vdvae/imagenet64-iter-1600000-log.jsonl

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{"time": "Wed Nov 11 21:13:38 2020", "message": "training model oct11-i64-re1-lr05 on imagenet64"}
{"time": "Wed Nov 11 21:14:01 2020", "message": "Restoring vae from gs://rewon/vaes/oct11-i64/latest-model.th"}
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{"time": "Wed Nov 11 21:14:44 2020", "message": "starting at epoch 132 iterate 1320000 eval loss 2.3909541093386135"}
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{"time": "Wed Nov 11 21:14:53 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1320000.png"}
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{"time": "Thu Nov 12 00:33:22 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 132, "step": 1329000, "distortion": 1.3090371681451798, "distortion_nans": 0.0, "elbo": 2.385475355386734, "elbo_filtered": 2.385475355386734, "rate": 1.0764381934404372, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3100676107406617, "grad_norm": 19.390241622924805}
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{"time": "Thu Nov 12 00:55:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 133, "step": 1330000, "distortion": 1.309757377386093, "distortion_nans": 0.0, "elbo": 2.385722698688507, "elbo_filtered": 2.385722698688507, "rate": 1.0759653251767158, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3180113849639892, "grad_norm": 18.971315383911133}
{"time": "Thu Nov 12 00:55:27 2020", "message": "Saving model@ 1330000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 00:55:34 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 133, "step": 1330000, "distortion": 1.3096617696285249, "distortion_nans": 0.0, "elbo": 2.3855494990348816, "elbo_filtered": 2.3855494990348816, "rate": 1.07588773304224, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.31812255525589, "grad_norm": 18.971315383911133}
{"time": "Thu Nov 12 00:55:35 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1330000.png"}
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{"time": "Thu Nov 12 04:36:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 134, "step": 1340000, "distortion": 1.3021836454868316, "distortion_nans": 0.0, "elbo": 2.3859777657985686, "elbo_filtered": 2.3859777657985686, "rate": 1.0837941228151322, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.31762211227417, "grad_norm": 23.131427764892578}
{"time": "Thu Nov 12 04:36:12 2020", "message": "Saving model@ 1340000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 04:36:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1340000, "distortion": 1.3021630722284316, "distortion_nans": 0.0, "elbo": 2.3859285316467287, "elbo_filtered": 2.3859285316467287, "rate": 1.0837654619216919, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3176670348644257, "grad_norm": 23.131427764892578}
{"time": "Thu Nov 12 04:36:28 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1340000.png"}
{"time": "Thu Nov 12 04:58:24 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1341000, "distortion": 1.2992267330884935, "distortion_nans": 0.0, "elbo": 2.3848267867565154, "elbo_filtered": 2.3848267867565154, "rate": 1.0856000541448594, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3142210955619813, "grad_norm": 20.11134910583496}
{"time": "Thu Nov 12 05:20:15 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1342000, "distortion": 1.2973162565231324, "distortion_nans": 0.0, "elbo": 2.38733553647995, "elbo_filtered": 2.38733553647995, "rate": 1.090019287109375, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3099500210285187, "grad_norm": 18.801095962524414}
{"time": "Thu Nov 12 05:42:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1343000, "distortion": 1.2984419540166854, "distortion_nans": 0.0, "elbo": 2.3887128393650054, "elbo_filtered": 2.3887128393650054, "rate": 1.090270888209343, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3152715256214143, "grad_norm": 18.066699981689453}
{"time": "Thu Nov 12 06:04:19 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1344000, "distortion": 1.300353743314743, "distortion_nans": 0.0, "elbo": 2.386442085981369, "elbo_filtered": 2.386442085981369, "rate": 1.0860883414149285, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.326722909927368, "grad_norm": 22.412687301635742}
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{"time": "Thu Nov 12 06:48:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1346000, "distortion": 1.2983251987695694, "distortion_nans": 0.0, "elbo": 2.388182935476303, "elbo_filtered": 2.388182935476303, "rate": 1.0898577356338501, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3196959483623505, "grad_norm": 20.441883087158203}
{"time": "Thu Nov 12 07:10:19 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1347000, "distortion": 1.2993391598463058, "distortion_nans": 0.0, "elbo": 2.3859833459854127, "elbo_filtered": 2.3859833459854127, "rate": 1.0866441838741303, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3205774748325347, "grad_norm": 23.935056686401367}
{"time": "Thu Nov 12 07:32:08 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1348000, "distortion": 1.2969131007194519, "distortion_nans": 0.0, "elbo": 2.384398942232132, "elbo_filtered": 2.384398942232132, "rate": 1.0874858556985856, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3085073494911195, "grad_norm": 21.113525390625}
{"time": "Thu Nov 12 07:54:07 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 134, "step": 1349000, "distortion": 1.2961282559633256, "distortion_nans": 0.0, "elbo": 2.386096055030823, "elbo_filtered": 2.386096055030823, "rate": 1.0899678000211717, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3178605043888092, "grad_norm": 20.07445526123047}
{"time": "Thu Nov 12 08:14:10 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 134, "step": 1349910, "n_batches": 39, "filtered_elbo": 2.383882926060603, "distortion": 1.2972407982899592, "elbo": 2.383882926060603, "rate": 1.086642088034214}
{"time": "Thu Nov 12 08:16:07 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 135, "step": 1350000, "distortion": 1.2969782421588898, "distortion_nans": 0.0, "elbo": 2.386238311767578, "elbo_filtered": 2.386238311767578, "rate": 1.0892600684165954, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.31238023853302, "grad_norm": 22.304500579833984}
{"time": "Thu Nov 12 08:16:07 2020", "message": "Saving model@ 1350000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 08:16:26 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1350000, "distortion": 1.2969401372671128, "distortion_nans": 0.0, "elbo": 2.3862118079662324, "elbo_filtered": 2.3862118079662324, "rate": 1.089271669626236, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3123748762607574, "grad_norm": 22.304500579833984}
{"time": "Thu Nov 12 08:16:28 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1350000.png"}
{"time": "Thu Nov 12 08:38:35 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1351000, "distortion": 1.2947382729053498, "distortion_nans": 0.0, "elbo": 2.3848968954086303, "elbo_filtered": 2.3848968954086303, "rate": 1.0901586260199547, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.325691871881485, "grad_norm": 18.579954147338867}
{"time": "Thu Nov 12 09:00:38 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1352000, "distortion": 1.2916527035236358, "distortion_nans": 0.0, "elbo": 2.3849505026340485, "elbo_filtered": 2.3849505026340485, "rate": 1.093297809958458, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3227093002796173, "grad_norm": 19.499452590942383}
{"time": "Thu Nov 12 09:22:30 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1353000, "distortion": 1.2956008157730103, "distortion_nans": 0.0, "elbo": 2.386725817203522, "elbo_filtered": 2.386725817203522, "rate": 1.0911250054836272, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3109938175678253, "grad_norm": 20.997793197631836}
{"time": "Thu Nov 12 09:44:34 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1354000, "distortion": 1.294309061050415, "distortion_nans": 0.0, "elbo": 2.384837065935135, "elbo_filtered": 2.384837065935135, "rate": 1.0905280009508134, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.322380960226059, "grad_norm": 23.816617965698242}
{"time": "Thu Nov 12 10:06:32 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1355000, "distortion": 1.293076144695282, "distortion_nans": 0.0, "elbo": 2.3855773422718047, "elbo_filtered": 2.3855773422718047, "rate": 1.092501193165779, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3179040522575378, "grad_norm": 22.654441833496094}
{"time": "Thu Nov 12 10:28:37 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1356000, "distortion": 1.294864344239235, "distortion_nans": 0.0, "elbo": 2.384558908224106, "elbo_filtered": 2.384558908224106, "rate": 1.0896945598125458, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.324074868440628, "grad_norm": 19.44154930114746}
{"time": "Thu Nov 12 10:50:31 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1357000, "distortion": 1.2920656700134276, "distortion_nans": 0.0, "elbo": 2.385634073495865, "elbo_filtered": 2.385634073495865, "rate": 1.0935684106349945, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3127554941177368, "grad_norm": 19.0850830078125}
{"time": "Thu Nov 12 11:12:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1358000, "distortion": 1.2914035520553588, "distortion_nans": 0.0, "elbo": 2.385010917901993, "elbo_filtered": 2.385010917901993, "rate": 1.0936073591709137, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.315260615825653, "grad_norm": 20.82229232788086}
{"time": "Thu Nov 12 11:34:28 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 135, "step": 1359000, "distortion": 1.2964507822990416, "distortion_nans": 0.0, "elbo": 2.3867002117633818, "elbo_filtered": 2.3867002117633818, "rate": 1.090249426960945, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3201406252384187, "grad_norm": 20.998184204101562}
{"time": "Thu Nov 12 11:53:46 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 135, "step": 1359880, "n_batches": 39, "filtered_elbo": 2.3843371929266515, "distortion": 1.293670614560445, "elbo": 2.3843371929266515, "rate": 1.0906665783662062}
{"time": "Thu Nov 12 11:56:25 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 136, "step": 1360000, "distortion": 1.291126739025116, "distortion_nans": 0.0, "elbo": 2.3857937417030333, "elbo_filtered": 2.3857937417030333, "rate": 1.0946670039892197, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.309473204612732, "grad_norm": 18.193578720092773}
{"time": "Thu Nov 12 11:56:25 2020", "message": "Saving model@ 1360000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 11:56:40 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1360000, "distortion": 1.2911498064994813, "distortion_nans": 0.0, "elbo": 2.3858332018852235, "elbo_filtered": 2.3858332018852235, "rate": 1.094683396935463, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3095534250736236, "grad_norm": 18.193578720092773}
{"time": "Thu Nov 12 11:56:41 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1360000.png"}
{"time": "Thu Nov 12 12:18:34 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1361000, "distortion": 1.2920363914966584, "distortion_nans": 0.0, "elbo": 2.385304571866989, "elbo_filtered": 2.385304571866989, "rate": 1.0932681875228882, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3112842626571655, "grad_norm": 19.877662658691406}
{"time": "Thu Nov 12 12:40:38 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1362000, "distortion": 1.290185727596283, "distortion_nans": 0.0, "elbo": 2.3831762104034424, "elbo_filtered": 2.3831762104034424, "rate": 1.092990490436554, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3235978956222534, "grad_norm": 22.058612823486328}
{"time": "Thu Nov 12 13:02:36 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1363000, "distortion": 1.290865690946579, "distortion_nans": 0.0, "elbo": 2.384993847608566, "elbo_filtered": 2.384993847608566, "rate": 1.0941281534433365, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3169951605796815, "grad_norm": 19.9332275390625}
{"time": "Thu Nov 12 13:24:47 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1364000, "distortion": 1.292685725569725, "distortion_nans": 0.0, "elbo": 2.387208212375641, "elbo_filtered": 2.387208212375641, "rate": 1.0945224857330322, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3301890318393708, "grad_norm": 18.865020751953125}
{"time": "Thu Nov 12 13:46:50 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1365000, "distortion": 1.2950412479639053, "distortion_nans": 0.0, "elbo": 2.3889943935871125, "elbo_filtered": 2.3889943935871125, "rate": 1.0939531474113464, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3221129434108734, "grad_norm": 21.59498405456543}
{"time": "Thu Nov 12 14:08:45 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1366000, "distortion": 1.2921341978311538, "distortion_nans": 0.0, "elbo": 2.3850010464191436, "elbo_filtered": 2.3850010464191436, "rate": 1.092866854429245, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3133567123413086, "grad_norm": 72.33169555664062}
{"time": "Thu Nov 12 14:30:26 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1367000, "distortion": 1.2919683185815811, "distortion_nans": 0.0, "elbo": 2.3857221586704256, "elbo_filtered": 2.3857221586704256, "rate": 1.0937538439035415, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.300670238494873, "grad_norm": 21.01091766357422}
{"time": "Thu Nov 12 14:52:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1368000, "distortion": 1.2900984669923783, "distortion_nans": 0.0, "elbo": 2.38333225440979, "elbo_filtered": 2.38333225440979, "rate": 1.0932337857484817, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3101811308860778, "grad_norm": 19.155677795410156}
{"time": "Thu Nov 12 15:14:05 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 136, "step": 1369000, "distortion": 1.2923250374794006, "distortion_nans": 0.0, "elbo": 2.3860721151828765, "elbo_filtered": 2.3860721151828765, "rate": 1.0937470737695694, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3066296510696411, "grad_norm": 21.70737648010254}
{"time": "Thu Nov 12 15:32:49 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 136, "step": 1369850, "n_batches": 39, "filtered_elbo": 2.384452129021669, "distortion": 1.292567286735926, "elbo": 2.384452129021669, "rate": 1.0918848025493133}
{"time": "Thu Nov 12 15:36:01 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 137, "step": 1370000, "distortion": 1.2924724740982056, "distortion_nans": 0.0, "elbo": 2.3862389080524444, "elbo_filtered": 2.3862389080524444, "rate": 1.0937664277553558, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3090890178680419, "grad_norm": 21.965425491333008}
{"time": "Thu Nov 12 15:36:01 2020", "message": "Saving model@ 1370000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 15:36:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1370000, "distortion": 1.2924727569818497, "distortion_nans": 0.0, "elbo": 2.386186900854111, "elbo_filtered": 2.386186900854111, "rate": 1.0937141375541688, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3092082183361053, "grad_norm": 21.965425491333008}
{"time": "Thu Nov 12 15:36:17 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1370000.png"}
{"time": "Thu Nov 12 15:58:22 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1371000, "distortion": 1.2937199662923813, "distortion_nans": 0.0, "elbo": 2.3856176528930666, "elbo_filtered": 2.3856176528930666, "rate": 1.0918976916074752, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.323285598039627, "grad_norm": 46.18595504760742}
{"time": "Thu Nov 12 16:20:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1372000, "distortion": 1.2906406239271164, "distortion_nans": 0.0, "elbo": 2.384469544649124, "elbo_filtered": 2.384469544649124, "rate": 1.0938289231061935, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3140905623435974, "grad_norm": 17.803848266601562}
{"time": "Thu Nov 12 16:42:10 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1373000, "distortion": 1.2890050090551377, "distortion_nans": 0.0, "elbo": 2.383037755489349, "elbo_filtered": 2.383037755489349, "rate": 1.0940327433347703, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3117333793640136, "grad_norm": 19.153486251831055}
{"time": "Thu Nov 12 17:04:02 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1374000, "distortion": 1.2919322142601013, "distortion_nans": 0.0, "elbo": 2.3892891194820405, "elbo_filtered": 2.3892891194820405, "rate": 1.0973569084405899, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.311059420824051, "grad_norm": 20.89454460144043}
{"time": "Thu Nov 12 17:26:05 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1375000, "distortion": 1.28800035572052, "distortion_nans": 0.0, "elbo": 2.383549860715866, "elbo_filtered": 2.383549860715866, "rate": 1.0955495110750197, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3180365607738496, "grad_norm": 21.401403427124023}
{"time": "Thu Nov 12 17:48:03 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1376000, "distortion": 1.2907392050027848, "distortion_nans": 0.0, "elbo": 2.384592829704285, "elbo_filtered": 2.384592829704285, "rate": 1.0938536195755004, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3167713708877564, "grad_norm": 32.44023132324219}
{"time": "Thu Nov 12 18:10:00 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1377000, "distortion": 1.2915268512964249, "distortion_nans": 0.0, "elbo": 2.3883211896419527, "elbo_filtered": 2.3883211896419527, "rate": 1.0967943375110627, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3162592689990997, "grad_norm": 22.331348419189453}
{"time": "Thu Nov 12 18:32:03 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1378000, "distortion": 1.289876671075821, "distortion_nans": 0.0, "elbo": 2.3850198283195496, "elbo_filtered": 2.3850198283195496, "rate": 1.0951431589126588, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3218555819988251, "grad_norm": 21.830745697021484}
{"time": "Thu Nov 12 18:54:02 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 137, "step": 1379000, "distortion": 1.290222186088562, "distortion_nans": 0.0, "elbo": 2.38648738694191, "elbo_filtered": 2.38648738694191, "rate": 1.0962651976346969, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3177147414684296, "grad_norm": 22.95673370361328}
{"time": "Thu Nov 12 19:12:09 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 137, "step": 1379820, "n_batches": 39, "filtered_elbo": 2.384204399891389, "distortion": 1.2894886120771751, "elbo": 2.384204399891389, "rate": 1.0947158581171281}
{"time": "Thu Nov 12 19:16:07 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 138, "step": 1380000, "distortion": 1.2848004660606385, "distortion_nans": 0.0, "elbo": 2.3823525938987733, "elbo_filtered": 2.3823525938987733, "rate": 1.0975521210432053, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.317813364982605, "grad_norm": 19.435150146484375}
{"time": "Thu Nov 12 19:16:07 2020", "message": "Saving model@ 1380000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 19:16:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1380000, "distortion": 1.2847897449731827, "distortion_nans": 0.0, "elbo": 2.382376301765442, "elbo_filtered": 2.382376301765442, "rate": 1.0975865498781203, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.317992844581604, "grad_norm": 19.435150146484375}
{"time": "Thu Nov 12 19:16:23 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1380000.png"}
{"time": "Thu Nov 12 19:38:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1381000, "distortion": 1.284948206782341, "distortion_nans": 0.0, "elbo": 2.383818853855133, "elbo_filtered": 2.383818853855133, "rate": 1.0988706446886063, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3228100819587707, "grad_norm": 21.478679656982422}
{"time": "Thu Nov 12 20:00:26 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1382000, "distortion": 1.2848066643476486, "distortion_nans": 0.0, "elbo": 2.3823590166568755, "elbo_filtered": 2.3823590166568755, "rate": 1.0975523475408555, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3176877760887147, "grad_norm": 19.15582275390625}
{"time": "Thu Nov 12 20:22:20 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1383000, "distortion": 1.2857105295658111, "distortion_nans": 0.0, "elbo": 2.384239095211029, "elbo_filtered": 2.384239095211029, "rate": 1.0985285665988922, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.313770369529724, "grad_norm": 26.155261993408203}
{"time": "Thu Nov 12 20:44:24 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1384000, "distortion": 1.2863084565401077, "distortion_nans": 0.0, "elbo": 2.383988070964813, "elbo_filtered": 2.383988070964813, "rate": 1.0976796211004258, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3226610481739045, "grad_norm": 20.50432586669922}
{"time": "Thu Nov 12 21:06:28 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1385000, "distortion": 1.287855794787407, "distortion_nans": 0.0, "elbo": 2.3853055534362793, "elbo_filtered": 2.3853055534362793, "rate": 1.0974497628211974, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3233165636062623, "grad_norm": 19.34364891052246}
{"time": "Thu Nov 12 21:28:29 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1386000, "distortion": 1.2878780608177185, "distortion_nans": 0.0, "elbo": 2.384284348964691, "elbo_filtered": 2.384284348964691, "rate": 1.0964062905311585, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3202946290969848, "grad_norm": 22.704299926757812}
{"time": "Thu Nov 12 21:50:35 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1387000, "distortion": 1.2883402928113938, "distortion_nans": 0.0, "elbo": 2.385682789325714, "elbo_filtered": 2.385682789325714, "rate": 1.0973424974679946, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3244555685520172, "grad_norm": 24.131032943725586}
{"time": "Thu Nov 12 22:12:32 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1388000, "distortion": 1.2898308138847352, "distortion_nans": 0.0, "elbo": 2.3873158099651337, "elbo_filtered": 2.3873158099651337, "rate": 1.0974849939346314, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3160505285263062, "grad_norm": 18.533321380615234}
{"time": "Thu Nov 12 22:34:26 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 138, "step": 1389000, "distortion": 1.2893324928283691, "distortion_nans": 0.0, "elbo": 2.3863340022563935, "elbo_filtered": 2.3863340022563935, "rate": 1.0970015044212342, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3133050785064697, "grad_norm": 25.11432647705078}
{"time": "Thu Nov 12 22:52:00 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 138, "step": 1389790, "n_batches": 39, "filtered_elbo": 2.383526209073189, "distortion": 1.2900698551764855, "elbo": 2.383526209073189, "rate": 1.0934563263868675}
{"time": "Thu Nov 12 22:56:37 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 139, "step": 1390000, "distortion": 1.2901702626943587, "distortion_nans": 0.0, "elbo": 2.388439674139023, "elbo_filtered": 2.388439674139023, "rate": 1.0982694073915482, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3236626808643341, "grad_norm": 39.05070114135742}
{"time": "Thu Nov 12 22:56:37 2020", "message": "Saving model@ 1390000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Thu Nov 12 22:56:51 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1390000, "distortion": 1.2901434129476548, "distortion_nans": 0.0, "elbo": 2.388413237333298, "elbo_filtered": 2.388413237333298, "rate": 1.0982698200941086, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.323574415922165, "grad_norm": 39.05070114135742}
{"time": "Thu Nov 12 22:56:53 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1390000.png"}
{"time": "Thu Nov 12 23:18:47 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1391000, "distortion": 1.285820076227188, "distortion_nans": 0.0, "elbo": 2.3849871044158935, "elbo_filtered": 2.3849871044158935, "rate": 1.0991670351028442, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3133653790950774, "grad_norm": 18.024011611938477}
{"time": "Thu Nov 12 23:40:54 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1392000, "distortion": 1.286866826891899, "distortion_nans": 0.0, "elbo": 2.38413219499588, "elbo_filtered": 2.38413219499588, "rate": 1.0972653725147248, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.326016984462738, "grad_norm": 89.8430404663086}
{"time": "Fri Nov 13 00:02:49 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1393000, "distortion": 1.2898266912698746, "distortion_nans": 0.0, "elbo": 2.38725008225441, "elbo_filtered": 2.38725008225441, "rate": 1.0974234005212784, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3132072796821594, "grad_norm": 50.90227508544922}
{"time": "Fri Nov 13 00:24:56 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1394000, "distortion": 1.2870498093366622, "distortion_nans": 0.0, "elbo": 2.385515481233597, "elbo_filtered": 2.385515481233597, "rate": 1.0984656771421433, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3269287574291229, "grad_norm": 33.62545394897461}
{"time": "Fri Nov 13 00:46:53 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1395000, "distortion": 1.2875707317590714, "distortion_nans": 0.0, "elbo": 2.3850266730785368, "elbo_filtered": 2.3850266730785368, "rate": 1.0974559433460236, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3156227996349334, "grad_norm": 22.969688415527344}
{"time": "Fri Nov 13 01:08:57 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1396000, "distortion": 1.2897378064393996, "distortion_nans": 0.0, "elbo": 2.386942174911499, "elbo_filtered": 2.386942174911499, "rate": 1.0972043660879136, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3229719305038452, "grad_norm": 24.10704803466797}
{"time": "Fri Nov 13 01:30:52 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1397000, "distortion": 1.2864151066541671, "distortion_nans": 0.0, "elbo": 2.3821405079364775, "elbo_filtered": 2.3821405079364775, "rate": 1.095725395321846, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.31381676530838, "grad_norm": 20.999717712402344}
{"time": "Fri Nov 13 01:52:54 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1398000, "distortion": 1.289479578256607, "distortion_nans": 0.0, "elbo": 2.3846666429042815, "elbo_filtered": 2.3846666429042815, "rate": 1.0951870630979539, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3214339292049408, "grad_norm": 122.44791412353516}
{"time": "Fri Nov 13 02:14:54 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 139, "step": 1399000, "distortion": 1.2841700389385224, "distortion_nans": 0.0, "elbo": 2.3829576802253722, "elbo_filtered": 2.3829576802253722, "rate": 1.0987876406908035, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3186755833625794, "grad_norm": 20.380006790161133}
{"time": "Fri Nov 13 02:31:42 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 139, "step": 1399760, "n_batches": 39, "filtered_elbo": 2.3841989773970385, "distortion": 1.2877346399502876, "elbo": 2.3841989773970385, "rate": 1.0964642946536725}
{"time": "Fri Nov 13 02:37:00 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 140, "step": 1400000, "distortion": 1.2847362065315246, "distortion_nans": 0.0, "elbo": 2.3853522124290465, "elbo_filtered": 2.3853522124290465, "rate": 1.1006160136461258, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3188663239479066, "grad_norm": 27.263208389282227}
{"time": "Fri Nov 13 02:37:00 2020", "message": "Saving model@ 1400000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Fri Nov 13 02:37:19 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1400000, "distortion": 1.2846934312582017, "distortion_nans": 0.0, "elbo": 2.3852824358940126, "elbo_filtered": 2.3852824358940126, "rate": 1.1005890122652053, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318836204767227, "grad_norm": 27.263208389282227}
{"time": "Fri Nov 13 02:37:20 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1400000.png"}
{"time": "Fri Nov 13 02:59:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1401000, "distortion": 1.2869071210622787, "distortion_nans": 0.0, "elbo": 2.386075707912445, "elbo_filtered": 2.386075707912445, "rate": 1.099168595433235, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3198407809734345, "grad_norm": 23.013254165649414}
{"time": "Fri Nov 13 03:21:32 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1402000, "distortion": 1.2856866886615754, "distortion_nans": 0.0, "elbo": 2.385415753364563, "elbo_filtered": 2.385415753364563, "rate": 1.0997290688753127, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3295619127750398, "grad_norm": 26.794010162353516}
{"time": "Fri Nov 13 03:43:31 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1403000, "distortion": 1.2863130527734756, "distortion_nans": 0.0, "elbo": 2.383612823724747, "elbo_filtered": 2.383612823724747, "rate": 1.0972997704744338, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3187716302871704, "grad_norm": 55.026920318603516}
{"time": "Fri Nov 13 04:05:30 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1404000, "distortion": 1.2847275562286378, "distortion_nans": 0.0, "elbo": 2.3819063944816588, "elbo_filtered": 2.3819063944816588, "rate": 1.097178843021393, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3176458976268768, "grad_norm": 20.478561401367188}
{"time": "Fri Nov 13 04:27:36 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1405000, "distortion": 1.285443234205246, "distortion_nans": 0.0, "elbo": 2.387397340774536, "elbo_filtered": 2.387397340774536, "rate": 1.1019541021585464, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3246748712062835, "grad_norm": 19.370500564575195}
{"time": "Fri Nov 13 04:49:44 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1406000, "distortion": 1.2854608497619628, "distortion_nans": 0.0, "elbo": 2.3860807173252105, "elbo_filtered": 2.3860807173252105, "rate": 1.1006198716163635, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3272344541549683, "grad_norm": 18.974748611450195}
{"time": "Fri Nov 13 05:11:50 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1407000, "distortion": 1.2848885387182236, "distortion_nans": 0.0, "elbo": 2.3853919115066526, "elbo_filtered": 2.3853919115066526, "rate": 1.1005033737421035, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3248243596553801, "grad_norm": 22.396564483642578}
{"time": "Fri Nov 13 05:33:44 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1408000, "distortion": 1.2846891629695891, "distortion_nans": 0.0, "elbo": 2.385745835542679, "elbo_filtered": 2.385745835542679, "rate": 1.1010566771030426, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.313842715024948, "grad_norm": 23.658679962158203}
{"time": "Fri Nov 13 05:55:50 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 140, "step": 1409000, "distortion": 1.282961207985878, "distortion_nans": 0.0, "elbo": 2.3835367119312285, "elbo_filtered": 2.3835367119312285, "rate": 1.1005755107402801, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.324607311487198, "grad_norm": 101.25997161865234}
{"time": "Fri Nov 13 06:11:50 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 140, "step": 1409730, "n_batches": 39, "filtered_elbo": 2.384092526558118, "distortion": 1.285725046426822, "elbo": 2.384092526558118, "rate": 1.0983675137544289}
{"time": "Fri Nov 13 06:17:52 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 141, "step": 1410000, "distortion": 1.283015549659729, "distortion_nans": 0.0, "elbo": 2.383041965961456, "elbo_filtered": 2.383041965961456, "rate": 1.1000264155864716, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3147687175273894, "grad_norm": 29.982545852661133}
{"time": "Fri Nov 13 06:17:52 2020", "message": "Saving model@ 1410000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Fri Nov 13 06:18:06 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 141, "step": 1410000, "distortion": 1.2831050678491593, "distortion_nans": 0.0, "elbo": 2.3831833753585814, "elbo_filtered": 2.3831833753585814, "rate": 1.1000783067941666, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3147298080921173, "grad_norm": 29.982545852661133}
{"time": "Fri Nov 13 06:18:08 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1410000.png"}
{"time": "Fri Nov 13 06:40:13 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 141, "step": 1411000, "distortion": 1.2848776866197587, "distortion_nans": 0.0, "elbo": 2.386854442834854, "elbo_filtered": 2.386854442834854, "rate": 1.1019767607450486, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.324052895784378, "grad_norm": 262.3968200683594}
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{"time": "Fri Nov 13 07:46:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 141, "step": 1414000, "distortion": 1.284316033244133, "distortion_nans": 0.0, "elbo": 2.382411840438843, "elbo_filtered": 2.382411840438843, "rate": 1.0980958136320114, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3189785425662994, "grad_norm": 28.132808685302734}
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{"time": "Fri Nov 13 08:52:40 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 141, "step": 1417000, "distortion": 1.2860651593208312, "distortion_nans": 0.0, "elbo": 2.3852029881477357, "elbo_filtered": 2.3852029881477357, "rate": 1.0991378306150437, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.317656324148178, "grad_norm": 34.406707763671875}
{"time": "Fri Nov 13 09:14:46 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 141, "step": 1418000, "distortion": 1.2870568515062333, "distortion_nans": 0.0, "elbo": 2.3863873364925383, "elbo_filtered": 2.3863873364925383, "rate": 1.0993304804563522, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3249338099956511, "grad_norm": 21.17928695678711}
{"time": "Fri Nov 13 09:36:46 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 141, "step": 1419000, "distortion": 1.288569304585457, "distortion_nans": 0.0, "elbo": 2.387920873641968, "elbo_filtered": 2.387920873641968, "rate": 1.0993515684604644, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318985624551773, "grad_norm": 63.6641731262207}
{"time": "Fri Nov 13 09:52:21 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 141, "step": 1419700, "n_batches": 39, "filtered_elbo": 2.384500509653336, "distortion": 1.2874069336133125, "elbo": 2.384500509653336, "rate": 1.0970935699267266}
{"time": "Fri Nov 13 09:58:56 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 142, "step": 1420000, "distortion": 1.2847066801786422, "distortion_nans": 0.0, "elbo": 2.3847016773223877, "elbo_filtered": 2.3847016773223877, "rate": 1.0999950034618378, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3233327865600586, "grad_norm": 25.110305786132812}
{"time": "Fri Nov 13 09:58:56 2020", "message": "Saving model@ 1420000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Fri Nov 13 09:59:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1420000, "distortion": 1.284748034119606, "distortion_nans": 0.0, "elbo": 2.3847376036643984, "elbo_filtered": 2.3847376036643984, "rate": 1.099989576101303, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3233922271728515, "grad_norm": 25.110305786132812}
{"time": "Fri Nov 13 09:59:12 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1420000.png"}
{"time": "Fri Nov 13 10:21:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1421000, "distortion": 1.2866464669704438, "distortion_nans": 0.0, "elbo": 2.3874475140571594, "elbo_filtered": 2.3874475140571594, "rate": 1.1008010510206223, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318419016122818, "grad_norm": 24.489076614379883}
{"time": "Fri Nov 13 10:43:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1422000, "distortion": 1.281326761841774, "distortion_nans": 0.0, "elbo": 2.3839909467697145, "elbo_filtered": 2.3839909467697145, "rate": 1.102664182305336, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3186082170009612, "grad_norm": 18.274105072021484}
{"time": "Fri Nov 13 11:05:18 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1423000, "distortion": 1.2836149941682815, "distortion_nans": 0.0, "elbo": 2.384321854352951, "elbo_filtered": 2.384321854352951, "rate": 1.100706858754158, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3257053594589234, "grad_norm": 24.386436462402344}
{"time": "Fri Nov 13 11:27:18 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1424000, "distortion": 1.278836947798729, "distortion_nans": 0.0, "elbo": 2.3797850375175478, "elbo_filtered": 2.3797850375175478, "rate": 1.1009480931758882, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3191666297912599, "grad_norm": 47.406253814697266}
{"time": "Fri Nov 13 11:49:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1425000, "distortion": 1.2806265614032746, "distortion_nans": 0.0, "elbo": 2.384027366876602, "elbo_filtered": 2.384027366876602, "rate": 1.1034007999897004, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.313047078371048, "grad_norm": 54.83747482299805}
{"time": "Fri Nov 13 12:11:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1426000, "distortion": 1.2833144071102143, "distortion_nans": 0.0, "elbo": 2.385556731462479, "elbo_filtered": 2.385556731462479, "rate": 1.1022423236370087, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3185314118862153, "grad_norm": 21.938302993774414}
{"time": "Fri Nov 13 12:33:18 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1427000, "distortion": 1.282326626777649, "distortion_nans": 0.0, "elbo": 2.3845353965759277, "elbo_filtered": 2.3845353965759277, "rate": 1.1022087730169297, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3209074852466582, "grad_norm": 19.31660270690918}
{"time": "Fri Nov 13 12:55:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1428000, "distortion": 1.283861634016037, "distortion_nans": 0.0, "elbo": 2.387272602081299, "elbo_filtered": 2.387272602081299, "rate": 1.1034109694957732, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3214514775276185, "grad_norm": 20.059541702270508}
{"time": "Fri Nov 13 13:17:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 142, "step": 1429000, "distortion": 1.2826483271121978, "distortion_nans": 0.0, "elbo": 2.3830680651664733, "elbo_filtered": 2.3830680651664733, "rate": 1.100419734954834, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.310050145626068, "grad_norm": 137.38070678710938}
{"time": "Fri Nov 13 13:32:04 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 142, "step": 1429670, "n_batches": 39, "filtered_elbo": 2.3828381330539017, "distortion": 1.286932578453651, "elbo": 2.3828381330539017, "rate": 1.0959055851667354}
{"time": "Fri Nov 13 13:39:25 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 143, "step": 1430000, "distortion": 1.2879863479137421, "distortion_nans": 0.0, "elbo": 2.3871440198421476, "elbo_filtered": 2.3871440198421476, "rate": 1.0991576795578002, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3257313973903655, "grad_norm": 43.255645751953125}
{"time": "Fri Nov 13 13:39:25 2020", "message": "Saving model@ 1430000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Fri Nov 13 13:39:39 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1430000, "distortion": 1.2880080523490907, "distortion_nans": 0.0, "elbo": 2.387169068098068, "elbo_filtered": 2.387169068098068, "rate": 1.0991610236167908, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3258628044128418, "grad_norm": 43.255645751953125}
{"time": "Fri Nov 13 13:39:41 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1430000.png"}
{"time": "Fri Nov 13 14:01:45 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1431000, "distortion": 1.2852815469503402, "distortion_nans": 0.0, "elbo": 2.384751033306122, "elbo_filtered": 2.384751033306122, "rate": 1.0994694917201995, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.322904221534729, "grad_norm": 104.22526550292969}
{"time": "Fri Nov 13 14:23:45 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1432000, "distortion": 1.2811923077106475, "distortion_nans": 0.0, "elbo": 2.3841347460746767, "elbo_filtered": 2.3841347460746767, "rate": 1.1029424403905868, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3194821763038636, "grad_norm": 23.11030387878418}
{"time": "Fri Nov 13 14:45:47 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1433000, "distortion": 1.2802264111042023, "distortion_nans": 0.0, "elbo": 2.3832116963863372, "elbo_filtered": 2.3832116963863372, "rate": 1.1029852806329727, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3209251525402068, "grad_norm": 37.3387336730957}
{"time": "Fri Nov 13 15:07:52 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1434000, "distortion": 1.2857568842172622, "distortion_nans": 0.0, "elbo": 2.3859175820350647, "elbo_filtered": 2.3859175820350647, "rate": 1.10016070497036, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3234939968585968, "grad_norm": 125.15087890625}
{"time": "Fri Nov 13 15:29:52 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1435000, "distortion": 1.2841730827093125, "distortion_nans": 0.0, "elbo": 2.3838303053379057, "elbo_filtered": 2.3838303053379057, "rate": 1.0996572222709655, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3190879647731781, "grad_norm": 30.002843856811523}
{"time": "Fri Nov 13 15:51:50 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1436000, "distortion": 1.286317193031311, "distortion_nans": 0.0, "elbo": 2.3857037422657013, "elbo_filtered": 2.3857037422657013, "rate": 1.0993865514993668, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3172465751171112, "grad_norm": 23.511409759521484}
{"time": "Fri Nov 13 16:13:55 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1437000, "distortion": 1.285325479388237, "distortion_nans": 0.0, "elbo": 2.3864466304779053, "elbo_filtered": 2.3864466304779053, "rate": 1.1011211540699004, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3241230528354644, "grad_norm": 19.657691955566406}
{"time": "Fri Nov 13 16:35:52 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1438000, "distortion": 1.2854833264350891, "distortion_nans": 0.0, "elbo": 2.3845016934871675, "elbo_filtered": 2.3845016934871675, "rate": 1.0990183628797532, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3161400022506713, "grad_norm": 39.93986129760742}
{"time": "Fri Nov 13 16:57:58 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 143, "step": 1439000, "distortion": 1.2858599840402603, "distortion_nans": 0.0, "elbo": 2.387061607837677, "elbo_filtered": 2.387061607837677, "rate": 1.101201629281044, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3250083980560303, "grad_norm": 122.08290100097656}
{"time": "Fri Nov 13 17:12:07 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 143, "step": 1439640, "n_batches": 39, "filtered_elbo": 2.3828398019839554, "distortion": 1.2852333172773704, "elbo": 2.3828398019839554, "rate": 1.0976064877632337}
{"time": "Fri Nov 13 17:20:02 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 144, "step": 1440000, "distortion": 1.282045679807663, "distortion_nans": 0.0, "elbo": 2.382980481863022, "elbo_filtered": 2.382980481863022, "rate": 1.1009348106384278, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.317113354921341, "grad_norm": 38.7335319519043}
{"time": "Fri Nov 13 17:20:02 2020", "message": "Saving model@ 1440000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Fri Nov 13 17:20:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 144, "step": 1440000, "distortion": 1.2821682798862457, "distortion_nans": 0.0, "elbo": 2.383180006980896, "elbo_filtered": 2.383180006980896, "rate": 1.1010117356777191, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3169381000995637, "grad_norm": 38.7335319519043}
{"time": "Fri Nov 13 17:20:18 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1440000.png"}
{"time": "Fri Nov 13 17:42:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 144, "step": 1441000, "distortion": 1.2872718349695205, "distortion_nans": 0.0, "elbo": 2.382872478723526, "elbo_filtered": 2.382872478723526, "rate": 1.0956006404161454, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3218146138191222, "grad_norm": 110.05662536621094}
{"time": "Fri Nov 13 18:04:28 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 144, "step": 1442000, "distortion": 1.2838794264793396, "distortion_nans": 0.0, "elbo": 2.385671142578125, "elbo_filtered": 2.385671142578125, "rate": 1.101791723370552, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.326175788640976, "grad_norm": 18.901103973388672}
{"time": "Fri Nov 13 18:26:33 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 144, "step": 1443000, "distortion": 1.2821325722932815, "distortion_nans": 0.0, "elbo": 2.3843945796489714, "elbo_filtered": 2.3843945796489714, "rate": 1.1022620112895967, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3238771331310273, "grad_norm": 28.226436614990234}
{"time": "Fri Nov 13 18:48:37 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 144, "step": 1444000, "distortion": 1.2807474880218506, "distortion_nans": 0.0, "elbo": 2.3823326699733736, "elbo_filtered": 2.3823326699733736, "rate": 1.1015851808786392, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3223380990028382, "grad_norm": 53.748477935791016}
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{"time": "Fri Nov 13 20:16:57 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 144, "step": 1448000, "distortion": 1.2814986243247986, "distortion_nans": 0.0, "elbo": 2.382998419046402, "elbo_filtered": 2.382998419046402, "rate": 1.1014997990131379, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3237961597442627, "grad_norm": 55.820594787597656}
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{"time": "Fri Nov 13 20:52:20 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 144, "step": 1449610, "n_batches": 39, "filtered_elbo": 2.3834210481399145, "distortion": 1.2843304505715003, "elbo": 2.3834210481399145, "rate": 1.0990905914551172}
{"time": "Fri Nov 13 21:01:00 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 145, "step": 1450000, "distortion": 1.2841087640523912, "distortion_nans": 0.0, "elbo": 2.385417308807373, "elbo_filtered": 2.385417308807373, "rate": 1.1013085452318192, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3166488761901856, "grad_norm": 18.780160903930664}
{"time": "Fri Nov 13 21:01:00 2020", "message": "Saving model@ 1450000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Fri Nov 13 21:01:19 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 145, "step": 1450000, "distortion": 1.2841074339151382, "distortion_nans": 0.0, "elbo": 2.3854035811424255, "elbo_filtered": 2.3854035811424255, "rate": 1.1012961480617522, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3167218112945556, "grad_norm": 18.780160903930664}
{"time": "Fri Nov 13 21:01:21 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1450000.png"}
{"time": "Fri Nov 13 21:23:20 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 145, "step": 1451000, "distortion": 1.2804611321687698, "distortion_nans": 0.0, "elbo": 2.3837990539073943, "elbo_filtered": 2.3837990539073943, "rate": 1.1033379219770432, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3186540071964263, "grad_norm": 25.295934677124023}
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{"time": "Fri Nov 13 23:13:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 145, "step": 1456000, "distortion": 1.2839725090265275, "distortion_nans": 0.0, "elbo": 2.385407283306122, "elbo_filtered": 2.385407283306122, "rate": 1.101434779047966, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3231777398586273, "grad_norm": 213.57342529296875}
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{"time": "Fri Nov 13 23:57:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 145, "step": 1458000, "distortion": 1.2788292902708054, "distortion_nans": 0.0, "elbo": 2.3832033216953277, "elbo_filtered": 2.3832033216953277, "rate": 1.1043740305900573, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3149480459690095, "grad_norm": 19.602094650268555}
{"time": "Sat Nov 14 00:19:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 145, "step": 1459000, "distortion": 1.2854055399894715, "distortion_nans": 0.0, "elbo": 2.387494896888733, "elbo_filtered": 2.387494896888733, "rate": 1.10208935713768, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.322245088338852, "grad_norm": 23.860517501831055}
{"time": "Sat Nov 14 00:32:01 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 145, "step": 1459580, "n_batches": 39, "filtered_elbo": 2.383262200233264, "distortion": 1.2827988251661644, "elbo": 2.383262200233264, "rate": 1.100463411746881}
{"time": "Sat Nov 14 00:41:14 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 146, "step": 1460000, "distortion": 1.2813998723030091, "distortion_nans": 0.0, "elbo": 2.3851201288700103, "elbo_filtered": 2.3851201288700103, "rate": 1.103720253109932, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3108481738567352, "grad_norm": 19.861141204833984}
{"time": "Sat Nov 14 00:41:14 2020", "message": "Saving model@ 1460000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 00:41:28 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1460000, "distortion": 1.2813342305421829, "distortion_nans": 0.0, "elbo": 2.3850389220714567, "elbo_filtered": 2.3850389220714567, "rate": 1.1037046880722046, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3108335025310516, "grad_norm": 19.861141204833984}
{"time": "Sat Nov 14 00:41:30 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1460000.png"}
{"time": "Sat Nov 14 01:03:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1461000, "distortion": 1.2783254393339156, "distortion_nans": 0.0, "elbo": 2.3821568577289582, "elbo_filtered": 2.3821568577289582, "rate": 1.103831417798996, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3045397458076478, "grad_norm": 22.386363983154297}
{"time": "Sat Nov 14 01:25:18 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1462000, "distortion": 1.2799772617816925, "distortion_nans": 0.0, "elbo": 2.383533487319946, "elbo_filtered": 2.383533487319946, "rate": 1.1035562261343002, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.321524108171463, "grad_norm": 116.28504943847656}
{"time": "Sat Nov 14 01:47:25 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1463000, "distortion": 1.282295215845108, "distortion_nans": 0.0, "elbo": 2.3847225852012635, "elbo_filtered": 2.3847225852012635, "rate": 1.1024273681640624, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3262039680480957, "grad_norm": 301.1042785644531}
{"time": "Sat Nov 14 02:09:25 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1464000, "distortion": 1.279553726911545, "distortion_nans": 0.0, "elbo": 2.381853075504303, "elbo_filtered": 2.381853075504303, "rate": 1.1022993459701538, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3191245436668395, "grad_norm": 25.49905776977539}
{"time": "Sat Nov 14 02:31:32 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1465000, "distortion": 1.2787401125431062, "distortion_nans": 0.0, "elbo": 2.384075996875763, "elbo_filtered": 2.384075996875763, "rate": 1.1053358857631683, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.32584210562706, "grad_norm": 24.55851173400879}
{"time": "Sat Nov 14 02:53:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1466000, "distortion": 1.2807031064033507, "distortion_nans": 0.0, "elbo": 2.385739617586136, "elbo_filtered": 2.385739617586136, "rate": 1.1050365059375762, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3044393725395202, "grad_norm": 30.723356246948242}
{"time": "Sat Nov 14 03:15:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1467000, "distortion": 1.283207330584526, "distortion_nans": 0.0, "elbo": 2.3863851554393767, "elbo_filtered": 2.3863851554393767, "rate": 1.1031778297424317, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318431819677353, "grad_norm": 203.72715759277344}
{"time": "Sat Nov 14 03:37:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1468000, "distortion": 1.282863879084587, "distortion_nans": 0.0, "elbo": 2.3854535474777223, "elbo_filtered": 2.3854535474777223, "rate": 1.102589670419693, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3198800053596496, "grad_norm": 42.422080993652344}
{"time": "Sat Nov 14 03:59:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 146, "step": 1469000, "distortion": 1.2824452347755433, "distortion_nans": 0.0, "elbo": 2.385759932518005, "elbo_filtered": 2.385759932518005, "rate": 1.10331469810009, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3176000492572784, "grad_norm": 213.21531677246094}
{"time": "Sat Nov 14 04:11:27 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 146, "step": 1469550, "n_batches": 39, "filtered_elbo": 2.383546003928551, "distortion": 1.2826330081010475, "elbo": 2.383546003928551, "rate": 1.1009129988841522}
{"time": "Sat Nov 14 04:21:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 147, "step": 1470000, "distortion": 1.2800134023427963, "distortion_nans": 0.0, "elbo": 2.3824499480724333, "elbo_filtered": 2.3824499480724333, "rate": 1.1024365561008453, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3243171064853667, "grad_norm": 25.792577743530273}
{"time": "Sat Nov 14 04:21:27 2020", "message": "Saving model@ 1470000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 04:21:42 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1470000, "distortion": 1.2800941121578218, "distortion_nans": 0.0, "elbo": 2.382527865409851, "elbo_filtered": 2.382527865409851, "rate": 1.1024337635040282, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3242210237979888, "grad_norm": 25.792577743530273}
{"time": "Sat Nov 14 04:21:44 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1470000.png"}
{"time": "Sat Nov 14 04:43:38 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1471000, "distortion": 1.2776875281333924, "distortion_nans": 0.0, "elbo": 2.3828933682441713, "elbo_filtered": 2.3828933682441713, "rate": 1.1052058379650116, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3130726504325867, "grad_norm": 54.62086486816406}
{"time": "Sat Nov 14 05:05:37 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1472000, "distortion": 1.280511664867401, "distortion_nans": 0.0, "elbo": 2.38533785367012, "elbo_filtered": 2.38533785367012, "rate": 1.1048261857032775, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3176810882091523, "grad_norm": 140.27159118652344}
{"time": "Sat Nov 14 05:27:34 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1473000, "distortion": 1.2761052976846694, "distortion_nans": 0.0, "elbo": 2.380558968782425, "elbo_filtered": 2.380558968782425, "rate": 1.1044536699056626, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3160596721172333, "grad_norm": 125.48441314697266}
{"time": "Sat Nov 14 05:49:29 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1474000, "distortion": 1.27682770216465, "distortion_nans": 0.0, "elbo": 2.385155397415161, "elbo_filtered": 2.385155397415161, "rate": 1.1083277000188827, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.314155061006546, "grad_norm": 20.496051788330078}
{"time": "Sat Nov 14 06:11:38 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1475000, "distortion": 1.2811028261184692, "distortion_nans": 0.0, "elbo": 2.385619305610657, "elbo_filtered": 2.385619305610657, "rate": 1.1045164748430252, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.323674090385437, "grad_norm": 76.33454132080078}
{"time": "Sat Nov 14 06:33:48 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1476000, "distortion": 1.278337450146675, "distortion_nans": 0.0, "elbo": 2.384617091655731, "elbo_filtered": 2.384617091655731, "rate": 1.1062796449661254, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.329103944540024, "grad_norm": 21.7468318939209}
{"time": "Sat Nov 14 06:55:51 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1477000, "distortion": 1.2796463807821274, "distortion_nans": 0.0, "elbo": 2.3847024137973785, "elbo_filtered": 2.3847024137973785, "rate": 1.105056041121483, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3224255023002625, "grad_norm": 50.35335922241211}
{"time": "Sat Nov 14 07:17:47 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1478000, "distortion": 1.2778946108818054, "distortion_nans": 0.0, "elbo": 2.3847824420928956, "elbo_filtered": 2.3847824420928956, "rate": 1.1068878382444383, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3148457100391389, "grad_norm": 23.934995651245117}
{"time": "Sat Nov 14 07:39:39 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 147, "step": 1479000, "distortion": 1.2806483566761018, "distortion_nans": 0.0, "elbo": 2.3846918642520905, "elbo_filtered": 2.3846918642520905, "rate": 1.1040435034036635, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3106446661949158, "grad_norm": 24.67416763305664}
{"time": "Sat Nov 14 07:51:12 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 147, "step": 1479520, "n_batches": 39, "filtered_elbo": 2.3828525971143675, "distortion": 1.2821231744228265, "elbo": 2.3828525971143675, "rate": 1.1007294288048377}
{"time": "Sat Nov 14 08:01:44 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 148, "step": 1480000, "distortion": 1.282117733001709, "distortion_nans": 0.0, "elbo": 2.3861401772499082, "elbo_filtered": 2.3861401772499082, "rate": 1.1040224434137345, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318471578836441, "grad_norm": 131.70730590820312}
{"time": "Sat Nov 14 08:01:44 2020", "message": "Saving model@ 1480000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 08:01:59 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 148, "step": 1480000, "distortion": 1.2820777326822281, "distortion_nans": 0.0, "elbo": 2.386077881574631, "elbo_filtered": 2.386077881574631, "rate": 1.1040001479387282, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3185017004013062, "grad_norm": 131.70730590820312}
{"time": "Sat Nov 14 08:02:01 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1480000.png"}
{"time": "Sat Nov 14 08:24:01 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 148, "step": 1481000, "distortion": 1.278763200521469, "distortion_nans": 0.0, "elbo": 2.382178382396698, "elbo_filtered": 2.382178382396698, "rate": 1.1034151871800422, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318996421813965, "grad_norm": 27.277070999145508}
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{"time": "Sat Nov 14 11:19:38 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 148, "step": 1489000, "distortion": 1.281623234987259, "distortion_nans": 0.0, "elbo": 2.385876478910446, "elbo_filtered": 2.385876478910446, "rate": 1.1042532485723495, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3181235897541046, "grad_norm": 43.511959075927734}
{"time": "Sat Nov 14 11:30:32 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 148, "step": 1489490, "n_batches": 39, "filtered_elbo": 2.3833034955538235, "distortion": 1.2820042218917456, "elbo": 2.3833034955538235, "rate": 1.1012992950586171}
{"time": "Sat Nov 14 11:41:48 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 149, "step": 1490000, "distortion": 1.2811925382614135, "distortion_nans": 0.0, "elbo": 2.3855633027553558, "elbo_filtered": 2.3855633027553558, "rate": 1.104370766401291, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3219995694160462, "grad_norm": 22.591217041015625}
{"time": "Sat Nov 14 11:41:48 2020", "message": "Saving model@ 1490000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 11:42:03 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 149, "step": 1490000, "distortion": 1.2811506375074386, "distortion_nans": 0.0, "elbo": 2.385474818468094, "elbo_filtered": 2.385474818468094, "rate": 1.104324182868004, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3222317550182343, "grad_norm": 22.591217041015625}
{"time": "Sat Nov 14 11:42:04 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1490000.png"}
{"time": "Sat Nov 14 12:04:08 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 149, "step": 1491000, "distortion": 1.2779120790958405, "distortion_nans": 0.0, "elbo": 2.3833660953044893, "elbo_filtered": 2.3833660953044893, "rate": 1.1054540227651597, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3227798523902894, "grad_norm": 28.006309509277344}
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{"time": "Sat Nov 14 15:00:41 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 149, "step": 1499000, "distortion": 1.2786062306165695, "distortion_nans": 0.0, "elbo": 2.38260289478302, "elbo_filtered": 2.38260289478302, "rate": 1.1039966636896132, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.319477639913559, "grad_norm": 42.67737579345703}
{"time": "Sat Nov 14 15:10:56 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 149, "step": 1499460, "n_batches": 39, "filtered_elbo": 2.3827643333337245, "distortion": 1.2804575791725745, "elbo": 2.3827643333337245, "rate": 1.1023067969542284}
{"time": "Sat Nov 14 15:22:51 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 150, "step": 1500000, "distortion": 1.276202821493149, "distortion_nans": 0.0, "elbo": 2.383604153394699, "elbo_filtered": 2.383604153394699, "rate": 1.1074013413190842, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3223008008003234, "grad_norm": 21.015987396240234}
{"time": "Sat Nov 14 15:22:51 2020", "message": "Saving model@ 1500000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 15:23:10 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1500000, "distortion": 1.276244383454323, "distortion_nans": 0.0, "elbo": 2.3836860978603363, "elbo_filtered": 2.3836860978603363, "rate": 1.1074417238235474, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3223635206222535, "grad_norm": 21.015987396240234}
{"time": "Sat Nov 14 15:23:12 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1500000.png"}
{"time": "Sat Nov 14 15:45:18 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1501000, "distortion": 1.2775972505807878, "distortion_nans": 0.0, "elbo": 2.386390561580658, "elbo_filtered": 2.386390561580658, "rate": 1.1087933146953584, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.32478471159935, "grad_norm": 22.863487243652344}
{"time": "Sat Nov 14 16:07:03 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1502000, "distortion": 1.2776347448825836, "distortion_nans": 0.0, "elbo": 2.3798028330802916, "elbo_filtered": 2.3798028330802916, "rate": 1.1021680878400804, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.304520493030548, "grad_norm": 22.0405330657959}
{"time": "Sat Nov 14 16:28:56 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1503000, "distortion": 1.2797052488327025, "distortion_nans": 0.0, "elbo": 2.3866982235908507, "elbo_filtered": 2.3866982235908507, "rate": 1.106992974281311, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3116195282936096, "grad_norm": 54.84505081176758}
{"time": "Sat Nov 14 16:50:42 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1504000, "distortion": 1.2764089723825456, "distortion_nans": 0.0, "elbo": 2.3826822369098664, "elbo_filtered": 2.3826822369098664, "rate": 1.106273263335228, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.305161376953125, "grad_norm": 33.29227066040039}
{"time": "Sat Nov 14 17:12:37 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1505000, "distortion": 1.277517725110054, "distortion_nans": 0.0, "elbo": 2.382499719142914, "elbo_filtered": 2.382499719142914, "rate": 1.10498200237751, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3143370966911316, "grad_norm": 22.445018768310547}
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{"time": "Sat Nov 14 18:17:53 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1508000, "distortion": 1.2791202702522277, "distortion_nans": 0.0, "elbo": 2.383948524236679, "elbo_filtered": 2.383948524236679, "rate": 1.1048282593488694, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3029921419620514, "grad_norm": 59.484371185302734}
{"time": "Sat Nov 14 18:39:46 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 150, "step": 1509000, "distortion": 1.2797749521732331, "distortion_nans": 0.0, "elbo": 2.384335418701172, "elbo_filtered": 2.384335418701172, "rate": 1.1045604630708694, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3121840138435363, "grad_norm": 51.82758331298828}
{"time": "Sat Nov 14 18:49:13 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 150, "step": 1509430, "n_batches": 39, "filtered_elbo": 2.382835027499077, "distortion": 1.280828622671274, "elbo": 2.382835027499077, "rate": 1.1020063895445604}
{"time": "Sat Nov 14 19:01:36 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 151, "step": 1510000, "distortion": 1.2789741086959838, "distortion_nans": 0.0, "elbo": 2.3843344180583954, "elbo_filtered": 2.3843344180583954, "rate": 1.1053603050708771, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3029959766864776, "grad_norm": 93.88262176513672}
{"time": "Sat Nov 14 19:01:36 2020", "message": "Saving model@ 1510000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 19:01:51 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1510000, "distortion": 1.2789119027853013, "distortion_nans": 0.0, "elbo": 2.3842379758358003, "elbo_filtered": 2.3842379758358003, "rate": 1.1053260688781739, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3031712172031402, "grad_norm": 93.88262176513672}
{"time": "Sat Nov 14 19:01:52 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1510000.png"}
{"time": "Sat Nov 14 19:23:43 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1511000, "distortion": 1.2819772448539735, "distortion_nans": 0.0, "elbo": 2.385924669742584, "elbo_filtered": 2.385924669742584, "rate": 1.1039474300146104, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3091000549793244, "grad_norm": 49.23752975463867}
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{"time": "Sat Nov 14 20:07:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1513000, "distortion": 1.282095424413681, "distortion_nans": 0.0, "elbo": 2.3837937145233155, "elbo_filtered": 2.3837937145233155, "rate": 1.1016982867717744, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.315052540063858, "grad_norm": 260.9143981933594}
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{"time": "Sat Nov 14 20:51:28 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1515000, "distortion": 1.2786277997493745, "distortion_nans": 0.0, "elbo": 2.381862993001938, "elbo_filtered": 2.381862993001938, "rate": 1.1032352011203765, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3182055869102478, "grad_norm": 65.9501724243164}
{"time": "Sat Nov 14 21:13:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1516000, "distortion": 1.2784452959299089, "distortion_nans": 0.0, "elbo": 2.3824098954200745, "elbo_filtered": 2.3824098954200745, "rate": 1.1039645975828172, "rate_nans": 0.0, "skipped_updates": 1, "iter_time": 1.3187704601287842, "grad_norm": 418.2236328125}
{"time": "Sat Nov 14 21:35:21 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1517000, "distortion": 1.277164398789406, "distortion_nans": 0.0, "elbo": 2.3824289140701294, "elbo_filtered": 2.3824289140701294, "rate": 1.1052645143270492, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.31240279006958, "grad_norm": 20.761188507080078}
{"time": "Sat Nov 14 21:57:09 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1518000, "distortion": 1.2756824399232864, "distortion_nans": 0.0, "elbo": 2.3820426619052886, "elbo_filtered": 2.3820426619052886, "rate": 1.106360219478607, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3074836483001708, "grad_norm": 60.67499542236328}
{"time": "Sat Nov 14 22:18:55 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 151, "step": 1519000, "distortion": 1.2735121909379958, "distortion_nans": 0.0, "elbo": 2.380714838027954, "elbo_filtered": 2.380714838027954, "rate": 1.1072026525735854, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3045560569763184, "grad_norm": 21.546836853027344}
{"time": "Sat Nov 14 22:27:48 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 151, "step": 1519400, "n_batches": 39, "filtered_elbo": 2.3822865852942834, "distortion": 1.2780281152480688, "elbo": 2.3822865852942834, "rate": 1.1042584639329176}
{"time": "Sat Nov 14 22:41:02 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 152, "step": 1520000, "distortion": 1.2792268185615538, "distortion_nans": 0.0, "elbo": 2.385370099067688, "elbo_filtered": 2.385370099067688, "rate": 1.1061432787179948, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3204619340896606, "grad_norm": 36.13795852661133}
{"time": "Sat Nov 14 22:41:02 2020", "message": "Saving model@ 1520000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sat Nov 14 22:41:17 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1520000, "distortion": 1.2792600396871567, "distortion_nans": 0.0, "elbo": 2.3854050278663634, "elbo_filtered": 2.3854050278663634, "rate": 1.1061449862718582, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3205701196193695, "grad_norm": 36.13795852661133}
{"time": "Sat Nov 14 22:41:19 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1520000.png"}
{"time": "Sat Nov 14 23:03:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1521000, "distortion": 1.2768277740478515, "distortion_nans": 0.0, "elbo": 2.3824566254615784, "elbo_filtered": 2.3824566254615784, "rate": 1.1056288548707962, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3115363614559175, "grad_norm": 115.2656021118164}
{"time": "Sat Nov 14 23:25:08 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1522000, "distortion": 1.2760096118450164, "distortion_nans": 0.0, "elbo": 2.383988627433777, "elbo_filtered": 2.383988627433777, "rate": 1.1079790110588075, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3151073935031892, "grad_norm": 28.360698699951172}
{"time": "Sat Nov 14 23:47:10 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1523000, "distortion": 1.2752761195898057, "distortion_nans": 0.0, "elbo": 2.3820957169532777, "elbo_filtered": 2.3820957169532777, "rate": 1.1068195995092391, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3210966908931732, "grad_norm": 326.6656494140625}
{"time": "Sun Nov 15 00:09:03 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1524000, "distortion": 1.2764724171161652, "distortion_nans": 0.0, "elbo": 2.3821307594776155, "elbo_filtered": 2.3821307594776155, "rate": 1.1056583372354507, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3129183394908905, "grad_norm": 22.250669479370117}
{"time": "Sun Nov 15 00:31:02 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1525000, "distortion": 1.2794477480649948, "distortion_nans": 0.0, "elbo": 2.3848637840747835, "elbo_filtered": 2.3848637840747835, "rate": 1.105416046500206, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3131381945610046, "grad_norm": 20.475643157958984}
{"time": "Sun Nov 15 00:52:54 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1526000, "distortion": 1.275172918200493, "distortion_nans": 0.0, "elbo": 2.3826464879512788, "elbo_filtered": 2.3826464879512788, "rate": 1.107473571419716, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3104810264110565, "grad_norm": 21.811540603637695}
{"time": "Sun Nov 15 01:14:53 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1527000, "distortion": 1.2770761506557464, "distortion_nans": 0.0, "elbo": 2.386019900560379, "elbo_filtered": 2.386019900560379, "rate": 1.1089437536001205, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3189772243499756, "grad_norm": 27.1468448638916}
{"time": "Sun Nov 15 01:36:58 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1528000, "distortion": 1.2807398021221161, "distortion_nans": 0.0, "elbo": 2.3872193319797517, "elbo_filtered": 2.3872193319797517, "rate": 1.1064795383214951, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.323314641714096, "grad_norm": 24.677608489990234}
{"time": "Sun Nov 15 01:58:53 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 152, "step": 1529000, "distortion": 1.2769506640434265, "distortion_nans": 0.0, "elbo": 2.3819345500469207, "elbo_filtered": 2.3819345500469207, "rate": 1.1049838871955873, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.314630557537079, "grad_norm": 106.44234466552734}
{"time": "Sun Nov 15 02:07:13 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 152, "step": 1529370, "n_batches": 39, "filtered_elbo": 2.382263495371892, "distortion": 1.2784149738458486, "elbo": 2.382263495371892, "rate": 1.1038484970728557}
{"time": "Sun Nov 15 02:21:01 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 153, "step": 1530000, "distortion": 1.2772213612794876, "distortion_nans": 0.0, "elbo": 2.386538418292999, "elbo_filtered": 2.386538418292999, "rate": 1.1093170592784882, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.320447916507721, "grad_norm": 21.36622428894043}
{"time": "Sun Nov 15 02:21:01 2020", "message": "Saving model@ 1530000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sun Nov 15 02:21:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1530000, "distortion": 1.277184450507164, "distortion_nans": 0.0, "elbo": 2.386485307216644, "elbo_filtered": 2.386485307216644, "rate": 1.1093008588552475, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3203177318572998, "grad_norm": 21.36622428894043}
{"time": "Sun Nov 15 02:21:17 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1530000.png"}
{"time": "Sun Nov 15 02:43:12 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1531000, "distortion": 1.2747632179260253, "distortion_nans": 0.0, "elbo": 2.383983354330063, "elbo_filtered": 2.383983354330063, "rate": 1.109220139503479, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3132774233818054, "grad_norm": 41.14521789550781}
{"time": "Sun Nov 15 03:05:08 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1532000, "distortion": 1.2769160732030869, "distortion_nans": 0.0, "elbo": 2.386041111707687, "elbo_filtered": 2.386041111707687, "rate": 1.1091250368356704, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.315652850151062, "grad_norm": 19.976179122924805}
{"time": "Sun Nov 15 03:27:10 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1533000, "distortion": 1.2790474208593368, "distortion_nans": 0.0, "elbo": 2.3846197469234465, "elbo_filtered": 2.3846197469234465, "rate": 1.1055723278522491, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3210562562942505, "grad_norm": 28.729076385498047}
{"time": "Sun Nov 15 03:49:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1534000, "distortion": 1.2756109902858734, "distortion_nans": 0.0, "elbo": 2.382952576637268, "elbo_filtered": 2.382952576637268, "rate": 1.107341583967209, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3246814596652985, "grad_norm": 24.775035858154297}
{"time": "Sun Nov 15 04:11:18 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1535000, "distortion": 1.2778202409744264, "distortion_nans": 0.0, "elbo": 2.3833228261470794, "elbo_filtered": 2.3833228261470794, "rate": 1.105502588391304, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3210704553127288, "grad_norm": 20.129148483276367}
{"time": "Sun Nov 15 04:33:19 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1536000, "distortion": 1.2758108651638032, "distortion_nans": 0.0, "elbo": 2.380755393266678, "elbo_filtered": 2.380755393266678, "rate": 1.1049445320367812, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3199896659851074, "grad_norm": 21.54945945739746}
{"time": "Sun Nov 15 04:55:19 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1537000, "distortion": 1.2766853339672088, "distortion_nans": 0.0, "elbo": 2.3831817665100097, "elbo_filtered": 2.3831817665100097, "rate": 1.1064964319467545, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.319558577299118, "grad_norm": 215.49407958984375}
{"time": "Sun Nov 15 05:17:23 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1538000, "distortion": 1.2727659024000169, "distortion_nans": 0.0, "elbo": 2.3821923582553866, "elbo_filtered": 2.3821923582553866, "rate": 1.1094264552593232, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3234733641147614, "grad_norm": 44.908199310302734}
{"time": "Sun Nov 15 05:39:27 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 153, "step": 1539000, "distortion": 1.2740214624404906, "distortion_nans": 0.0, "elbo": 2.383656008720398, "elbo_filtered": 2.383656008720398, "rate": 1.1096345435380937, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3225134143829345, "grad_norm": 106.07003784179688}
{"time": "Sun Nov 15 05:47:03 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 153, "step": 1539340, "n_batches": 39, "filtered_elbo": 2.3816146789452968, "distortion": 1.2744973042072394, "elbo": 2.3816146789452968, "rate": 1.107117393077948}
{"time": "Sun Nov 15 06:01:35 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 154, "step": 1540000, "distortion": 1.273639691233635, "distortion_nans": 0.0, "elbo": 2.3831002230644227, "elbo_filtered": 2.3831002230644227, "rate": 1.1094605333805083, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3213484537601472, "grad_norm": 21.35994529724121}
{"time": "Sun Nov 15 06:01:35 2020", "message": "Saving model@ 1540000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sun Nov 15 06:01:50 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1540000, "distortion": 1.2735885150432587, "distortion_nans": 0.0, "elbo": 2.3830186808109284, "elbo_filtered": 2.3830186808109284, "rate": 1.1094301669597626, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3212621212005615, "grad_norm": 21.35994529724121}
{"time": "Sun Nov 15 06:01:52 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1540000.png"}
{"time": "Sun Nov 15 06:24:04 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1541000, "distortion": 1.2766312690973283, "distortion_nans": 0.0, "elbo": 2.383502348661423, "elbo_filtered": 2.383502348661423, "rate": 1.1068710852861405, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3314412760734557, "grad_norm": 65.0875244140625}
{"time": "Sun Nov 15 06:46:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1542000, "distortion": 1.2731153521537781, "distortion_nans": 0.0, "elbo": 2.3798029692173004, "elbo_filtered": 2.3798029692173004, "rate": 1.1066876208782197, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3263053562641143, "grad_norm": 120.1964340209961}
{"time": "Sun Nov 15 07:08:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1543000, "distortion": 1.273752902984619, "distortion_nans": 0.0, "elbo": 2.3805350606441498, "elbo_filtered": 2.3805350606441498, "rate": 1.1067821505069733, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3187027456760407, "grad_norm": 21.78363037109375}
{"time": "Sun Nov 15 07:30:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1544000, "distortion": 1.273734903693199, "distortion_nans": 0.0, "elbo": 2.3825104384422304, "elbo_filtered": 2.3825104384422304, "rate": 1.108775536298752, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3195188097953796, "grad_norm": 20.84320068359375}
{"time": "Sun Nov 15 07:52:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1545000, "distortion": 1.2783071839809417, "distortion_nans": 0.0, "elbo": 2.3865381853580474, "elbo_filtered": 2.3865381853580474, "rate": 1.1082310050725936, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3232641656398774, "grad_norm": 194.42984008789062}
{"time": "Sun Nov 15 08:14:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1546000, "distortion": 1.2769443769454956, "distortion_nans": 0.0, "elbo": 2.3852866187095643, "elbo_filtered": 2.3852866187095643, "rate": 1.1083422446250915, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3147278506755828, "grad_norm": 24.943082809448242}
{"time": "Sun Nov 15 08:36:11 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1547000, "distortion": 1.2819068273305894, "distortion_nans": 0.0, "elbo": 2.386765176296234, "elbo_filtered": 2.386765176296234, "rate": 1.1048583600521087, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.319211436033249, "grad_norm": 369.11419677734375}
{"time": "Sun Nov 15 08:58:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1548000, "distortion": 1.2761339771747588, "distortion_nans": 0.0, "elbo": 2.3834067168235777, "elbo_filtered": 2.3834067168235777, "rate": 1.107272744178772, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3234745099544525, "grad_norm": 25.483062744140625}
{"time": "Sun Nov 15 09:20:10 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 154, "step": 1549000, "distortion": 1.2736071482896805, "distortion_nans": 0.0, "elbo": 2.3813095269203184, "elbo_filtered": 2.3813095269203184, "rate": 1.1077023735046387, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3129384636878967, "grad_norm": 41.10854721069336}
{"time": "Sun Nov 15 09:27:05 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 154, "step": 1549310, "n_batches": 39, "filtered_elbo": 2.382031110616831, "distortion": 1.278534540763268, "elbo": 2.382031110616831, "rate": 1.1034965820801563}
{"time": "Sun Nov 15 09:42:14 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 155, "step": 1550000, "distortion": 1.2766090774536132, "distortion_nans": 0.0, "elbo": 2.383100152730942, "elbo_filtered": 2.383100152730942, "rate": 1.1064910762310027, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3171435377597809, "grad_norm": 166.78402709960938}
{"time": "Sun Nov 15 09:42:14 2020", "message": "Saving model@ 1550000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sun Nov 15 09:42:34 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 155, "step": 1550000, "distortion": 1.2766311259269714, "distortion_nans": 0.0, "elbo": 2.383077573299408, "elbo_filtered": 2.383077573299408, "rate": 1.106446448326111, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.317233857154846, "grad_norm": 166.78402709960938}
{"time": "Sun Nov 15 09:42:35 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1550000.png"}
{"time": "Sun Nov 15 10:04:43 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 155, "step": 1551000, "distortion": 1.277686550140381, "distortion_nans": 0.0, "elbo": 2.3857071034908293, "elbo_filtered": 2.3857071034908293, "rate": 1.1080205528736113, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3267518408298493, "grad_norm": 24.806610107421875}
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{"time": "Sun Nov 15 10:48:45 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 155, "step": 1553000, "distortion": 1.2785031671524048, "distortion_nans": 0.0, "elbo": 2.3836932425498962, "elbo_filtered": 2.3836932425498962, "rate": 1.1051900757551194, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3224042985439302, "grad_norm": 44.38652420043945}
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{"time": "Sun Nov 15 13:01:03 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 155, "step": 1559000, "distortion": 1.2758940507173537, "distortion_nans": 0.0, "elbo": 2.385688057899475, "elbo_filtered": 2.385688057899475, "rate": 1.109794000506401, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.322804859161377, "grad_norm": 21.582847595214844}
{"time": "Sun Nov 15 13:07:17 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 155, "step": 1559280, "n_batches": 39, "filtered_elbo": 2.3825598252125277, "distortion": 1.277816503475874, "elbo": 2.3825598252125277, "rate": 1.1047433431331928}
{"time": "Sun Nov 15 13:23:10 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 156, "step": 1560000, "distortion": 1.2783865478038787, "distortion_nans": 0.0, "elbo": 2.384748300552368, "elbo_filtered": 2.384748300552368, "rate": 1.1063617565631867, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3205700027942657, "grad_norm": 43.47957229614258}
{"time": "Sun Nov 15 13:23:10 2020", "message": "Saving model@ 1560000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sun Nov 15 13:23:25 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 156, "step": 1560000, "distortion": 1.2783773646354675, "distortion_nans": 0.0, "elbo": 2.3847215445041656, "elbo_filtered": 2.3847215445041656, "rate": 1.1063441836833954, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3206004083156586, "grad_norm": 43.47957229614258}
{"time": "Sun Nov 15 13:23:27 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1560000.png"}
{"time": "Sun Nov 15 13:45:29 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 156, "step": 1561000, "distortion": 1.2738181680440903, "distortion_nans": 0.0, "elbo": 2.3806579990386965, "elbo_filtered": 2.3806579990386965, "rate": 1.1068398350477218, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3209751110076904, "grad_norm": 70.24889373779297}
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{"time": "Sun Nov 15 16:19:33 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 156, "step": 1568000, "distortion": 1.2730552932024002, "distortion_nans": 0.0, "elbo": 2.3815280339717866, "elbo_filtered": 2.3815280339717866, "rate": 1.1084727410078048, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3182337098121644, "grad_norm": 21.176162719726562}
{"time": "Sun Nov 15 16:41:26 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 156, "step": 1569000, "distortion": 1.2787638278007507, "distortion_nans": 0.0, "elbo": 2.3894317486286165, "elbo_filtered": 2.3894317486286165, "rate": 1.1106679272651672, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3115307796001434, "grad_norm": 35.72163391113281}
{"time": "Sun Nov 15 16:46:57 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 156, "step": 1569250, "n_batches": 39, "filtered_elbo": 2.381685250844711, "distortion": 1.2769856972572131, "elbo": 2.381685250844711, "rate": 1.1046995597007947}
{"time": "Sun Nov 15 17:03:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 157, "step": 1570000, "distortion": 1.274445454597473, "distortion_nans": 0.0, "elbo": 2.3801779613494873, "elbo_filtered": 2.3801779613494873, "rate": 1.1057325055599212, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.302768399000168, "grad_norm": 60.204463958740234}
{"time": "Sun Nov 15 17:03:16 2020", "message": "Saving model@ 1570000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sun Nov 15 17:03:31 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1570000, "distortion": 1.2744128580093383, "distortion_nans": 0.0, "elbo": 2.3801402163505556, "elbo_filtered": 2.3801402163505556, "rate": 1.1057273570299149, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3029168951511383, "grad_norm": 60.204463958740234}
{"time": "Sun Nov 15 17:03:33 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1570000.png"}
{"time": "Sun Nov 15 17:25:25 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1571000, "distortion": 1.2777215213775635, "distortion_nans": 0.0, "elbo": 2.3824874482154845, "elbo_filtered": 2.3824874482154845, "rate": 1.1047659269571304, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.311333990097046, "grad_norm": 55.6642951965332}
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{"time": "Sun Nov 15 18:53:20 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1575000, "distortion": 1.2752436946630479, "distortion_nans": 0.0, "elbo": 2.38147185754776, "elbo_filtered": 2.38147185754776, "rate": 1.1062281595468522, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3141867260932922, "grad_norm": 75.58551025390625}
{"time": "Sun Nov 15 19:15:20 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1576000, "distortion": 1.2781161429882049, "distortion_nans": 0.0, "elbo": 2.384645973920822, "elbo_filtered": 2.384645973920822, "rate": 1.106529841542244, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3195328373908997, "grad_norm": 74.65069580078125}
{"time": "Sun Nov 15 19:37:22 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1577000, "distortion": 1.2780457479953766, "distortion_nans": 0.0, "elbo": 2.3835048205852507, "elbo_filtered": 2.3835048205852507, "rate": 1.1054590755701066, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3209582073688506, "grad_norm": 45.5323371887207}
{"time": "Sun Nov 15 19:59:29 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1578000, "distortion": 1.2756662623882293, "distortion_nans": 0.0, "elbo": 2.383914736032486, "elbo_filtered": 2.383914736032486, "rate": 1.108248467206955, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3262720086574555, "grad_norm": 27.52852439880371}
{"time": "Sun Nov 15 20:21:35 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 157, "step": 1579000, "distortion": 1.2761939178705215, "distortion_nans": 0.0, "elbo": 2.384561468601227, "elbo_filtered": 2.384561468601227, "rate": 1.108367551445961, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3245726137161256, "grad_norm": 33.157188415527344}
{"time": "Sun Nov 15 20:26:30 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 157, "step": 1579220, "n_batches": 39, "filtered_elbo": 2.3825646363771877, "distortion": 1.2776117783326368, "elbo": 2.3825646363771877, "rate": 1.1049528702711449}
{"time": "Sun Nov 15 20:43:40 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 158, "step": 1580000, "distortion": 1.27680341899395, "distortion_nans": 0.0, "elbo": 2.383825068473816, "elbo_filtered": 2.383825068473816, "rate": 1.1070216468572616, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318033435344696, "grad_norm": 106.08421325683594}
{"time": "Sun Nov 15 20:43:40 2020", "message": "Saving model@ 1580000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Sun Nov 15 20:43:55 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1580000, "distortion": 1.276922539949417, "distortion_nans": 0.0, "elbo": 2.3839147183895113, "elbo_filtered": 2.3839147183895113, "rate": 1.1069921754598617, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.318106448173523, "grad_norm": 106.08421325683594}
{"time": "Sun Nov 15 20:43:56 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1580000.png"}
{"time": "Sun Nov 15 21:05:52 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1581000, "distortion": 1.2738780994415284, "distortion_nans": 0.0, "elbo": 2.3832765128612516, "elbo_filtered": 2.3832765128612516, "rate": 1.1093984233140946, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3146248228549957, "grad_norm": 22.639055252075195}
{"time": "Sun Nov 15 21:27:57 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1582000, "distortion": 1.273894619822502, "distortion_nans": 0.0, "elbo": 2.3837943964004515, "elbo_filtered": 2.3837943964004515, "rate": 1.1098997795581818, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.323461140871048, "grad_norm": 30.355682373046875}
{"time": "Sun Nov 15 21:49:49 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1583000, "distortion": 1.2760607087612152, "distortion_nans": 0.0, "elbo": 2.3832411341667177, "elbo_filtered": 2.3832411341667177, "rate": 1.1071804271936416, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3115809397697449, "grad_norm": 83.34394073486328}
{"time": "Sun Nov 15 22:11:23 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1584000, "distortion": 1.2778969798088073, "distortion_nans": 0.0, "elbo": 2.383575891971588, "elbo_filtered": 2.383575891971588, "rate": 1.1056789177656174, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.2933133823871612, "grad_norm": 97.6307144165039}
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{"time": "Sun Nov 15 22:55:04 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1586000, "distortion": 1.2735624930858611, "distortion_nans": 0.0, "elbo": 2.382563888311386, "elbo_filtered": 2.382563888311386, "rate": 1.1090013914108277, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3132976133823395, "grad_norm": 21.01503562927246}
{"time": "Sun Nov 15 23:17:07 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1587000, "distortion": 1.2747177387475968, "distortion_nans": 0.0, "elbo": 2.3845728130340578, "elbo_filtered": 2.3845728130340578, "rate": 1.1098550837039947, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3219120907783508, "grad_norm": 21.276121139526367}
{"time": "Sun Nov 15 23:38:56 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1588000, "distortion": 1.2733001061677933, "distortion_nans": 0.0, "elbo": 2.384084112405777, "elbo_filtered": 2.384084112405777, "rate": 1.1107840093374253, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.308357933998108, "grad_norm": 21.413721084594727}
{"time": "Mon Nov 16 00:00:49 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 158, "step": 1589000, "distortion": 1.271452742934227, "distortion_nans": 0.0, "elbo": 2.3813826460838317, "elbo_filtered": 2.3813826460838317, "rate": 1.1099299093484878, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3112412288188935, "grad_norm": 49.661285400390625}
{"time": "Mon Nov 16 00:05:05 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 158, "step": 1589190, "n_batches": 39, "filtered_elbo": 2.3821293207315297, "distortion": 1.2741067501214833, "elbo": 2.3821293207315297, "rate": 1.1080225431002104}
{"time": "Mon Nov 16 00:22:44 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 159, "step": 1590000, "distortion": 1.2752656285762787, "distortion_nans": 0.0, "elbo": 2.3825386991500856, "elbo_filtered": 2.3825386991500856, "rate": 1.1072730666399002, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3086821806430817, "grad_norm": 24.773025512695312}
{"time": "Mon Nov 16 00:22:44 2020", "message": "Saving model@ 1590000 to /root/vaes/oct11-i64-re1-lr05/latest"}
{"time": "Mon Nov 16 00:22:59 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1590000, "distortion": 1.2752948701381683, "distortion_nans": 0.0, "elbo": 2.382584689617157, "elbo_filtered": 2.382584689617157, "rate": 1.1072898151874542, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3086677696704865, "grad_norm": 24.773025512695312}
{"time": "Mon Nov 16 00:23:01 2020", "message": "printing samples to /root/vaes/oct11-i64-re1-lr05/samples-1590000.png"}
{"time": "Mon Nov 16 00:44:59 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1591000, "distortion": 1.2755418920516968, "distortion_nans": 0.0, "elbo": 2.384043969631195, "elbo_filtered": 2.384043969631195, "rate": 1.1085020837783814, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3168731966018676, "grad_norm": 20.385011672973633}
{"time": "Mon Nov 16 01:06:55 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1592000, "distortion": 1.274278483390808, "distortion_nans": 0.0, "elbo": 2.3830591843128204, "elbo_filtered": 2.3830591843128204, "rate": 1.1087807055711747, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3155321238040925, "grad_norm": 21.48441505432129}
{"time": "Mon Nov 16 01:28:50 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1593000, "distortion": 1.2736258982419968, "distortion_nans": 0.0, "elbo": 2.3818965799808502, "elbo_filtered": 2.3818965799808502, "rate": 1.1082706823349, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3135502214431762, "grad_norm": 22.010957717895508}
{"time": "Mon Nov 16 01:50:40 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1594000, "distortion": 1.276010708451271, "distortion_nans": 0.0, "elbo": 2.384713913679123, "elbo_filtered": 2.384713913679123, "rate": 1.1087032073736192, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3095307528972626, "grad_norm": 23.45583724975586}
{"time": "Mon Nov 16 02:12:24 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1595000, "distortion": 1.27133917427063, "distortion_nans": 0.0, "elbo": 2.3814001705646515, "elbo_filtered": 2.3814001705646515, "rate": 1.1100610010623932, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3028911471366882, "grad_norm": 23.913188934326172}
{"time": "Mon Nov 16 02:34:16 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1596000, "distortion": 1.2746312975883485, "distortion_nans": 0.0, "elbo": 2.384935432910919, "elbo_filtered": 2.384935432910919, "rate": 1.1103041368722915, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3108242809772492, "grad_norm": 34.11654281616211}
{"time": "Mon Nov 16 02:56:15 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1597000, "distortion": 1.2767363679409027, "distortion_nans": 0.0, "elbo": 2.385619741678238, "elbo_filtered": 2.385619741678238, "rate": 1.108883375585079, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3182810618877412, "grad_norm": 121.3915786743164}
{"time": "Mon Nov 16 03:18:05 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1598000, "distortion": 1.2734732202291488, "distortion_nans": 0.0, "elbo": 2.382997249364853, "elbo_filtered": 2.382997249364853, "rate": 1.1095240296125413, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.309546692609787, "grad_norm": 24.03042221069336}
{"time": "Mon Nov 16 03:39:59 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "lr": 5e-05, "epoch": 159, "step": 1599000, "distortion": 1.2735858345031739, "distortion_nans": 0.0, "elbo": 2.38196715426445, "elbo_filtered": 2.38196715426445, "rate": 1.1083813154697417, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3125252985954285, "grad_norm": 48.67327880859375}
{"time": "Mon Nov 16 03:43:33 2020", "model": "oct11-i64-re1-lr05", "type": "eval_loss", "epoch": 159, "step": 1599160, "n_batches": 39, "filtered_elbo": 2.3827869708721456, "distortion": 1.2761272681065094, "elbo": 2.3827869708721456, "rate": 1.1066596874823937}
{"time": "Mon Nov 16 04:01:58 2020", "model": "oct11-i64-re1-lr05", "type": "train_loss", "epoch": 160, "step": 1600000, "distortion": 1.2759663579463958, "distortion_nans": 0.0, "elbo": 2.383661519050598, "elbo_filtered": 2.383661519050598, "rate": 1.1076951621770859, "rate_nans": 0.0, "skipped_updates": 0, "iter_time": 1.3120145084857942, "grad_norm": 23.525554656982422}
{"time": "Mon Nov 16 04:01:58 2020", "message": "Saving model@ 1600000 to /root/vaes/oct11-i64-re1-lr05/latest"}