807531381264, 3.0901810919117723, 3.089734352551974, 3.0887419851417217, 3.087375036162189, 3.088294555998256, 3.087375529301472, 3.0865699587724147, 3.085814117366432, 3.086571911970774, 3.0848990953885593, 3.0839059826655264, 3.0831500668810983, 3.082290298408932, 3.083427106213366, 3.0819556769142804, 3.0830693351916776, 3.080666415202312, 3.0801111816341042, 3.080527792119572, 3.0795028067042685, 3.078920972143483, 3.078586568689754, 3.0789812258166127, 3.0772171998635316, 3.077096633422069, 3.0768553665560536, 3.0771814630581784, 3.076374116616371, 3.076963826122447 ], "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": 244.7733612060547, "50": 231.2705535888672, "75": 229.399658203125, "100": 230.25457763671875 }, "train_time_s": 1399.3615255355835 }, "n_params": 10608451 }