| 2024-05-10 17:12:47,738 INFO { | |
| "batch_size": 256, | |
| "beta": 1.0, | |
| "code_dim": 512, | |
| "commit": 0.02, | |
| "dataname": "t2m", | |
| "depth": 3, | |
| "dilation_growth_rate": 3, | |
| "down_t": 2, | |
| "eval_iter": 1000, | |
| "exp_name": "VQVAE_imp_resnet_100k", | |
| "gamma": 0.05, | |
| "loss_vel": 0.5, | |
| "lr": 0.0002, | |
| "lr_scheduler": [ | |
| 200000 | |
| ], | |
| "mu": 0.99, | |
| "nb_code": 512, | |
| "nb_vis": 20, | |
| "out_dir": "output/VQVAE_imp_resnet_100k", | |
| "output_emb_width": 512, | |
| "print_iter": 200, | |
| "quantizer": "ema_reset", | |
| "recons_loss": "l1_smooth", | |
| "results_dir": "visual_results/", | |
| "resume_gpt": null, | |
| "resume_pth": null, | |
| "seed": 123, | |
| "stride_t": 2, | |
| "total_iter": 100000, | |
| "vis_gt": false, | |
| "visual_name": "baseline", | |
| "vq_act": "relu", | |
| "vq_norm": null, | |
| "warm_up_iter": 1000, | |
| "weight_decay": 0.0, | |
| "width": 512, | |
| "window_size": 64 | |
| } | |
| 2024-05-10 17:13:37,893 INFO Warmup. Iter 200 : lr 0.00004 Commit. 0.23697 PPL. 24.96 Recons. 0.72568 | |
| 2024-05-10 17:14:02,742 INFO Warmup. Iter 400 : lr 0.00008 Commit. 0.43774 PPL. 106.63 Recons. 0.55303 | |
| 2024-05-10 17:14:28,035 INFO Warmup. Iter 600 : lr 0.00012 Commit. 0.71917 PPL. 200.42 Recons. 0.46996 | |
| 2024-05-10 17:14:53,125 INFO Warmup. Iter 800 : lr 0.00016 Commit. 1.01650 PPL. 267.09 Recons. 0.41706 | |
| 2024-05-10 17:15:18,662 INFO Warmup. Iter 1000 : lr 0.00020 Commit. 1.15137 PPL. 311.51 Recons. 0.38535 | |
| 2024-05-10 17:15:32,057 INFO --> Eva. Iter 0 :, FID. 6.2479, Diversity Real. 9.2844, Diversity. 8.2130, R_precision_real. [0.60044643 0.78236607 0.86495536], R_precision. [0.31473214 0.50111607 0.61495536], matching_score_real. 2.3584770475115096, matching_score_pred. 4.323260026318686 | |
| 2024-05-10 17:15:32,059 INFO --> --> FID Improved from 1000.00000 to 6.24787 !!! | |
| 2024-05-10 17:15:32,374 INFO --> --> Diversity Improved from 100.00000 to 8.21299 !!! | |
| 2024-05-10 17:15:32,639 INFO --> --> Top1 Improved from 0.0000 to 0.3147 !!! | |
| 2024-05-10 17:15:32,934 INFO --> --> Top2 Improved from 0.0000 to 0.5011 !!! | |
| 2024-05-10 17:15:32,935 INFO --> --> Top3 Improved from 0.0000 to 0.6150 !!! | |
| 2024-05-10 17:15:32,935 INFO --> --> matching_score Improved from 100.00000 to 4.32326 !!! | |
| 2024-05-10 17:15:59,015 INFO Train. Iter 200 : Commit. 1.30521 PPL. 333.06 Recons. 0.36316 | |
| 2024-05-10 17:16:24,656 INFO Train. Iter 400 : Commit. 1.44225 PPL. 348.94 Recons. 0.33477 | |
| 2024-05-10 17:16:50,753 INFO Train. Iter 600 : Commit. 1.68992 PPL. 361.49 Recons. 0.29691 | |
| 2024-05-10 17:17:16,458 INFO Train. Iter 800 : Commit. 1.86240 PPL. 367.12 Recons. 0.27183 | |
| 2024-05-10 17:17:42,446 INFO Train. Iter 1000 : Commit. 1.97588 PPL. 373.61 Recons. 0.25670 | |
| 2024-05-10 17:17:54,151 INFO --> Eva. Iter 1000 :, FID. 1.4029, Diversity Real. 9.4513, Diversity. 9.4035, R_precision_real. [0.59151786 0.79352679 0.87611607], R_precision. [0.45535714 0.64508929 0.73883929], matching_score_real. 2.3489198429243907, matching_score_pred. 3.293002562863486 | |
| 2024-05-10 17:17:54,152 INFO --> --> FID Improved from 6.24787 to 1.40293 !!! | |
| 2024-05-10 17:17:54,515 INFO --> --> Diversity Improved from 8.21299 to 9.40353 !!! | |
| 2024-05-10 17:17:54,893 INFO --> --> Top1 Improved from 0.3147 to 0.4554 !!! | |
| 2024-05-10 17:17:55,256 INFO --> --> Top2 Improved from 0.5011 to 0.6451 !!! | |
| 2024-05-10 17:17:55,257 INFO --> --> Top3 Improved from 0.6150 to 0.7388 !!! | |
| 2024-05-10 17:17:55,257 INFO --> --> matching_score Improved from 4.32326 to 3.29300 !!! | |
| 2024-05-10 17:18:21,761 INFO Train. Iter 1200 : Commit. 2.09980 PPL. 375.95 Recons. 0.24479 | |
| 2024-05-10 17:18:47,613 INFO Train. Iter 1400 : Commit. 2.13434 PPL. 377.70 Recons. 0.23473 | |
| 2024-05-10 17:19:13,658 INFO Train. Iter 1600 : Commit. 2.16847 PPL. 377.33 Recons. 0.22762 | |
| 2024-05-10 17:19:39,314 INFO Train. Iter 1800 : Commit. 2.19174 PPL. 376.14 Recons. 0.22396 | |
| 2024-05-10 17:20:05,406 INFO Train. Iter 2000 : Commit. 2.19819 PPL. 375.26 Recons. 0.21765 | |
| 2024-05-10 17:20:17,331 INFO --> Eva. Iter 2000 :, FID. 1.0994, Diversity Real. 9.4866, Diversity. 9.3225, R_precision_real. [0.60714286 0.75892857 0.84933036], R_precision. [0.47991071 0.65959821 0.75111607], matching_score_real. 2.3951453736850192, matching_score_pred. 3.156732363360269 | |
| 2024-05-10 17:20:17,334 INFO --> --> FID Improved from 1.40293 to 1.09938 !!! | |
| 2024-05-10 17:20:17,698 INFO --> --> Top1 Improved from 0.4554 to 0.4799 !!! | |
| 2024-05-10 17:20:18,043 INFO --> --> Top2 Improved from 0.6451 to 0.6596 !!! | |
| 2024-05-10 17:20:18,043 INFO --> --> Top3 Improved from 0.7388 to 0.7511 !!! | |
| 2024-05-10 17:20:18,043 INFO --> --> matching_score Improved from 3.29300 to 3.15673 !!! | |
| 2024-05-10 17:20:44,740 INFO Train. Iter 2200 : Commit. 2.18913 PPL. 371.48 Recons. 0.21594 | |
| 2024-05-10 17:21:10,536 INFO Train. Iter 2400 : Commit. 2.18939 PPL. 370.52 Recons. 0.21110 | |
| 2024-05-10 17:21:36,647 INFO Train. Iter 2600 : Commit. 2.19438 PPL. 370.82 Recons. 0.20823 | |
| 2024-05-10 17:22:02,388 INFO Train. Iter 2800 : Commit. 2.17599 PPL. 369.74 Recons. 0.20307 | |
| 2024-05-10 17:22:28,460 INFO Train. Iter 3000 : Commit. 2.17330 PPL. 368.25 Recons. 0.20131 | |
| 2024-05-10 17:22:40,010 INFO --> Eva. Iter 3000 :, FID. 1.5150, Diversity Real. 9.4169, Diversity. 9.7155, R_precision_real. [0.5859375 0.77790179 0.85825893], R_precision. [0.47098214 0.65848214 0.75 ], matching_score_real. 2.3663681660379683, matching_score_pred. 3.1123602049691335 | |
| 2024-05-10 17:22:40,015 INFO --> --> matching_score Improved from 3.15673 to 3.11236 !!! | |
| 2024-05-10 17:23:06,543 INFO Train. Iter 3200 : Commit. 2.17393 PPL. 367.13 Recons. 0.19815 | |
| 2024-05-10 17:23:32,368 INFO Train. Iter 3400 : Commit. 2.15584 PPL. 368.98 Recons. 0.19532 | |
| 2024-05-10 17:23:58,395 INFO Train. Iter 3600 : Commit. 2.15624 PPL. 368.73 Recons. 0.19152 | |
| 2024-05-10 17:24:24,119 INFO Train. Iter 3800 : Commit. 2.14795 PPL. 368.45 Recons. 0.19059 | |
| 2024-05-10 17:24:50,198 INFO Train. Iter 4000 : Commit. 2.13782 PPL. 366.75 Recons. 0.18818 | |
| 2024-05-10 17:25:01,903 INFO --> Eva. Iter 4000 :, FID. 0.8850, Diversity Real. 9.8147, Diversity. 9.4647, R_precision_real. [0.56473214 0.77120536 0.86160714], R_precision. [0.46316964 0.66183036 0.73995536], matching_score_real. 2.3885429246085033, matching_score_pred. 3.042220643588475 | |
| 2024-05-10 17:25:01,910 INFO --> --> FID Improved from 1.09938 to 0.88503 !!! | |
| 2024-05-10 17:25:02,289 INFO --> --> Diversity Improved from 9.40353 to 9.46475 !!! | |
| 2024-05-10 17:25:02,645 INFO --> --> Top2 Improved from 0.6596 to 0.6618 !!! | |
| 2024-05-10 17:25:02,645 INFO --> --> matching_score Improved from 3.11236 to 3.04222 !!! | |
| 2024-05-10 17:25:29,150 INFO Train. Iter 4200 : Commit. 2.13559 PPL. 367.45 Recons. 0.18600 | |
| 2024-05-10 17:25:54,937 INFO Train. Iter 4400 : Commit. 2.12696 PPL. 365.67 Recons. 0.18371 | |
| 2024-05-10 17:26:21,079 INFO Train. Iter 4600 : Commit. 2.11679 PPL. 365.18 Recons. 0.18282 | |
| 2024-05-10 17:26:46,821 INFO Train. Iter 4800 : Commit. 2.10702 PPL. 364.88 Recons. 0.18047 | |
| 2024-05-10 17:27:12,934 INFO Train. Iter 5000 : Commit. 2.08191 PPL. 364.65 Recons. 0.17799 | |
| 2024-05-10 17:27:24,827 INFO --> Eva. Iter 5000 :, FID. 0.7041, Diversity Real. 9.4382, Diversity. 9.3044, R_precision_real. [0.60825893 0.78125 0.86383929], R_precision. [0.49665179 0.67633929 0.75892857], matching_score_real. 2.349991168294634, matching_score_pred. 2.964761665889195 | |
| 2024-05-10 17:27:24,828 INFO --> --> FID Improved from 0.88503 to 0.70410 !!! | |
| 2024-05-10 17:27:25,172 INFO --> --> Top1 Improved from 0.4799 to 0.4967 !!! | |
| 2024-05-10 17:27:25,547 INFO --> --> Top2 Improved from 0.6618 to 0.6763 !!! | |
| 2024-05-10 17:27:25,547 INFO --> --> Top3 Improved from 0.7511 to 0.7589 !!! | |
| 2024-05-10 17:27:25,547 INFO --> --> matching_score Improved from 3.04222 to 2.96476 !!! | |
| 2024-05-10 17:27:52,062 INFO Train. Iter 5200 : Commit. 2.06819 PPL. 365.12 Recons. 0.17747 | |
| 2024-05-10 17:28:18,214 INFO Train. Iter 5400 : Commit. 2.04310 PPL. 365.19 Recons. 0.17465 | |
| 2024-05-10 17:28:44,009 INFO Train. Iter 5600 : Commit. 2.04474 PPL. 365.22 Recons. 0.17401 | |
| 2024-05-10 17:29:09,759 INFO Train. Iter 5800 : Commit. 2.02039 PPL. 364.04 Recons. 0.17239 | |
| 2024-05-10 17:29:35,899 INFO Train. Iter 6000 : Commit. 2.02190 PPL. 364.50 Recons. 0.17058 | |
| 2024-05-10 17:29:47,734 INFO --> Eva. Iter 6000 :, FID. 0.5847, Diversity Real. 9.2993, Diversity. 9.5006, R_precision_real. [0.58482143 0.78794643 0.86383929], R_precision. [0.48883929 0.68415179 0.77232143], matching_score_real. 2.3941161036491394, matching_score_pred. 2.9462927324431285 | |
| 2024-05-10 17:29:47,735 INFO --> --> FID Improved from 0.70410 to 0.58470 !!! | |
| 2024-05-10 17:29:48,069 INFO --> --> Top2 Improved from 0.6763 to 0.6842 !!! | |
| 2024-05-10 17:29:48,069 INFO --> --> Top3 Improved from 0.7589 to 0.7723 !!! | |
| 2024-05-10 17:29:48,069 INFO --> --> matching_score Improved from 2.96476 to 2.94629 !!! | |
| 2024-05-10 17:30:14,588 INFO Train. Iter 6200 : Commit. 2.01477 PPL. 364.49 Recons. 0.16945 | |
| 2024-05-10 17:30:40,743 INFO Train. Iter 6400 : Commit. 1.99015 PPL. 364.89 Recons. 0.16851 | |
| 2024-05-10 17:31:06,462 INFO Train. Iter 6600 : Commit. 1.96882 PPL. 364.17 Recons. 0.16773 | |
| 2024-05-10 17:31:32,199 INFO Train. Iter 6800 : Commit. 1.94837 PPL. 365.07 Recons. 0.16580 | |
| 2024-05-10 17:31:58,317 INFO Train. Iter 7000 : Commit. 1.95909 PPL. 365.82 Recons. 0.16529 | |
| 2024-05-10 17:32:10,128 INFO --> Eva. Iter 7000 :, FID. 0.7676, Diversity Real. 9.3735, Diversity. 9.6557, R_precision_real. [0.57924107 0.7734375 0.86160714], R_precision. [0.48549107 0.67857143 0.77232143], matching_score_real. 2.3922134595257893, matching_score_pred. 3.0174359934670583 | |
| 2024-05-10 17:32:36,207 INFO Train. Iter 7200 : Commit. 1.93455 PPL. 365.33 Recons. 0.16390 | |
| 2024-05-10 17:33:02,373 INFO Train. Iter 7400 : Commit. 1.93235 PPL. 365.87 Recons. 0.16283 | |
| 2024-05-10 17:33:28,076 INFO Train. Iter 7600 : Commit. 1.91307 PPL. 366.04 Recons. 0.16124 | |
| 2024-05-10 17:33:53,799 INFO Train. Iter 7800 : Commit. 1.89722 PPL. 366.44 Recons. 0.16028 | |
| 2024-05-10 17:34:19,940 INFO Train. Iter 8000 : Commit. 1.88538 PPL. 367.36 Recons. 0.15987 | |
| 2024-05-10 17:34:31,955 INFO --> Eva. Iter 8000 :, FID. 0.6471, Diversity Real. 9.7911, Diversity. 9.7471, R_precision_real. [0.60379464 0.77232143 0.85491071], R_precision. [0.48660714 0.69308036 0.77790179], matching_score_real. 2.3610251460756575, matching_score_pred. 2.9183481335639954 | |
| 2024-05-10 17:34:31,958 INFO --> --> Diversity Improved from 9.46475 to 9.74713 !!! | |
| 2024-05-10 17:34:32,318 INFO --> --> Top2 Improved from 0.6842 to 0.6931 !!! | |
| 2024-05-10 17:34:32,319 INFO --> --> Top3 Improved from 0.7723 to 0.7779 !!! | |
| 2024-05-10 17:34:32,319 INFO --> --> matching_score Improved from 2.94629 to 2.91835 !!! | |
| 2024-05-10 17:34:58,782 INFO Train. Iter 8200 : Commit. 1.87007 PPL. 366.47 Recons. 0.15849 | |
| 2024-05-10 17:35:24,811 INFO Train. Iter 8400 : Commit. 1.85201 PPL. 367.77 Recons. 0.15699 | |
| 2024-05-10 17:35:50,473 INFO Train. Iter 8600 : Commit. 1.85268 PPL. 367.42 Recons. 0.15598 | |
| 2024-05-10 17:36:16,152 INFO Train. Iter 8800 : Commit. 1.84268 PPL. 367.25 Recons. 0.15594 | |
| 2024-05-10 17:36:42,161 INFO Train. Iter 9000 : Commit. 1.80555 PPL. 367.84 Recons. 0.15472 | |
| 2024-05-10 17:36:54,506 INFO --> Eva. Iter 9000 :, FID. 0.6127, Diversity Real. 9.3764, Diversity. 9.1883, R_precision_real. [0.59263393 0.77790179 0.86383929], R_precision. [0.48883929 0.69084821 0.796875 ], matching_score_real. 2.3702725172042847, matching_score_pred. 2.883518270083836 | |
| 2024-05-10 17:36:54,511 INFO --> --> Diversity Improved from 9.74713 to 9.18830 !!! | |
| 2024-05-10 17:36:54,873 INFO --> --> Top3 Improved from 0.7779 to 0.7969 !!! | |
| 2024-05-10 17:36:54,874 INFO --> --> matching_score Improved from 2.91835 to 2.88352 !!! | |
| 2024-05-10 17:37:21,423 INFO Train. Iter 9200 : Commit. 1.81120 PPL. 368.32 Recons. 0.15363 | |
| 2024-05-10 17:37:47,526 INFO Train. Iter 9400 : Commit. 1.79175 PPL. 367.78 Recons. 0.15344 | |
| 2024-05-10 17:38:13,203 INFO Train. Iter 9600 : Commit. 1.80025 PPL. 368.25 Recons. 0.15476 | |
| 2024-05-10 17:38:38,805 INFO Train. Iter 9800 : Commit. 1.77117 PPL. 368.88 Recons. 0.15101 | |
| 2024-05-10 17:39:04,842 INFO Train. Iter 10000 : Commit. 1.76109 PPL. 369.75 Recons. 0.15045 | |
| 2024-05-10 17:39:16,689 INFO --> Eva. Iter 10000 :, FID. 0.4462, Diversity Real. 9.2764, Diversity. 9.6171, R_precision_real. [0.57924107 0.76227679 0.86383929], R_precision. [0.48995536 0.67745536 0.77455357], matching_score_real. 2.383242645433971, matching_score_pred. 2.8416823744773865 | |
| 2024-05-10 17:39:16,692 INFO --> --> FID Improved from 0.58470 to 0.44622 !!! | |
| 2024-05-10 17:39:17,048 INFO --> --> matching_score Improved from 2.88352 to 2.84168 !!! | |
| 2024-05-10 17:39:43,511 INFO Train. Iter 10200 : Commit. 1.75448 PPL. 368.86 Recons. 0.15026 | |
| 2024-05-10 17:40:09,556 INFO Train. Iter 10400 : Commit. 1.74238 PPL. 369.43 Recons. 0.14933 | |
| 2024-05-10 17:40:35,149 INFO Train. Iter 10600 : Commit. 1.71608 PPL. 368.82 Recons. 0.14823 | |
| 2024-05-10 17:41:01,085 INFO Train. Iter 10800 : Commit. 1.72698 PPL. 370.35 Recons. 0.14771 | |
| 2024-05-10 17:41:26,828 INFO Train. Iter 11000 : Commit. 1.71369 PPL. 368.86 Recons. 0.14692 | |
| 2024-05-10 17:41:38,851 INFO --> Eva. Iter 11000 :, FID. 0.5729, Diversity Real. 9.2473, Diversity. 9.7488, R_precision_real. [0.58482143 0.77901786 0.86495536], R_precision. [0.50558036 0.68638393 0.78125 ], matching_score_real. 2.364039966038295, matching_score_pred. 2.8806653959410533 | |
| 2024-05-10 17:41:38,855 INFO --> --> Top1 Improved from 0.4967 to 0.5056 !!! | |
| 2024-05-10 17:42:05,370 INFO Train. Iter 11200 : Commit. 1.69015 PPL. 371.35 Recons. 0.14551 | |
| 2024-05-10 17:42:31,422 INFO Train. Iter 11400 : Commit. 1.68473 PPL. 370.44 Recons. 0.14552 | |
| 2024-05-10 17:42:57,040 INFO Train. Iter 11600 : Commit. 1.68710 PPL. 369.90 Recons. 0.14426 | |
| 2024-05-10 17:43:23,007 INFO Train. Iter 11800 : Commit. 1.66846 PPL. 369.63 Recons. 0.14370 | |
| 2024-05-10 17:43:48,701 INFO Train. Iter 12000 : Commit. 1.67312 PPL. 371.73 Recons. 0.14271 | |
| 2024-05-10 17:44:00,678 INFO --> Eva. Iter 12000 :, FID. 0.4651, Diversity Real. 9.6288, Diversity. 9.4308, R_precision_real. [0.60379464 0.78125 0.8671875 ], R_precision. [0.51674107 0.70647321 0.79241071], matching_score_real. 2.3309405616351535, matching_score_pred. 2.842193169253213 | |
| 2024-05-10 17:44:00,682 INFO --> --> Diversity Improved from 9.18830 to 9.43080 !!! | |
| 2024-05-10 17:44:01,049 INFO --> --> Top1 Improved from 0.5056 to 0.5167 !!! | |
| 2024-05-10 17:44:01,403 INFO --> --> Top2 Improved from 0.6931 to 0.7065 !!! | |
| 2024-05-10 17:44:27,558 INFO Train. Iter 12200 : Commit. 1.65504 PPL. 371.84 Recons. 0.14254 | |
| 2024-05-10 17:44:53,707 INFO Train. Iter 12400 : Commit. 1.63205 PPL. 371.69 Recons. 0.14222 | |
| 2024-05-10 17:45:19,385 INFO Train. Iter 12600 : Commit. 1.63325 PPL. 372.01 Recons. 0.14175 | |
| 2024-05-10 17:45:45,328 INFO Train. Iter 12800 : Commit. 1.62002 PPL. 371.39 Recons. 0.14103 | |
| 2024-05-10 17:46:11,045 INFO Train. Iter 13000 : Commit. 1.61340 PPL. 372.12 Recons. 0.14033 | |
| 2024-05-10 17:46:23,016 INFO --> Eva. Iter 13000 :, FID. 0.5218, Diversity Real. 9.4434, Diversity. 9.2448, R_precision_real. [0.58482143 0.76004464 0.83258929], R_precision. [0.49441964 0.67522321 0.75446429], matching_score_real. 2.4139257073402405, matching_score_pred. 2.9356733901160106 | |
| 2024-05-10 17:46:49,197 INFO Train. Iter 13200 : Commit. 1.59687 PPL. 371.94 Recons. 0.13980 | |
| 2024-05-10 17:47:15,306 INFO Train. Iter 13400 : Commit. 1.59308 PPL. 372.70 Recons. 0.13830 | |
| 2024-05-10 17:47:40,976 INFO Train. Iter 13600 : Commit. 1.58379 PPL. 373.26 Recons. 0.13804 | |
| 2024-05-10 17:48:07,082 INFO Train. Iter 13800 : Commit. 1.57316 PPL. 373.56 Recons. 0.13716 | |
| 2024-05-10 17:48:32,858 INFO Train. Iter 14000 : Commit. 1.57627 PPL. 374.02 Recons. 0.13775 | |
| 2024-05-10 17:48:44,825 INFO --> Eva. Iter 14000 :, FID. 0.4790, Diversity Real. 9.2244, Diversity. 9.1846, R_precision_real. [0.5703125 0.77008929 0.86941964], R_precision. [0.48883929 0.67857143 0.77008929], matching_score_real. 2.4282298513821194, matching_score_pred. 2.911518931388855 | |
| 2024-05-10 17:48:44,828 INFO --> --> Diversity Improved from 9.43080 to 9.18461 !!! | |
| 2024-05-10 17:49:11,354 INFO Train. Iter 14200 : Commit. 1.54422 PPL. 374.40 Recons. 0.13637 | |
| 2024-05-10 17:49:37,520 INFO Train. Iter 14400 : Commit. 1.54803 PPL. 374.34 Recons. 0.13643 | |
| 2024-05-10 17:50:03,257 INFO Train. Iter 14600 : Commit. 1.53565 PPL. 373.97 Recons. 0.13563 | |
| 2024-05-10 17:50:29,285 INFO Train. Iter 14800 : Commit. 1.53265 PPL. 374.16 Recons. 0.13549 | |
| 2024-05-10 17:50:55,054 INFO Train. Iter 15000 : Commit. 1.51737 PPL. 373.98 Recons. 0.13472 | |
| 2024-05-10 17:51:07,183 INFO --> Eva. Iter 15000 :, FID. 0.4190, Diversity Real. 9.4071, Diversity. 9.5457, R_precision_real. [0.59821429 0.78571429 0.86160714], R_precision. [0.5078125 0.68861607 0.77678571], matching_score_real. 2.394551647560937, matching_score_pred. 2.9063077994755337 | |
| 2024-05-10 17:51:07,186 INFO --> --> FID Improved from 0.44622 to 0.41897 !!! | |
| 2024-05-10 17:51:07,541 INFO --> --> Diversity Improved from 9.18461 to 9.54567 !!! | |
| 2024-05-10 17:51:34,007 INFO Train. Iter 15200 : Commit. 1.51767 PPL. 374.36 Recons. 0.13350 | |
| 2024-05-10 17:52:00,047 INFO Train. Iter 15400 : Commit. 1.50015 PPL. 375.18 Recons. 0.13326 | |
| 2024-05-10 17:52:25,640 INFO Train. Iter 15600 : Commit. 1.50544 PPL. 374.17 Recons. 0.13258 | |
| 2024-05-10 17:52:51,608 INFO Train. Iter 15800 : Commit. 1.48233 PPL. 374.21 Recons. 0.13314 | |
| 2024-05-10 17:53:17,313 INFO Train. Iter 16000 : Commit. 1.49935 PPL. 374.46 Recons. 0.13338 | |
| 2024-05-10 17:53:29,109 INFO --> Eva. Iter 16000 :, FID. 0.6601, Diversity Real. 9.8380, Diversity. 9.8895, R_precision_real. [0.59821429 0.77790179 0.85267857], R_precision. [0.48325893 0.6875 0.77678571], matching_score_real. 2.39491982119424, matching_score_pred. 2.945990834917341 | |
| 2024-05-10 17:53:29,110 INFO --> --> Diversity Improved from 9.54567 to 9.88946 !!! | |
| 2024-05-10 17:53:55,905 INFO Train. Iter 16200 : Commit. 1.47228 PPL. 374.34 Recons. 0.13137 | |
| 2024-05-10 17:54:21,606 INFO Train. Iter 16400 : Commit. 1.46542 PPL. 375.06 Recons. 0.13175 | |
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| 2024-05-10 17:55:13,260 INFO Train. Iter 16800 : Commit. 1.44940 PPL. 375.17 Recons. 0.13061 | |
| 2024-05-10 17:55:38,904 INFO Train. Iter 17000 : Commit. 1.43880 PPL. 374.75 Recons. 0.12935 | |
| 2024-05-10 17:55:50,707 INFO --> Eva. Iter 17000 :, FID. 0.4913, Diversity Real. 9.0859, Diversity. 9.8812, R_precision_real. [0.56584821 0.765625 0.84933036], R_precision. [0.49553571 0.67857143 0.7734375 ], matching_score_real. 2.413169664996011, matching_score_pred. 2.9367512805121287 | |
| 2024-05-10 17:55:50,710 INFO --> --> Diversity Improved from 9.88946 to 9.88124 !!! | |
| 2024-05-10 17:56:17,658 INFO Train. Iter 17200 : Commit. 1.43933 PPL. 375.87 Recons. 0.12877 | |
| 2024-05-10 17:56:43,436 INFO Train. Iter 17400 : Commit. 1.44388 PPL. 375.46 Recons. 0.12877 | |
| 2024-05-10 17:57:09,147 INFO Train. Iter 17600 : Commit. 1.42275 PPL. 375.24 Recons. 0.12951 | |
| 2024-05-10 17:57:35,192 INFO Train. Iter 17800 : Commit. 1.40101 PPL. 375.13 Recons. 0.12765 | |
| 2024-05-10 17:58:00,942 INFO Train. Iter 18000 : Commit. 1.41556 PPL. 375.52 Recons. 0.12770 | |
| 2024-05-10 17:58:13,047 INFO --> Eva. Iter 18000 :, FID. 0.7510, Diversity Real. 9.1603, Diversity. 9.9370, R_precision_real. [0.58035714 0.78013393 0.87165179], R_precision. [0.50223214 0.69977679 0.78459821], matching_score_real. 2.3528840286391124, matching_score_pred. 2.8750507661274503 | |
| 2024-05-10 17:58:39,483 INFO Train. Iter 18200 : Commit. 1.39157 PPL. 376.30 Recons. 0.12697 | |
| 2024-05-10 17:59:05,230 INFO Train. Iter 18400 : Commit. 1.40695 PPL. 376.73 Recons. 0.12734 | |
| 2024-05-10 17:59:30,856 INFO Train. Iter 18600 : Commit. 1.40376 PPL. 376.20 Recons. 0.12702 | |
| 2024-05-10 17:59:56,829 INFO Train. Iter 18800 : Commit. 1.39865 PPL. 376.70 Recons. 0.12618 | |
| 2024-05-10 18:00:22,542 INFO Train. Iter 19000 : Commit. 1.38342 PPL. 376.79 Recons. 0.12625 | |
| 2024-05-10 18:00:34,569 INFO --> Eva. Iter 19000 :, FID. 0.4485, Diversity Real. 9.1692, Diversity. 9.6526, R_precision_real. [0.59598214 0.77790179 0.87053571], R_precision. [0.50892857 0.703125 0.80133929], matching_score_real. 2.3201897782938823, matching_score_pred. 2.8082224896975925 | |
| 2024-05-10 18:00:34,572 INFO --> --> Diversity Improved from 9.88124 to 9.65262 !!! | |
| 2024-05-10 18:00:34,941 INFO --> --> Top3 Improved from 0.7969 to 0.8013 !!! | |
| 2024-05-10 18:00:34,941 INFO --> --> matching_score Improved from 2.84168 to 2.80822 !!! | |
| 2024-05-10 18:01:01,747 INFO Train. Iter 19200 : Commit. 1.36484 PPL. 376.31 Recons. 0.12463 | |
| 2024-05-10 18:01:27,410 INFO Train. Iter 19400 : Commit. 1.37286 PPL. 376.63 Recons. 0.12530 | |
| 2024-05-10 18:01:52,980 INFO Train. Iter 19600 : Commit. 1.34295 PPL. 376.27 Recons. 0.12470 | |
| 2024-05-10 18:02:18,914 INFO Train. Iter 19800 : Commit. 1.34689 PPL. 376.24 Recons. 0.12456 | |
| 2024-05-10 18:02:44,615 INFO Train. Iter 20000 : Commit. 1.33718 PPL. 376.92 Recons. 0.12369 | |
| 2024-05-10 18:02:56,479 INFO --> Eva. Iter 20000 :, FID. 0.3734, Diversity Real. 9.5147, Diversity. 9.3464, R_precision_real. [0.59709821 0.78794643 0.8515625 ], R_precision. [0.51450893 0.69084821 0.77790179], matching_score_real. 2.424480697938374, matching_score_pred. 2.8803790381976535 | |
| 2024-05-10 18:02:56,480 INFO --> --> FID Improved from 0.41897 to 0.37342 !!! | |
| 2024-05-10 18:03:23,255 INFO Train. Iter 20200 : Commit. 1.33283 PPL. 376.69 Recons. 0.12347 | |
| 2024-05-10 18:03:48,854 INFO Train. Iter 20400 : Commit. 1.34061 PPL. 376.84 Recons. 0.12356 | |
| 2024-05-10 18:04:14,451 INFO Train. Iter 20600 : Commit. 1.32749 PPL. 378.24 Recons. 0.12286 | |
| 2024-05-10 18:04:40,359 INFO Train. Iter 20800 : Commit. 1.31191 PPL. 377.31 Recons. 0.12218 | |
| 2024-05-10 18:05:06,039 INFO Train. Iter 21000 : Commit. 1.32223 PPL. 377.38 Recons. 0.12235 | |
| 2024-05-10 18:05:18,111 INFO --> Eva. Iter 21000 :, FID. 0.3170, Diversity Real. 9.4111, Diversity. 9.4246, R_precision_real. [0.57924107 0.76339286 0.84486607], R_precision. [0.48660714 0.67522321 0.77566964], matching_score_real. 2.3829888020242964, matching_score_pred. 2.845842489174434 | |
| 2024-05-10 18:05:18,115 INFO --> --> FID Improved from 0.37342 to 0.31699 !!! | |
| 2024-05-10 18:05:18,488 INFO --> --> Diversity Improved from 9.65262 to 9.42456 !!! | |
| 2024-05-10 18:05:45,372 INFO Train. Iter 21200 : Commit. 1.32088 PPL. 377.71 Recons. 0.12202 | |
| 2024-05-10 18:06:11,102 INFO Train. Iter 21400 : Commit. 1.30224 PPL. 378.54 Recons. 0.12088 | |
| 2024-05-10 18:06:37,156 INFO Train. Iter 21600 : Commit. 1.30447 PPL. 377.76 Recons. 0.12141 | |
| 2024-05-10 18:07:02,781 INFO Train. Iter 21800 : Commit. 1.28893 PPL. 378.84 Recons. 0.12047 | |
| 2024-05-10 18:07:28,478 INFO Train. Iter 22000 : Commit. 1.29403 PPL. 377.96 Recons. 0.12023 | |
| 2024-05-10 18:07:40,360 INFO --> Eva. Iter 22000 :, FID. 0.5715, Diversity Real. 9.0425, Diversity. 9.6441, R_precision_real. [0.58482143 0.78459821 0.86160714], R_precision. [0.50669643 0.68973214 0.78236607], matching_score_real. 2.4041685376848494, matching_score_pred. 2.8978220650127957 | |
| 2024-05-10 18:08:06,769 INFO Train. Iter 22200 : Commit. 1.29391 PPL. 378.25 Recons. 0.12050 | |
| 2024-05-10 18:08:32,471 INFO Train. Iter 22400 : Commit. 1.28565 PPL. 377.86 Recons. 0.11990 | |
| 2024-05-10 18:08:58,340 INFO Train. Iter 22600 : Commit. 1.27592 PPL. 379.80 Recons. 0.12010 | |
| 2024-05-10 18:09:23,948 INFO Train. Iter 22800 : Commit. 1.26595 PPL. 377.95 Recons. 0.11896 | |
| 2024-05-10 18:09:49,580 INFO Train. Iter 23000 : Commit. 1.26360 PPL. 378.88 Recons. 0.11872 | |
| 2024-05-10 18:10:01,330 INFO --> Eva. Iter 23000 :, FID. 0.4847, Diversity Real. 9.4763, Diversity. 9.2145, R_precision_real. [0.58147321 0.77678571 0.85825893], R_precision. [0.48772321 0.68415179 0.78683036], matching_score_real. 2.370841784136636, matching_score_pred. 2.8748844947133745 | |
| 2024-05-10 18:10:27,786 INFO Train. Iter 23200 : Commit. 1.25861 PPL. 378.99 Recons. 0.11829 | |
| 2024-05-10 18:10:53,556 INFO Train. Iter 23400 : Commit. 1.24634 PPL. 379.50 Recons. 0.11785 | |
| 2024-05-10 18:11:19,600 INFO Train. Iter 23600 : Commit. 1.25596 PPL. 379.24 Recons. 0.11834 | |
| 2024-05-10 18:11:45,243 INFO Train. Iter 23800 : Commit. 1.24642 PPL. 379.24 Recons. 0.11810 | |
| 2024-05-10 18:12:10,971 INFO Train. Iter 24000 : Commit. 1.25425 PPL. 378.45 Recons. 0.11773 | |
| 2024-05-10 18:12:22,783 INFO --> Eva. Iter 24000 :, FID. 0.3341, Diversity Real. 9.5202, Diversity. 9.3194, R_precision_real. [0.57700893 0.78348214 0.86049107], R_precision. [0.52232143 0.69419643 0.79352679], matching_score_real. 2.3876544620309557, matching_score_pred. 2.835838939462389 | |
| 2024-05-10 18:12:22,784 INFO --> --> Top1 Improved from 0.5167 to 0.5223 !!! | |
| 2024-05-10 18:12:49,585 INFO Train. Iter 24200 : Commit. 1.23630 PPL. 379.07 Recons. 0.11725 | |
| 2024-05-10 18:13:15,291 INFO Train. Iter 24400 : Commit. 1.26068 PPL. 378.96 Recons. 0.11812 | |
| 2024-05-10 18:13:41,257 INFO Train. Iter 24600 : Commit. 1.23524 PPL. 379.01 Recons. 0.11656 | |
| 2024-05-10 18:14:06,919 INFO Train. Iter 24800 : Commit. 1.23571 PPL. 379.09 Recons. 0.11640 | |
| 2024-05-10 18:14:32,623 INFO Train. Iter 25000 : Commit. 1.22112 PPL. 378.71 Recons. 0.11590 | |
| 2024-05-10 18:14:44,423 INFO --> Eva. Iter 25000 :, FID. 0.3467, Diversity Real. 9.4674, Diversity. 9.5242, R_precision_real. [0.60379464 0.78236607 0.87611607], R_precision. [0.50446429 0.70089286 0.79464286], matching_score_real. 2.414555779525212, matching_score_pred. 2.8271646755082265 | |
| 2024-05-10 18:15:10,851 INFO Train. Iter 25200 : Commit. 1.20347 PPL. 378.64 Recons. 0.11564 | |
| 2024-05-10 18:15:36,544 INFO Train. Iter 25400 : Commit. 1.20422 PPL. 379.78 Recons. 0.11552 | |
| 2024-05-10 18:16:02,533 INFO Train. Iter 25600 : Commit. 1.21676 PPL. 379.05 Recons. 0.11562 | |
| 2024-05-10 18:16:28,163 INFO Train. Iter 25800 : Commit. 1.19498 PPL. 379.00 Recons. 0.11475 | |
| 2024-05-10 18:16:53,881 INFO Train. Iter 26000 : Commit. 1.18847 PPL. 379.75 Recons. 0.11436 | |
| 2024-05-10 18:17:05,843 INFO --> Eva. Iter 26000 :, FID. 0.4377, Diversity Real. 9.2974, Diversity. 9.5019, R_precision_real. [0.56696429 0.76897321 0.86049107], R_precision. [0.46986607 0.67299107 0.77232143], matching_score_real. 2.406846727643694, matching_score_pred. 2.930882683822087 | |
| 2024-05-10 18:17:32,203 INFO Train. Iter 26200 : Commit. 1.18398 PPL. 380.48 Recons. 0.11400 | |
| 2024-05-10 18:17:57,844 INFO Train. Iter 26400 : Commit. 1.17391 PPL. 380.77 Recons. 0.11386 | |
| 2024-05-10 18:18:23,807 INFO Train. Iter 26600 : Commit. 1.17605 PPL. 381.00 Recons. 0.11360 | |
| 2024-05-10 18:18:49,410 INFO Train. Iter 26800 : Commit. 1.18718 PPL. 380.53 Recons. 0.11414 | |
| 2024-05-10 18:19:15,335 INFO Train. Iter 27000 : Commit. 1.19188 PPL. 379.78 Recons. 0.11382 | |
| 2024-05-10 18:19:27,200 INFO --> Eva. Iter 27000 :, FID. 0.4162, Diversity Real. 9.2701, Diversity. 9.3416, R_precision_real. [0.59263393 0.77790179 0.84933036], R_precision. [0.52566964 0.70535714 0.78125 ], matching_score_real. 2.3666046602385387, matching_score_pred. 2.7883878307683125 | |
| 2024-05-10 18:19:27,204 INFO --> --> Diversity Improved from 9.42456 to 9.34162 !!! | |
| 2024-05-10 18:19:27,581 INFO --> --> Top1 Improved from 0.5223 to 0.5257 !!! | |
| 2024-05-10 18:19:27,944 INFO --> --> matching_score Improved from 2.80822 to 2.78839 !!! | |
| 2024-05-10 18:19:54,713 INFO Train. Iter 27200 : Commit. 1.15882 PPL. 378.97 Recons. 0.11337 | |
| 2024-05-10 18:20:20,456 INFO Train. Iter 27400 : Commit. 1.15900 PPL. 379.82 Recons. 0.11268 | |
| 2024-05-10 18:20:46,374 INFO Train. Iter 27600 : Commit. 1.15636 PPL. 381.13 Recons. 0.11232 | |
| 2024-05-10 18:21:11,981 INFO Train. Iter 27800 : Commit. 1.15691 PPL. 381.12 Recons. 0.11221 | |
| 2024-05-10 18:21:37,894 INFO Train. Iter 28000 : Commit. 1.15884 PPL. 379.95 Recons. 0.11200 | |
| 2024-05-10 18:21:49,718 INFO --> Eva. Iter 28000 :, FID. 0.4179, Diversity Real. 9.0679, Diversity. 9.7123, R_precision_real. [0.5703125 0.78571429 0.86830357], R_precision. [0.50558036 0.70647321 0.79241071], matching_score_real. 2.379746505192348, matching_score_pred. 2.8312515190669467 | |
| 2024-05-10 18:22:15,831 INFO Train. Iter 28200 : Commit. 1.14901 PPL. 380.56 Recons. 0.11199 | |
| 2024-05-10 18:22:41,566 INFO Train. Iter 28400 : Commit. 1.13355 PPL. 381.70 Recons. 0.11129 | |
| 2024-05-10 18:23:07,583 INFO Train. Iter 28600 : Commit. 1.14230 PPL. 380.66 Recons. 0.11126 | |
| 2024-05-10 18:23:33,285 INFO Train. Iter 28800 : Commit. 1.13031 PPL. 380.75 Recons. 0.11110 | |
| 2024-05-10 18:23:59,377 INFO Train. Iter 29000 : Commit. 1.13698 PPL. 381.17 Recons. 0.11131 | |
| 2024-05-10 18:24:11,145 INFO --> Eva. Iter 29000 :, FID. 0.3114, Diversity Real. 9.4772, Diversity. 9.3741, R_precision_real. [0.59933036 0.78236607 0.86607143], R_precision. [0.50669643 0.69977679 0.78683036], matching_score_real. 2.3668935894966125, matching_score_pred. 2.813760910715376 | |
| 2024-05-10 18:24:11,151 INFO --> --> FID Improved from 0.31699 to 0.31143 !!! | |
| 2024-05-10 18:24:11,533 INFO --> --> Diversity Improved from 9.34162 to 9.37415 !!! | |
| 2024-05-10 18:24:37,990 INFO Train. Iter 29200 : Commit. 1.16139 PPL. 380.74 Recons. 0.11145 | |
| 2024-05-10 18:25:03,624 INFO Train. Iter 29400 : Commit. 1.14776 PPL. 379.91 Recons. 0.11046 | |
| 2024-05-10 18:25:29,543 INFO Train. Iter 29600 : Commit. 1.12224 PPL. 379.77 Recons. 0.11001 | |
| 2024-05-10 18:25:55,093 INFO Train. Iter 29800 : Commit. 1.11813 PPL. 380.84 Recons. 0.10949 | |
| 2024-05-10 18:26:21,071 INFO Train. Iter 30000 : Commit. 1.11621 PPL. 381.53 Recons. 0.11020 | |
| 2024-05-10 18:26:32,746 INFO --> Eva. Iter 30000 :, FID. 0.5400, Diversity Real. 9.3217, Diversity. 9.6002, R_precision_real. [0.59933036 0.78013393 0.86830357], R_precision. [0.50223214 0.67745536 0.77008929], matching_score_real. 2.3470195829868317, matching_score_pred. 2.898124669279371 | |
| 2024-05-10 18:26:59,091 INFO Train. Iter 30200 : Commit. 1.11008 PPL. 380.07 Recons. 0.10970 | |
| 2024-05-10 18:27:24,810 INFO Train. Iter 30400 : Commit. 1.11417 PPL. 381.48 Recons. 0.10927 | |
| 2024-05-10 18:27:50,824 INFO Train. Iter 30600 : Commit. 1.10323 PPL. 381.46 Recons. 0.10910 | |
| 2024-05-10 18:28:16,479 INFO Train. Iter 30800 : Commit. 1.09050 PPL. 381.12 Recons. 0.10866 | |
| 2024-05-10 18:28:42,524 INFO Train. Iter 31000 : Commit. 1.08310 PPL. 382.00 Recons. 0.10882 | |
| 2024-05-10 18:28:54,399 INFO --> Eva. Iter 31000 :, FID. 0.5145, Diversity Real. 9.3994, Diversity. 9.5527, R_precision_real. [0.57254464 0.78013393 0.86160714], R_precision. [0.49665179 0.6796875 0.78459821], matching_score_real. 2.373533832175391, matching_score_pred. 2.88708164862224 | |
| 2024-05-10 18:29:20,523 INFO Train. Iter 31200 : Commit. 1.09716 PPL. 381.87 Recons. 0.10821 | |
| 2024-05-10 18:29:46,235 INFO Train. Iter 31400 : Commit. 1.06835 PPL. 381.91 Recons. 0.10795 | |
| 2024-05-10 18:30:12,237 INFO Train. Iter 31600 : Commit. 1.08490 PPL. 382.65 Recons. 0.10858 | |
| 2024-05-10 18:30:37,939 INFO Train. Iter 31800 : Commit. 1.09150 PPL. 381.78 Recons. 0.10790 | |
| 2024-05-10 18:31:04,001 INFO Train. Iter 32000 : Commit. 1.09880 PPL. 381.87 Recons. 0.10891 | |
| 2024-05-10 18:31:15,951 INFO --> Eva. Iter 32000 :, FID. 0.4268, Diversity Real. 9.3465, Diversity. 9.7828, R_precision_real. [0.59151786 0.77678571 0.86941964], R_precision. [0.50558036 0.68080357 0.79129464], matching_score_real. 2.3897118270397186, matching_score_pred. 2.869994120938437 | |
| 2024-05-10 18:31:41,980 INFO Train. Iter 32200 : Commit. 1.06762 PPL. 381.26 Recons. 0.10697 | |
| 2024-05-10 18:32:07,945 INFO Train. Iter 32400 : Commit. 1.06893 PPL. 381.40 Recons. 0.10770 | |
| 2024-05-10 18:32:33,537 INFO Train. Iter 32600 : Commit. 1.06768 PPL. 383.15 Recons. 0.10691 | |
| 2024-05-10 18:32:59,150 INFO Train. Iter 32800 : Commit. 1.05469 PPL. 382.24 Recons. 0.10666 | |
| 2024-05-10 18:33:25,100 INFO Train. Iter 33000 : Commit. 1.04916 PPL. 382.20 Recons. 0.10646 | |
| 2024-05-10 18:33:36,948 INFO --> Eva. Iter 33000 :, FID. 0.4453, Diversity Real. 9.6678, Diversity. 9.5588, R_precision_real. [0.60267857 0.77232143 0.85491071], R_precision. [0.48325893 0.67522321 0.77790179], matching_score_real. 2.3586739003658295, matching_score_pred. 2.8982164519173756 | |
| 2024-05-10 18:33:36,952 INFO --> --> Diversity Improved from 9.37415 to 9.55881 !!! | |
| 2024-05-10 18:34:03,463 INFO Train. Iter 33200 : Commit. 1.05123 PPL. 382.94 Recons. 0.10639 | |
| 2024-05-10 18:34:29,501 INFO Train. Iter 33400 : Commit. 1.05050 PPL. 382.57 Recons. 0.10671 | |
| 2024-05-10 18:34:55,187 INFO Train. Iter 33600 : Commit. 1.04615 PPL. 382.47 Recons. 0.10593 | |
| 2024-05-10 18:35:20,848 INFO Train. Iter 33800 : Commit. 1.04695 PPL. 383.27 Recons. 0.10604 | |
| 2024-05-10 18:35:46,893 INFO Train. Iter 34000 : Commit. 1.03475 PPL. 382.18 Recons. 0.10496 | |
| 2024-05-10 18:35:58,654 INFO --> Eva. Iter 34000 :, FID. 0.4033, Diversity Real. 9.0934, Diversity. 9.7367, R_precision_real. [0.58816964 0.77901786 0.87053571], R_precision. [0.51227679 0.70870536 0.80245536], matching_score_real. 2.377346213374819, matching_score_pred. 2.8471815841538564 | |
| 2024-05-10 18:35:58,658 INFO --> --> Top2 Improved from 0.7065 to 0.7087 !!! | |
| 2024-05-10 18:35:58,659 INFO --> --> Top3 Improved from 0.8013 to 0.8025 !!! | |
| 2024-05-10 18:36:24,794 INFO Train. Iter 34200 : Commit. 1.03963 PPL. 383.30 Recons. 0.10590 | |
| 2024-05-10 18:36:50,855 INFO Train. Iter 34400 : Commit. 1.04253 PPL. 383.12 Recons. 0.10569 | |
| 2024-05-10 18:37:16,520 INFO Train. Iter 34600 : Commit. 1.05773 PPL. 382.07 Recons. 0.10578 | |
| 2024-05-10 18:37:42,184 INFO Train. Iter 34800 : Commit. 1.03168 PPL. 383.80 Recons. 0.10526 | |
| 2024-05-10 18:38:08,243 INFO Train. Iter 35000 : Commit. 1.02882 PPL. 382.65 Recons. 0.10477 | |
| 2024-05-10 18:38:20,293 INFO --> Eva. Iter 35000 :, FID. 0.4568, Diversity Real. 9.5986, Diversity. 9.3927, R_precision_real. [0.6015625 0.77232143 0.8515625 ], R_precision. [0.49107143 0.671875 0.75111607], matching_score_real. 2.4210933787482127, matching_score_pred. 2.9177393402372087 | |
| 2024-05-10 18:38:46,395 INFO Train. Iter 35200 : Commit. 1.04510 PPL. 382.79 Recons. 0.10531 | |
| 2024-05-10 18:39:12,527 INFO Train. Iter 35400 : Commit. 1.02597 PPL. 382.68 Recons. 0.10482 | |
| 2024-05-10 18:39:38,191 INFO Train. Iter 35600 : Commit. 1.02309 PPL. 383.21 Recons. 0.10415 | |
| 2024-05-10 18:40:03,850 INFO Train. Iter 35800 : Commit. 1.02174 PPL. 383.87 Recons. 0.10419 | |
| 2024-05-10 18:40:29,883 INFO Train. Iter 36000 : Commit. 1.00494 PPL. 382.29 Recons. 0.10380 | |
| 2024-05-10 18:40:41,775 INFO --> Eva. Iter 36000 :, FID. 0.3872, Diversity Real. 9.1892, Diversity. 9.8497, R_precision_real. [0.58147321 0.77678571 0.86830357], R_precision. [0.51785714 0.69196429 0.78683036], matching_score_real. 2.374401228768485, matching_score_pred. 2.8270779507500783 | |
| 2024-05-10 18:41:07,851 INFO Train. Iter 36200 : Commit. 1.10822 PPL. 381.57 Recons. 0.10673 | |
| 2024-05-10 18:41:33,856 INFO Train. Iter 36400 : Commit. 1.03584 PPL. 381.85 Recons. 0.10422 | |
| 2024-05-10 18:41:59,422 INFO Train. Iter 36600 : Commit. 1.01852 PPL. 382.45 Recons. 0.10350 | |
| 2024-05-10 18:42:25,047 INFO Train. Iter 36800 : Commit. 0.99373 PPL. 381.46 Recons. 0.10322 | |
| 2024-05-10 18:42:51,031 INFO Train. Iter 37000 : Commit. 0.99828 PPL. 383.06 Recons. 0.10328 | |
| 2024-05-10 18:43:02,816 INFO --> Eva. Iter 37000 :, FID. 0.2385, Diversity Real. 9.3126, Diversity. 9.7221, R_precision_real. [0.59375 0.77008929 0.84486607], R_precision. [0.50446429 0.68526786 0.78125 ], matching_score_real. 2.393600727830614, matching_score_pred. 2.8505488634109497 | |
| 2024-05-10 18:43:02,818 INFO --> --> FID Improved from 0.31143 to 0.23852 !!! | |
| 2024-05-10 18:43:29,954 INFO Train. Iter 37200 : Commit. 1.00835 PPL. 382.27 Recons. 0.10361 | |
| 2024-05-10 18:43:56,103 INFO Train. Iter 37400 : Commit. 0.99611 PPL. 382.63 Recons. 0.10256 | |
| 2024-05-10 18:44:21,796 INFO Train. Iter 37600 : Commit. 0.99329 PPL. 383.62 Recons. 0.10281 | |
| 2024-05-10 18:44:47,822 INFO Train. Iter 37800 : Commit. 0.98842 PPL. 383.16 Recons. 0.10298 | |
| 2024-05-10 18:45:13,566 INFO Train. Iter 38000 : Commit. 0.99266 PPL. 383.61 Recons. 0.10241 | |
| 2024-05-10 18:45:25,330 INFO --> Eva. Iter 38000 :, FID. 0.4140, Diversity Real. 9.4240, Diversity. 9.2896, R_precision_real. [0.59375 0.77008929 0.8671875 ], R_precision. [0.51674107 0.71763393 0.79352679], matching_score_real. 2.354759003434862, matching_score_pred. 2.847220923219408 | |
| 2024-05-10 18:45:25,331 INFO --> --> Diversity Improved from 9.55881 to 9.28960 !!! | |
| 2024-05-10 18:45:25,691 INFO --> --> Top2 Improved from 0.7087 to 0.7176 !!! | |
| 2024-05-10 18:45:51,842 INFO Train. Iter 38200 : Commit. 0.98230 PPL. 383.21 Recons. 0.10236 | |
| 2024-05-10 18:46:17,919 INFO Train. Iter 38400 : Commit. 0.97482 PPL. 383.23 Recons. 0.10204 | |
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| 2024-05-10 18:47:09,688 INFO Train. Iter 38800 : Commit. 0.96730 PPL. 383.78 Recons. 0.10150 | |
| 2024-05-10 18:47:35,396 INFO Train. Iter 39000 : Commit. 0.96385 PPL. 383.88 Recons. 0.10119 | |
| 2024-05-10 18:47:47,217 INFO --> Eva. Iter 39000 :, FID. 0.3158, Diversity Real. 9.1967, Diversity. 9.5790, R_precision_real. [0.60379464 0.78683036 0.87053571], R_precision. [0.51450893 0.69754464 0.7734375 ], matching_score_real. 2.3448067562920705, matching_score_pred. 2.784791248185294 | |
| 2024-05-10 18:47:47,220 INFO --> --> matching_score Improved from 2.78839 to 2.78479 !!! | |
| 2024-05-10 18:48:13,662 INFO Train. Iter 39200 : Commit. 0.96804 PPL. 384.70 Recons. 0.10200 | |
| 2024-05-10 18:48:39,664 INFO Train. Iter 39400 : Commit. 0.95784 PPL. 383.65 Recons. 0.10080 | |
| 2024-05-10 18:49:05,168 INFO Train. Iter 39600 : Commit. 0.95755 PPL. 383.93 Recons. 0.10133 | |
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| 2024-05-10 18:49:56,679 INFO Train. Iter 40000 : Commit. 0.96136 PPL. 383.87 Recons. 0.10092 | |
| 2024-05-10 18:50:08,487 INFO --> Eva. Iter 40000 :, FID. 0.4387, Diversity Real. 9.1739, Diversity. 9.5439, R_precision_real. [0.56808036 0.76227679 0.85825893], R_precision. [0.48325893 0.68638393 0.7890625 ], matching_score_real. 2.3917175957134793, matching_score_pred. 2.8348419155393327 | |
| 2024-05-10 18:50:34,532 INFO Train. Iter 40200 : Commit. 0.94895 PPL. 384.38 Recons. 0.10057 | |
| 2024-05-10 18:51:00,504 INFO Train. Iter 40400 : Commit. 0.94532 PPL. 383.92 Recons. 0.10000 | |
| 2024-05-10 18:51:26,143 INFO Train. Iter 40600 : Commit. 0.98352 PPL. 385.76 Recons. 0.10113 | |
| 2024-05-10 18:51:52,078 INFO Train. Iter 40800 : Commit. 0.96727 PPL. 384.28 Recons. 0.10046 | |
| 2024-05-10 18:52:17,734 INFO Train. Iter 41000 : Commit. 0.95431 PPL. 383.84 Recons. 0.09958 | |
| 2024-05-10 18:52:29,661 INFO --> Eva. Iter 41000 :, FID. 0.5201, Diversity Real. 9.4464, Diversity. 9.4327, R_precision_real. [0.578125 0.77455357 0.86272321], R_precision. [0.50334821 0.67745536 0.76674107], matching_score_real. 2.4431967564991544, matching_score_pred. 2.959506332874298 | |
| 2024-05-10 18:52:29,664 INFO --> --> Diversity Improved from 9.28960 to 9.43273 !!! | |
| 2024-05-10 18:52:56,106 INFO Train. Iter 41200 : Commit. 0.96891 PPL. 384.67 Recons. 0.10041 | |
| 2024-05-10 18:53:22,188 INFO Train. Iter 41400 : Commit. 0.95006 PPL. 383.53 Recons. 0.09924 | |
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| 2024-05-10 18:54:39,712 INFO Train. Iter 42000 : Commit. 0.93772 PPL. 384.30 Recons. 0.09924 | |
| 2024-05-10 18:54:51,596 INFO --> Eva. Iter 42000 :, FID. 0.3707, Diversity Real. 9.3886, Diversity. 9.4409, R_precision_real. [0.58482143 0.78459821 0.85267857], R_precision. [0.49553571 0.70758929 0.796875 ], matching_score_real. 2.410827534539359, matching_score_pred. 2.8835041182381764 | |
| 2024-05-10 18:55:17,710 INFO Train. Iter 42200 : Commit. 0.92686 PPL. 383.78 Recons. 0.09928 | |
| 2024-05-10 18:55:43,796 INFO Train. Iter 42400 : Commit. 0.93064 PPL. 384.92 Recons. 0.09872 | |
| 2024-05-10 18:56:09,466 INFO Train. Iter 42600 : Commit. 0.94236 PPL. 384.07 Recons. 0.09902 | |
| 2024-05-10 18:56:35,486 INFO Train. Iter 42800 : Commit. 0.92363 PPL. 383.95 Recons. 0.09885 | |
| 2024-05-10 18:57:01,233 INFO Train. Iter 43000 : Commit. 0.92841 PPL. 384.64 Recons. 0.09885 | |
| 2024-05-10 18:57:13,046 INFO --> Eva. Iter 43000 :, FID. 0.2655, Diversity Real. 9.1280, Diversity. 9.4210, R_precision_real. [0.58035714 0.77232143 0.86160714], R_precision. [0.5 0.70535714 0.80022321], matching_score_real. 2.3997961282730103, matching_score_pred. 2.784729378564017 | |
| 2024-05-10 18:57:13,049 INFO --> --> Diversity Improved from 9.43273 to 9.42099 !!! | |
| 2024-05-10 18:57:13,402 INFO --> --> matching_score Improved from 2.78479 to 2.78473 !!! | |
| 2024-05-10 18:57:40,174 INFO Train. Iter 43200 : Commit. 0.91674 PPL. 384.17 Recons. 0.09789 | |
| 2024-05-10 18:58:05,950 INFO Train. Iter 43400 : Commit. 0.95272 PPL. 385.54 Recons. 0.09895 | |
| 2024-05-10 18:58:31,617 INFO Train. Iter 43600 : Commit. 0.92247 PPL. 383.65 Recons. 0.09787 | |
| 2024-05-10 18:58:57,680 INFO Train. Iter 43800 : Commit. 0.92290 PPL. 383.43 Recons. 0.09796 | |
| 2024-05-10 18:59:23,383 INFO Train. Iter 44000 : Commit. 0.91401 PPL. 384.03 Recons. 0.09788 | |
| 2024-05-10 18:59:35,204 INFO --> Eva. Iter 44000 :, FID. 0.3489, Diversity Real. 9.6711, Diversity. 9.5411, R_precision_real. [0.57700893 0.77120536 0.85267857], R_precision. [0.49888393 0.67857143 0.77008929], matching_score_real. 2.410373487642833, matching_score_pred. 2.89483049086162 | |
| 2024-05-10 18:59:35,207 INFO --> --> Diversity Improved from 9.42099 to 9.54107 !!! | |
| 2024-05-10 19:00:02,015 INFO Train. Iter 44200 : Commit. 0.91927 PPL. 384.28 Recons. 0.09865 | |
| 2024-05-10 19:00:27,768 INFO Train. Iter 44400 : Commit. 0.91968 PPL. 384.46 Recons. 0.09777 | |
| 2024-05-10 19:00:53,406 INFO Train. Iter 44600 : Commit. 0.90361 PPL. 384.55 Recons. 0.09748 | |
| 2024-05-10 19:01:19,403 INFO Train. Iter 44800 : Commit. 0.89808 PPL. 385.31 Recons. 0.09671 | |
| 2024-05-10 19:01:45,122 INFO Train. Iter 45000 : Commit. 0.90236 PPL. 385.12 Recons. 0.09731 | |
| 2024-05-10 19:01:56,957 INFO --> Eva. Iter 45000 :, FID. 0.3906, Diversity Real. 9.5138, Diversity. 9.7536, R_precision_real. [0.58705357 0.79352679 0.87053571], R_precision. [0.50223214 0.71651786 0.79799107], matching_score_real. 2.3553650123732432, matching_score_pred. 2.8521974682807922 | |
| 2024-05-10 19:02:23,427 INFO Train. Iter 45200 : Commit. 0.92375 PPL. 385.14 Recons. 0.09790 | |
| 2024-05-10 19:02:49,257 INFO Train. Iter 45400 : Commit. 0.93026 PPL. 384.52 Recons. 0.09703 | |
| 2024-05-10 19:03:14,954 INFO Train. Iter 45600 : Commit. 0.91118 PPL. 384.29 Recons. 0.09753 | |
| 2024-05-10 19:03:40,959 INFO Train. Iter 45800 : Commit. 0.91932 PPL. 384.86 Recons. 0.09734 | |
| 2024-05-10 19:04:06,662 INFO Train. Iter 46000 : Commit. 0.92138 PPL. 385.52 Recons. 0.09711 | |
| 2024-05-10 19:04:18,396 INFO --> Eva. Iter 46000 :, FID. 0.5001, Diversity Real. 9.5226, Diversity. 9.4659, R_precision_real. [0.58928571 0.77790179 0.86049107], R_precision. [0.50669643 0.69308036 0.77455357], matching_score_real. 2.40021984066282, matching_score_pred. 2.880343019962311 | |
| 2024-05-10 19:04:44,863 INFO Train. Iter 46200 : Commit. 0.91821 PPL. 384.05 Recons. 0.09712 | |
| 2024-05-10 19:05:10,517 INFO Train. Iter 46400 : Commit. 0.89580 PPL. 384.15 Recons. 0.09614 | |
| 2024-05-10 19:05:36,132 INFO Train. Iter 46600 : Commit. 0.88229 PPL. 384.55 Recons. 0.09606 | |
| 2024-05-10 19:06:02,130 INFO Train. Iter 46800 : Commit. 0.89294 PPL. 385.70 Recons. 0.09633 | |
| 2024-05-10 19:06:27,797 INFO Train. Iter 47000 : Commit. 0.89514 PPL. 385.45 Recons. 0.09620 | |
| 2024-05-10 19:06:39,595 INFO --> Eva. Iter 47000 :, FID. 0.4706, Diversity Real. 9.1975, Diversity. 9.1863, R_precision_real. [0.60267857 0.79017857 0.8828125 ], R_precision. [0.53013393 0.70647321 0.79241071], matching_score_real. 2.2861751871449605, matching_score_pred. 2.7897283605166843 | |
| 2024-05-10 19:06:39,600 INFO --> --> Diversity Improved from 9.54107 to 9.18630 !!! | |
| 2024-05-10 19:06:39,969 INFO --> --> Top1 Improved from 0.5257 to 0.5301 !!! | |
| 2024-05-10 19:07:06,683 INFO Train. Iter 47200 : Commit. 0.89615 PPL. 385.42 Recons. 0.09611 | |
| 2024-05-10 19:07:32,292 INFO Train. Iter 47400 : Commit. 0.90294 PPL. 384.40 Recons. 0.09642 | |
| 2024-05-10 19:07:57,873 INFO Train. Iter 47600 : Commit. 0.89045 PPL. 385.36 Recons. 0.09568 | |
| 2024-05-10 19:08:23,767 INFO Train. Iter 47800 : Commit. 0.89698 PPL. 384.77 Recons. 0.09558 | |
| 2024-05-10 19:08:49,383 INFO Train. Iter 48000 : Commit. 0.89872 PPL. 384.98 Recons. 0.09599 | |
| 2024-05-10 19:09:01,178 INFO --> Eva. Iter 48000 :, FID. 0.3681, Diversity Real. 9.3241, Diversity. 9.8823, R_precision_real. [0.60267857 0.78348214 0.88392857], R_precision. [0.5234375 0.71205357 0.79241071], matching_score_real. 2.3742011530058726, matching_score_pred. 2.840953665120261 | |
| 2024-05-10 19:09:27,660 INFO Train. Iter 48200 : Commit. 0.89155 PPL. 384.84 Recons. 0.09566 | |
| 2024-05-10 19:09:53,364 INFO Train. Iter 48400 : Commit. 0.87564 PPL. 384.82 Recons. 0.09538 | |
| 2024-05-10 19:10:19,343 INFO Train. Iter 48600 : Commit. 0.88882 PPL. 385.28 Recons. 0.09547 | |
| 2024-05-10 19:10:44,946 INFO Train. Iter 48800 : Commit. 0.89854 PPL. 385.35 Recons. 0.09564 | |
| 2024-05-10 19:11:10,610 INFO Train. Iter 49000 : Commit. 0.86849 PPL. 385.12 Recons. 0.09446 | |
| 2024-05-10 19:11:22,335 INFO --> Eva. Iter 49000 :, FID. 0.4071, Diversity Real. 9.1595, Diversity. 9.3452, R_precision_real. [0.59709821 0.79129464 0.86830357], R_precision. [0.49107143 0.68861607 0.77120536], matching_score_real. 2.3836795730250224, matching_score_pred. 2.849999802453177 | |
| 2024-05-10 19:11:48,760 INFO Train. Iter 49200 : Commit. 0.87495 PPL. 385.72 Recons. 0.09514 | |
| 2024-05-10 19:12:14,449 INFO Train. Iter 49400 : Commit. 0.87982 PPL. 385.74 Recons. 0.09442 | |
| 2024-05-10 19:12:40,374 INFO Train. Iter 49600 : Commit. 0.86315 PPL. 385.35 Recons. 0.09453 | |
| 2024-05-10 19:13:06,062 INFO Train. Iter 49800 : Commit. 0.85871 PPL. 385.10 Recons. 0.09455 | |
| 2024-05-10 19:13:31,746 INFO Train. Iter 50000 : Commit. 0.85458 PPL. 384.80 Recons. 0.09437 | |
| 2024-05-10 19:13:43,596 INFO --> Eva. Iter 50000 :, FID. 0.3882, Diversity Real. 9.2812, Diversity. 9.6045, R_precision_real. [0.59709821 0.77455357 0.86495536], R_precision. [0.54129464 0.703125 0.79464286], matching_score_real. 2.344091466494969, matching_score_pred. 2.7892849275044034 | |
| 2024-05-10 19:13:43,598 INFO --> --> Top1 Improved from 0.5301 to 0.5413 !!! | |
| 2024-05-10 19:14:10,421 INFO Train. Iter 50200 : Commit. 0.86611 PPL. 386.08 Recons. 0.09457 | |
| 2024-05-10 19:14:36,062 INFO Train. Iter 50400 : Commit. 0.86108 PPL. 385.04 Recons. 0.09412 | |
| 2024-05-10 19:15:01,970 INFO Train. Iter 50600 : Commit. 0.85689 PPL. 385.26 Recons. 0.09416 | |
| 2024-05-10 19:15:27,521 INFO Train. Iter 50800 : Commit. 0.86236 PPL. 386.41 Recons. 0.09380 | |
| 2024-05-10 19:15:53,103 INFO Train. Iter 51000 : Commit. 0.85905 PPL. 386.13 Recons. 0.09345 | |
| 2024-05-10 19:16:04,863 INFO --> Eva. Iter 51000 :, FID. 0.3842, Diversity Real. 9.5029, Diversity. 9.7079, R_precision_real. [0.59709821 0.77901786 0.86049107], R_precision. [0.52120536 0.70647321 0.77901786], matching_score_real. 2.353283498968397, matching_score_pred. 2.8075358867645264 | |
| 2024-05-10 19:16:04,865 INFO --> --> Diversity Improved from 9.18630 to 9.70789 !!! | |
| 2024-05-10 19:16:31,663 INFO Train. Iter 51200 : Commit. 0.86004 PPL. 385.87 Recons. 0.09411 | |
| 2024-05-10 19:16:57,333 INFO Train. Iter 51400 : Commit. 0.83707 PPL. 385.91 Recons. 0.09338 | |
| 2024-05-10 19:17:23,243 INFO Train. Iter 51600 : Commit. 0.84675 PPL. 385.26 Recons. 0.09330 | |
| 2024-05-10 19:17:48,846 INFO Train. Iter 51800 : Commit. 0.86113 PPL. 385.04 Recons. 0.09375 | |
| 2024-05-10 19:18:14,482 INFO Train. Iter 52000 : Commit. 0.88201 PPL. 385.56 Recons. 0.09339 | |
| 2024-05-10 19:18:26,345 INFO --> Eva. Iter 52000 :, FID. 0.3254, Diversity Real. 9.1774, Diversity. 9.7939, R_precision_real. [0.58928571 0.77455357 0.86495536], R_precision. [0.50446429 0.69084821 0.78348214], matching_score_real. 2.3896508727754866, matching_score_pred. 2.8524696912084306 | |
| 2024-05-10 19:18:52,813 INFO Train. Iter 52200 : Commit. 0.87000 PPL. 385.38 Recons. 0.09331 | |
| 2024-05-10 19:19:18,615 INFO Train. Iter 52400 : Commit. 0.84396 PPL. 386.13 Recons. 0.09301 | |
| 2024-05-10 19:19:44,579 INFO Train. Iter 52600 : Commit. 0.84778 PPL. 385.00 Recons. 0.09291 | |
| 2024-05-10 19:20:10,270 INFO Train. Iter 52800 : Commit. 0.86289 PPL. 386.22 Recons. 0.09324 | |
| 2024-05-10 19:20:35,974 INFO Train. Iter 53000 : Commit. 0.84954 PPL. 385.01 Recons. 0.09297 | |
| 2024-05-10 19:20:47,805 INFO --> Eva. Iter 53000 :, FID. 0.3320, Diversity Real. 9.4178, Diversity. 9.6995, R_precision_real. [0.56808036 0.74665179 0.84375 ], R_precision. [0.484375 0.6640625 0.77678571], matching_score_real. 2.44755357503891, matching_score_pred. 2.9161025370870317 | |
| 2024-05-10 19:20:47,806 INFO --> --> Diversity Improved from 9.70789 to 9.69952 !!! | |
| 2024-05-10 19:21:14,649 INFO Train. Iter 53200 : Commit. 0.83570 PPL. 384.81 Recons. 0.09249 | |
| 2024-05-10 19:21:40,423 INFO Train. Iter 53400 : Commit. 0.83647 PPL. 385.92 Recons. 0.09298 | |
| 2024-05-10 19:22:06,394 INFO Train. Iter 53600 : Commit. 0.83625 PPL. 386.09 Recons. 0.09235 | |
| 2024-05-10 19:22:32,029 INFO Train. Iter 53800 : Commit. 0.82872 PPL. 385.95 Recons. 0.09224 | |
| 2024-05-10 19:22:58,088 INFO Train. Iter 54000 : Commit. 0.83697 PPL. 386.73 Recons. 0.09243 | |
| 2024-05-10 19:23:09,903 INFO --> Eva. Iter 54000 :, FID. 0.4037, Diversity Real. 9.4212, Diversity. 9.5750, R_precision_real. [0.56696429 0.77790179 0.84933036], R_precision. [0.484375 0.6953125 0.78571429], matching_score_real. 2.409799345902034, matching_score_pred. 2.845897444656917 | |
| 2024-05-10 19:23:09,908 INFO --> --> Diversity Improved from 9.69952 to 9.57497 !!! | |
| 2024-05-10 19:23:36,298 INFO Train. Iter 54200 : Commit. 0.84448 PPL. 385.75 Recons. 0.09240 | |
| 2024-05-10 19:24:01,943 INFO Train. Iter 54400 : Commit. 0.84379 PPL. 385.29 Recons. 0.09199 | |
| 2024-05-10 19:24:27,904 INFO Train. Iter 54600 : Commit. 0.85371 PPL. 385.41 Recons. 0.09249 | |
| 2024-05-10 19:24:53,530 INFO Train. Iter 54800 : Commit. 0.84667 PPL. 385.83 Recons. 0.09159 | |
| 2024-05-10 19:25:19,554 INFO Train. Iter 55000 : Commit. 0.84313 PPL. 386.31 Recons. 0.09194 | |
| 2024-05-10 19:25:31,322 INFO --> Eva. Iter 55000 :, FID. 0.4161, Diversity Real. 9.3015, Diversity. 9.4230, R_precision_real. [0.58928571 0.78236607 0.86830357], R_precision. [0.51339286 0.6953125 0.77120536], matching_score_real. 2.409105667046138, matching_score_pred. 2.888567694595882 | |
| 2024-05-10 19:25:31,324 INFO --> --> Diversity Improved from 9.57497 to 9.42296 !!! | |
| 2024-05-10 19:25:57,830 INFO Train. Iter 55200 : Commit. 0.83147 PPL. 385.28 Recons. 0.09163 | |
| 2024-05-10 19:26:23,523 INFO Train. Iter 55400 : Commit. 0.84256 PPL. 385.88 Recons. 0.09210 | |
| 2024-05-10 19:26:49,439 INFO Train. Iter 55600 : Commit. 0.86188 PPL. 386.57 Recons. 0.09204 | |
| 2024-05-10 19:27:15,126 INFO Train. Iter 55800 : Commit. 0.83004 PPL. 385.63 Recons. 0.09117 | |
| 2024-05-10 19:27:41,109 INFO Train. Iter 56000 : Commit. 0.83290 PPL. 385.17 Recons. 0.09160 | |
| 2024-05-10 19:27:53,086 INFO --> Eva. Iter 56000 :, FID. 0.3955, Diversity Real. 9.6912, Diversity. 9.6980, R_precision_real. [0.60267857 0.7734375 0.86607143], R_precision. [0.49107143 0.67410714 0.78013393], matching_score_real. 2.370507836341858, matching_score_pred. 2.8947418417249406 | |
| 2024-05-10 19:27:53,090 INFO --> --> Diversity Improved from 9.42296 to 9.69805 !!! | |
| 2024-05-10 19:28:19,543 INFO Train. Iter 56200 : Commit. 0.82287 PPL. 385.14 Recons. 0.09095 | |
| 2024-05-10 19:28:45,257 INFO Train. Iter 56400 : Commit. 0.83129 PPL. 385.55 Recons. 0.09156 | |
| 2024-05-10 19:29:11,227 INFO Train. Iter 56600 : Commit. 0.81772 PPL. 385.81 Recons. 0.09129 | |
| 2024-05-10 19:29:36,875 INFO Train. Iter 56800 : Commit. 0.82650 PPL. 386.02 Recons. 0.09059 | |
| 2024-05-10 19:30:02,874 INFO Train. Iter 57000 : Commit. 0.80445 PPL. 385.62 Recons. 0.09025 | |
| 2024-05-10 19:30:14,605 INFO --> Eva. Iter 57000 :, FID. 0.3356, Diversity Real. 9.2884, Diversity. 9.6310, R_precision_real. [0.59821429 0.78571429 0.86607143], R_precision. [0.48995536 0.69196429 0.79799107], matching_score_real. 2.393543149743761, matching_score_pred. 2.869170614651271 | |
| 2024-05-10 19:30:14,608 INFO --> --> Diversity Improved from 9.69805 to 9.63103 !!! | |
| 2024-05-10 19:30:41,059 INFO Train. Iter 57200 : Commit. 0.80970 PPL. 386.18 Recons. 0.09087 | |
| 2024-05-10 19:31:06,739 INFO Train. Iter 57400 : Commit. 0.81047 PPL. 385.91 Recons. 0.09043 | |
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| 2024-05-10 19:32:24,211 INFO Train. Iter 58000 : Commit. 0.80116 PPL. 385.69 Recons. 0.09046 | |
| 2024-05-10 19:32:36,130 INFO --> Eva. Iter 58000 :, FID. 0.4827, Diversity Real. 9.2805, Diversity. 9.5516, R_precision_real. [0.61049107 0.79352679 0.87165179], R_precision. [0.50223214 0.69642857 0.78013393], matching_score_real. 2.3405656899724687, matching_score_pred. 2.8728575195584978 | |
| 2024-05-10 19:32:36,133 INFO --> --> Diversity Improved from 9.63103 to 9.55164 !!! | |
| 2024-05-10 19:33:02,632 INFO Train. Iter 58200 : Commit. 0.80467 PPL. 386.97 Recons. 0.09008 | |
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| 2024-05-10 19:34:57,990 INFO --> Eva. Iter 59000 :, FID. 0.3983, Diversity Real. 9.2879, Diversity. 10.0091, R_precision_real. [0.59486607 0.79575893 0.86272321], R_precision. [0.5 0.6953125 0.77455357], matching_score_real. 2.3685440123081207, matching_score_pred. 2.8641186356544495 | |
| 2024-05-10 19:35:24,027 INFO Train. Iter 59200 : Commit. 0.78746 PPL. 385.87 Recons. 0.08936 | |
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| 2024-05-10 19:37:18,850 INFO --> Eva. Iter 60000 :, FID. 0.4121, Diversity Real. 9.6347, Diversity. 9.5287, R_precision_real. [0.58482143 0.78125 0.86607143], R_precision. [0.49665179 0.70424107 0.79352679], matching_score_real. 2.4092754891940524, matching_score_pred. 2.8972064512116567 | |
| 2024-05-10 19:37:44,856 INFO Train. Iter 60200 : Commit. 0.78951 PPL. 386.32 Recons. 0.08969 | |
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| 2024-05-10 19:39:27,947 INFO Train. Iter 61000 : Commit. 0.83298 PPL. 387.93 Recons. 0.09000 | |
| 2024-05-10 19:39:39,714 INFO --> Eva. Iter 61000 :, FID. 0.3812, Diversity Real. 9.0589, Diversity. 9.2425, R_precision_real. [0.57924107 0.78571429 0.8671875 ], R_precision. [0.49665179 0.69196429 0.79575893], matching_score_real. 2.396339544228145, matching_score_pred. 2.873744010925293 | |
| 2024-05-10 19:39:39,718 INFO --> --> Diversity Improved from 9.55164 to 9.24247 !!! | |
| 2024-05-10 19:40:06,227 INFO Train. Iter 61200 : Commit. 0.82599 PPL. 386.36 Recons. 0.08902 | |
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| 2024-05-10 19:42:01,666 INFO --> Eva. Iter 62000 :, FID. 0.3652, Diversity Real. 9.5061, Diversity. 9.6959, R_precision_real. [0.55915179 0.77678571 0.85267857], R_precision. [0.48883929 0.69642857 0.79017857], matching_score_real. 2.4349704640252248, matching_score_pred. 2.903760186263493 | |
| 2024-05-10 19:42:01,669 INFO --> --> Diversity Improved from 9.24247 to 9.69592 !!! | |
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| 2024-05-10 19:44:11,471 INFO Train. Iter 63000 : Commit. 0.79993 PPL. 386.35 Recons. 0.08879 | |
| 2024-05-10 19:44:23,266 INFO --> Eva. Iter 63000 :, FID. 0.3378, Diversity Real. 9.2309, Diversity. 9.8085, R_precision_real. [0.60267857 0.78794643 0.86830357], R_precision. [0.53571429 0.71540179 0.796875 ], matching_score_real. 2.355780299220766, matching_score_pred. 2.7780434914997647 | |
| 2024-05-10 19:44:23,271 INFO --> --> matching_score Improved from 2.78473 to 2.77804 !!! | |
| 2024-05-10 19:44:49,677 INFO Train. Iter 63200 : Commit. 0.79134 PPL. 385.49 Recons. 0.08804 | |
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| 2024-05-10 19:46:44,612 INFO --> Eva. Iter 64000 :, FID. 0.4726, Diversity Real. 9.2574, Diversity. 9.8053, R_precision_real. [0.57477679 0.76450893 0.85602679], R_precision. [0.49441964 0.67075893 0.76674107], matching_score_real. 2.391502171754837, matching_score_pred. 2.8710091028894698 | |
| 2024-05-10 19:47:10,677 INFO Train. Iter 64200 : Commit. 0.77259 PPL. 385.80 Recons. 0.08773 | |
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| 2024-05-10 19:48:53,895 INFO Train. Iter 65000 : Commit. 0.76432 PPL. 385.29 Recons. 0.08735 | |
| 2024-05-10 19:49:05,845 INFO --> Eva. Iter 65000 :, FID. 0.4081, Diversity Real. 9.4049, Diversity. 9.6581, R_precision_real. [0.59151786 0.76116071 0.86495536], R_precision. [0.51785714 0.70424107 0.7890625 ], matching_score_real. 2.3861881494522095, matching_score_pred. 2.819643701825823 | |
| 2024-05-10 19:49:05,848 INFO --> --> Diversity Improved from 9.69592 to 9.65806 !!! | |
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| 2024-05-10 19:51:15,435 INFO Train. Iter 66000 : Commit. 0.75225 PPL. 386.11 Recons. 0.08703 | |
| 2024-05-10 19:51:27,506 INFO --> Eva. Iter 66000 :, FID. 0.3646, Diversity Real. 9.3927, Diversity. 9.4605, R_precision_real. [0.59375 0.77790179 0.86383929], R_precision. [0.51674107 0.69977679 0.79129464], matching_score_real. 2.3849370649882724, matching_score_pred. 2.8653702395302907 | |
| 2024-05-10 19:51:27,509 INFO --> --> Diversity Improved from 9.65806 to 9.46052 !!! | |
| 2024-05-10 19:51:54,003 INFO Train. Iter 66200 : Commit. 0.77587 PPL. 387.07 Recons. 0.08727 | |
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| 2024-05-10 19:53:49,435 INFO --> Eva. Iter 67000 :, FID. 0.3622, Diversity Real. 9.0930, Diversity. 9.4717, R_precision_real. [0.58705357 0.77232143 0.85602679], R_precision. [0.50223214 0.69866071 0.77678571], matching_score_real. 2.4060971651758467, matching_score_pred. 2.8082230942589894 | |
| 2024-05-10 19:54:15,539 INFO Train. Iter 67200 : Commit. 0.76309 PPL. 386.46 Recons. 0.08675 | |
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| 2024-05-10 19:55:59,059 INFO Train. Iter 68000 : Commit. 0.79461 PPL. 386.02 Recons. 0.08669 | |
| 2024-05-10 19:56:10,745 INFO --> Eva. Iter 68000 :, FID. 0.2940, Diversity Real. 9.0129, Diversity. 9.5492, R_precision_real. [0.57700893 0.77232143 0.859375 ], R_precision. [0.4921875 0.68973214 0.78348214], matching_score_real. 2.391378249440874, matching_score_pred. 2.846710741519928 | |
| 2024-05-10 19:56:36,903 INFO Train. Iter 68200 : Commit. 0.77740 PPL. 385.19 Recons. 0.08629 | |
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| 2024-05-10 19:58:20,345 INFO Train. Iter 69000 : Commit. 0.77984 PPL. 387.04 Recons. 0.08593 | |
| 2024-05-10 19:58:32,048 INFO --> Eva. Iter 69000 :, FID. 0.4274, Diversity Real. 9.3390, Diversity. 9.7168, R_precision_real. [0.59263393 0.77455357 0.85379464], R_precision. [0.48549107 0.68638393 0.77232143], matching_score_real. 2.3520695567131042, matching_score_pred. 2.8796391231673106 | |
| 2024-05-10 19:58:58,154 INFO Train. Iter 69200 : Commit. 0.75726 PPL. 388.26 Recons. 0.08615 | |
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| 2024-05-10 20:00:41,335 INFO Train. Iter 70000 : Commit. 0.77529 PPL. 387.70 Recons. 0.08541 | |
| 2024-05-10 20:00:53,105 INFO --> Eva. Iter 70000 :, FID. 0.3670, Diversity Real. 9.4735, Diversity. 9.5328, R_precision_real. [0.56919643 0.78236607 0.8671875 ], R_precision. [0.49665179 0.69084821 0.79241071], matching_score_real. 2.3670394888945987, matching_score_pred. 2.8010809251240323 | |
| 2024-05-10 20:01:19,509 INFO Train. Iter 70200 : Commit. 0.76572 PPL. 387.53 Recons. 0.08578 | |
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| 2024-05-10 20:03:02,231 INFO Train. Iter 71000 : Commit. 0.76589 PPL. 387.31 Recons. 0.08562 | |
| 2024-05-10 20:03:14,048 INFO --> Eva. Iter 71000 :, FID. 0.4685, Diversity Real. 9.4751, Diversity. 9.6388, R_precision_real. [0.60267857 0.78125 0.875 ], R_precision. [0.49776786 0.68638393 0.77566964], matching_score_real. 2.38084214925766, matching_score_pred. 2.911261405263628 | |
| 2024-05-10 20:03:40,424 INFO Train. Iter 71200 : Commit. 0.78472 PPL. 386.24 Recons. 0.08602 | |
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| 2024-05-10 20:05:23,199 INFO Train. Iter 72000 : Commit. 0.76441 PPL. 387.58 Recons. 0.08541 | |
| 2024-05-10 20:05:34,967 INFO --> Eva. Iter 72000 :, FID. 0.3393, Diversity Real. 9.3734, Diversity. 9.6059, R_precision_real. [0.56473214 0.76674107 0.85379464], R_precision. [0.484375 0.68191964 0.77232143], matching_score_real. 2.418500746999468, matching_score_pred. 2.920640868800027 | |
| 2024-05-10 20:06:01,430 INFO Train. Iter 72200 : Commit. 0.74907 PPL. 386.77 Recons. 0.08509 | |
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| 2024-05-10 20:07:18,793 INFO Train. Iter 72800 : Commit. 0.76529 PPL. 388.44 Recons. 0.08524 | |
| 2024-05-10 20:07:44,474 INFO Train. Iter 73000 : Commit. 0.77248 PPL. 386.86 Recons. 0.08512 | |
| 2024-05-10 20:07:56,194 INFO --> Eva. Iter 73000 :, FID. 0.3989, Diversity Real. 9.1736, Diversity. 9.4006, R_precision_real. [0.57254464 0.78236607 0.87276786], R_precision. [0.49441964 0.70424107 0.8125 ], matching_score_real. 2.3512528368404935, matching_score_pred. 2.819340629237039 | |
| 2024-05-10 20:07:56,197 INFO --> --> Diversity Improved from 9.46052 to 9.40058 !!! | |
| 2024-05-10 20:07:56,562 INFO --> --> Top3 Improved from 0.8025 to 0.8125 !!! | |
| 2024-05-10 20:08:23,263 INFO Train. Iter 73200 : Commit. 0.75711 PPL. 386.63 Recons. 0.08460 | |
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| 2024-05-10 20:10:06,339 INFO Train. Iter 74000 : Commit. 0.76412 PPL. 386.87 Recons. 0.08445 | |
| 2024-05-10 20:10:18,098 INFO --> Eva. Iter 74000 :, FID. 0.3822, Diversity Real. 9.1125, Diversity. 9.5684, R_precision_real. [0.55580357 0.75111607 0.85267857], R_precision. [0.49107143 0.66964286 0.77455357], matching_score_real. 2.4114712391580855, matching_score_pred. 2.8817258392061507 | |
| 2024-05-10 20:10:44,614 INFO Train. Iter 74200 : Commit. 0.76597 PPL. 386.89 Recons. 0.08477 | |
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| 2024-05-10 20:12:27,666 INFO Train. Iter 75000 : Commit. 0.77236 PPL. 386.44 Recons. 0.08444 | |
| 2024-05-10 20:12:39,411 INFO --> Eva. Iter 75000 :, FID. 0.3847, Diversity Real. 9.2777, Diversity. 9.2516, R_precision_real. [0.59040179 0.79352679 0.86941964], R_precision. [0.52120536 0.68191964 0.76897321], matching_score_real. 2.3902419550078258, matching_score_pred. 2.8552765250205994 | |
| 2024-05-10 20:12:39,414 INFO --> --> Diversity Improved from 9.40058 to 9.25156 !!! | |
| 2024-05-10 20:13:06,178 INFO Train. Iter 75200 : Commit. 0.74214 PPL. 385.94 Recons. 0.08406 | |
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| 2024-05-10 20:14:49,180 INFO Train. Iter 76000 : Commit. 0.73312 PPL. 387.22 Recons. 0.08426 | |
| 2024-05-10 20:15:01,209 INFO --> Eva. Iter 76000 :, FID. 0.3508, Diversity Real. 9.2926, Diversity. 9.3980, R_precision_real. [0.60825893 0.796875 0.86830357], R_precision. [0.5234375 0.70647321 0.79575893], matching_score_real. 2.342437301363264, matching_score_pred. 2.8029937062944685 | |
| 2024-05-10 20:15:27,663 INFO Train. Iter 76200 : Commit. 0.72984 PPL. 386.67 Recons. 0.08368 | |
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| 2024-05-10 20:17:10,241 INFO Train. Iter 77000 : Commit. 0.73763 PPL. 386.47 Recons. 0.08328 | |
| 2024-05-10 20:17:22,412 INFO --> Eva. Iter 77000 :, FID. 0.4087, Diversity Real. 9.1780, Diversity. 9.5649, R_precision_real. [0.63058036 0.79241071 0.87388393], R_precision. [0.51785714 0.69419643 0.78459821], matching_score_real. 2.328405886888504, matching_score_pred. 2.7852998205593655 | |
| 2024-05-10 20:17:49,220 INFO Train. Iter 77200 : Commit. 0.72223 PPL. 387.20 Recons. 0.08380 | |
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| 2024-05-10 20:19:32,309 INFO Train. Iter 78000 : Commit. 0.73334 PPL. 387.91 Recons. 0.08308 | |
| 2024-05-10 20:19:44,199 INFO --> Eva. Iter 78000 :, FID. 0.4042, Diversity Real. 9.3850, Diversity. 9.2472, R_precision_real. [0.59375 0.77455357 0.86049107], R_precision. [0.48995536 0.66517857 0.76339286], matching_score_real. 2.384583060230528, matching_score_pred. 2.8993511285100664 | |
| 2024-05-10 20:20:10,617 INFO Train. Iter 78200 : Commit. 0.73356 PPL. 387.25 Recons. 0.08313 | |
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| 2024-05-10 20:21:53,281 INFO Train. Iter 79000 : Commit. 0.73046 PPL. 388.43 Recons. 0.08292 | |
| 2024-05-10 20:22:05,325 INFO --> Eva. Iter 79000 :, FID. 0.3785, Diversity Real. 9.2090, Diversity. 9.8749, R_precision_real. [0.59933036 0.7890625 0.86830357], R_precision. [0.53125 0.72433036 0.80245536], matching_score_real. 2.386175411088126, matching_score_pred. 2.7488188232694353 | |
| 2024-05-10 20:22:05,326 INFO --> --> Top2 Improved from 0.7176 to 0.7243 !!! | |
| 2024-05-10 20:22:05,327 INFO --> --> matching_score Improved from 2.77804 to 2.74882 !!! | |
| 2024-05-10 20:22:32,359 INFO Train. Iter 79200 : Commit. 0.72867 PPL. 389.14 Recons. 0.08312 | |
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| 2024-05-10 20:24:26,990 INFO --> Eva. Iter 80000 :, FID. 0.4793, Diversity Real. 9.2900, Diversity. 9.2465, R_precision_real. [0.58147321 0.77455357 0.86941964], R_precision. [0.50334821 0.68638393 0.78571429], matching_score_real. 2.4020332864352634, matching_score_pred. 2.9002805777958462 | |
| 2024-05-10 20:24:53,324 INFO Train. Iter 80200 : Commit. 0.72963 PPL. 387.37 Recons. 0.08234 | |
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| 2024-05-10 20:26:48,306 INFO --> Eva. Iter 81000 :, FID. 0.4876, Diversity Real. 9.0579, Diversity. 9.6993, R_precision_real. [0.60267857 0.78125 0.8671875 ], R_precision. [0.5078125 0.703125 0.78013393], matching_score_real. 2.3474800842148915, matching_score_pred. 2.8438439198902676 | |
| 2024-05-10 20:27:14,330 INFO Train. Iter 81200 : Commit. 0.72818 PPL. 389.00 Recons. 0.08292 | |
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| 2024-05-10 20:29:09,573 INFO --> Eva. Iter 82000 :, FID. 0.4270, Diversity Real. 9.3762, Diversity. 9.1484, R_precision_real. [0.58370536 0.77566964 0.85825893], R_precision. [0.50892857 0.68080357 0.76785714], matching_score_real. 2.3858241524015154, matching_score_pred. 2.853437670639583 | |
| 2024-05-10 20:29:35,651 INFO Train. Iter 82200 : Commit. 0.72644 PPL. 388.71 Recons. 0.08229 | |
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| 2024-05-10 20:31:18,841 INFO Train. Iter 83000 : Commit. 0.70606 PPL. 388.19 Recons. 0.08181 | |
| 2024-05-10 20:31:30,593 INFO --> Eva. Iter 83000 :, FID. 0.3989, Diversity Real. 9.3439, Diversity. 9.8195, R_precision_real. [0.57700893 0.77790179 0.86272321], R_precision. [0.50446429 0.71205357 0.79464286], matching_score_real. 2.3872058732169017, matching_score_pred. 2.8521739670208524 | |
| 2024-05-10 20:31:56,618 INFO Train. Iter 83200 : Commit. 0.70344 PPL. 388.55 Recons. 0.08182 | |
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| 2024-05-10 20:33:39,515 INFO Train. Iter 84000 : Commit. 0.69326 PPL. 388.80 Recons. 0.08142 | |
| 2024-05-10 20:33:51,667 INFO --> Eva. Iter 84000 :, FID. 0.3782, Diversity Real. 9.5305, Diversity. 9.7247, R_precision_real. [0.59040179 0.79241071 0.87276786], R_precision. [0.51004464 0.71428571 0.79910714], matching_score_real. 2.362218533243452, matching_score_pred. 2.8374907544681003 | |
| 2024-05-10 20:33:51,670 INFO --> --> Diversity Improved from 9.25156 to 9.72466 !!! | |
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| 2024-05-10 20:36:01,650 INFO Train. Iter 85000 : Commit. 0.75097 PPL. 390.39 Recons. 0.08206 | |
| 2024-05-10 20:36:13,586 INFO --> Eva. Iter 85000 :, FID. 0.3966, Diversity Real. 9.0922, Diversity. 9.3318, R_precision_real. [0.57142857 0.77008929 0.84821429], R_precision. [0.48995536 0.67633929 0.78236607], matching_score_real. 2.421200305223465, matching_score_pred. 2.914056292601994 | |
| 2024-05-10 20:36:13,587 INFO --> --> Diversity Improved from 9.72466 to 9.33176 !!! | |
| 2024-05-10 20:36:39,950 INFO Train. Iter 85200 : Commit. 0.74335 PPL. 389.47 Recons. 0.08233 | |
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| 2024-05-10 20:38:23,143 INFO Train. Iter 86000 : Commit. 0.70130 PPL. 387.37 Recons. 0.08109 | |
| 2024-05-10 20:38:35,053 INFO --> Eva. Iter 86000 :, FID. 0.3633, Diversity Real. 9.5176, Diversity. 9.2046, R_precision_real. [0.59263393 0.79241071 0.8671875 ], R_precision. [0.52232143 0.70870536 0.78794643], matching_score_real. 2.4125096840517863, matching_score_pred. 2.841669040066855 | |
| 2024-05-10 20:39:01,078 INFO Train. Iter 86200 : Commit. 0.69274 PPL. 388.66 Recons. 0.08108 | |
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| 2024-05-10 20:40:56,153 INFO --> Eva. Iter 87000 :, FID. 0.4044, Diversity Real. 9.2555, Diversity. 9.4258, R_precision_real. [0.59709821 0.7734375 0.87053571], R_precision. [0.49776786 0.68080357 0.78571429], matching_score_real. 2.38627176625388, matching_score_pred. 2.8535189713750566 | |
| 2024-05-10 20:41:22,295 INFO Train. Iter 87200 : Commit. 0.70011 PPL. 389.06 Recons. 0.08093 | |
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| 2024-05-10 20:43:05,962 INFO Train. Iter 88000 : Commit. 0.69620 PPL. 389.08 Recons. 0.08070 | |
| 2024-05-10 20:43:17,916 INFO --> Eva. Iter 88000 :, FID. 0.4489, Diversity Real. 9.5539, Diversity. 9.8303, R_precision_real. [0.59821429 0.80915179 0.87611607], R_precision. [0.52901786 0.71316964 0.79017857], matching_score_real. 2.3421841306345805, matching_score_pred. 2.815625148160117 | |
| 2024-05-10 20:43:44,016 INFO Train. Iter 88200 : Commit. 0.69185 PPL. 389.73 Recons. 0.08079 | |
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| 2024-05-10 20:45:39,442 INFO --> Eva. Iter 89000 :, FID. 0.4251, Diversity Real. 9.2373, Diversity. 9.6597, R_precision_real. [0.58705357 0.78013393 0.87388393], R_precision. [0.49888393 0.67745536 0.78794643], matching_score_real. 2.391506382397243, matching_score_pred. 2.8977327261652266 | |
| 2024-05-10 20:46:05,545 INFO Train. Iter 89200 : Commit. 0.69973 PPL. 389.90 Recons. 0.08045 | |
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| 2024-05-10 20:47:49,121 INFO Train. Iter 90000 : Commit. 0.68391 PPL. 387.45 Recons. 0.07997 | |
| 2024-05-10 20:48:01,035 INFO --> Eva. Iter 90000 :, FID. 0.4166, Diversity Real. 9.1846, Diversity. 9.8879, R_precision_real. [0.609375 0.78571429 0.859375 ], R_precision. [0.50334821 0.69196429 0.78348214], matching_score_real. 2.364861616066524, matching_score_pred. 2.8319926602499828 | |
| 2024-05-10 20:48:27,194 INFO Train. Iter 90200 : Commit. 0.68244 PPL. 388.92 Recons. 0.08018 | |
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| 2024-05-10 20:50:10,647 INFO Train. Iter 91000 : Commit. 0.69444 PPL. 388.91 Recons. 0.08028 | |
| 2024-05-10 20:50:22,372 INFO --> Eva. Iter 91000 :, FID. 0.3844, Diversity Real. 9.6062, Diversity. 9.5929, R_precision_real. [0.58147321 0.77008929 0.85491071], R_precision. [0.47879464 0.67745536 0.77566964], matching_score_real. 2.3868757571492876, matching_score_pred. 2.8401945488793507 | |
| 2024-05-10 20:50:22,375 INFO --> --> Diversity Improved from 9.33176 to 9.59286 !!! | |
| 2024-05-10 20:50:48,782 INFO Train. Iter 91200 : Commit. 0.70004 PPL. 387.68 Recons. 0.08033 | |
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| 2024-05-10 20:52:31,940 INFO Train. Iter 92000 : Commit. 0.68975 PPL. 388.55 Recons. 0.07972 | |
| 2024-05-10 20:52:43,559 INFO --> Eva. Iter 92000 :, FID. 0.4051, Diversity Real. 9.5106, Diversity. 9.8065, R_precision_real. [0.55915179 0.76785714 0.86383929], R_precision. [0.49553571 0.68415179 0.79241071], matching_score_real. 2.3626010162489757, matching_score_pred. 2.854770915848868 | |
| 2024-05-10 20:53:09,631 INFO Train. Iter 92200 : Commit. 0.68208 PPL. 387.80 Recons. 0.07965 | |
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| 2024-05-10 20:54:52,972 INFO Train. Iter 93000 : Commit. 0.68879 PPL. 387.50 Recons. 0.07938 | |
| 2024-05-10 20:55:05,076 INFO --> Eva. Iter 93000 :, FID. 0.3960, Diversity Real. 9.5906, Diversity. 9.7054, R_precision_real. [0.57924107 0.76785714 0.85491071], R_precision. [0.50223214 0.69419643 0.79241071], matching_score_real. 2.3903714077813283, matching_score_pred. 2.836212830884116 | |
| 2024-05-10 20:55:31,240 INFO Train. Iter 93200 : Commit. 0.67775 PPL. 388.23 Recons. 0.07938 | |
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| 2024-05-10 20:57:14,664 INFO Train. Iter 94000 : Commit. 0.74843 PPL. 386.04 Recons. 0.07916 | |
| 2024-05-10 20:57:26,415 INFO --> Eva. Iter 94000 :, FID. 0.4328, Diversity Real. 9.4077, Diversity. 9.5292, R_precision_real. [0.59821429 0.79464286 0.87834821], R_precision. [0.51004464 0.68638393 0.76674107], matching_score_real. 2.35974668604987, matching_score_pred. 2.936419350760324 | |
| 2024-05-10 20:57:26,418 INFO --> --> Diversity Improved from 9.59286 to 9.52919 !!! | |
| 2024-05-10 20:57:52,880 INFO Train. Iter 94200 : Commit. 0.69458 PPL. 387.58 Recons. 0.07964 | |
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| 2024-05-10 20:59:36,015 INFO Train. Iter 95000 : Commit. 0.69193 PPL. 387.18 Recons. 0.07937 | |
| 2024-05-10 20:59:47,766 INFO --> Eva. Iter 95000 :, FID. 0.2989, Diversity Real. 9.5200, Diversity. 9.3321, R_precision_real. [0.59821429 0.77678571 0.84151786], R_precision. [0.50446429 0.69196429 0.78459821], matching_score_real. 2.3721384150641307, matching_score_pred. 2.8405953219958713 | |
| 2024-05-10 21:00:13,788 INFO Train. Iter 95200 : Commit. 0.67900 PPL. 386.88 Recons. 0.07923 | |
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| 2024-05-10 21:01:57,287 INFO Train. Iter 96000 : Commit. 0.69626 PPL. 385.77 Recons. 0.07892 | |
| 2024-05-10 21:02:08,828 INFO --> Eva. Iter 96000 :, FID. 0.4484, Diversity Real. 9.2976, Diversity. 9.2839, R_precision_real. [0.58928571 0.7734375 0.85267857], R_precision. [0.49776786 0.68973214 0.78236607], matching_score_real. 2.3705981501511166, matching_score_pred. 2.878884017467499 | |
| 2024-05-10 21:02:08,831 INFO --> --> Diversity Improved from 9.52919 to 9.28388 !!! | |
| 2024-05-10 21:02:35,252 INFO Train. Iter 96200 : Commit. 0.70619 PPL. 388.70 Recons. 0.07959 | |
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| 2024-05-10 21:04:18,402 INFO Train. Iter 97000 : Commit. 0.66425 PPL. 389.45 Recons. 0.07831 | |
| 2024-05-10 21:04:30,017 INFO --> Eva. Iter 97000 :, FID. 0.4215, Diversity Real. 9.5898, Diversity. 9.5172, R_precision_real. [0.60379464 0.78236607 0.87276786], R_precision. [0.5078125 0.71763393 0.79129464], matching_score_real. 2.3914705174309865, matching_score_pred. 2.9041276488985335 | |
| 2024-05-10 21:04:30,018 INFO --> --> Diversity Improved from 9.28388 to 9.51718 !!! | |
| 2024-05-10 21:04:56,864 INFO Train. Iter 97200 : Commit. 0.67216 PPL. 389.78 Recons. 0.07865 | |
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| 2024-05-10 21:06:39,922 INFO Train. Iter 98000 : Commit. 0.66822 PPL. 389.78 Recons. 0.07844 | |
| 2024-05-10 21:06:51,538 INFO --> Eva. Iter 98000 :, FID. 0.4838, Diversity Real. 9.0541, Diversity. 9.2578, R_precision_real. [0.59709821 0.77678571 0.85267857], R_precision. [0.50558036 0.68191964 0.77120536], matching_score_real. 2.3856221650327956, matching_score_pred. 2.887400371687753 | |
| 2024-05-10 21:06:51,542 INFO --> --> Diversity Improved from 9.51718 to 9.25782 !!! | |
| 2024-05-10 21:07:18,276 INFO Train. Iter 98200 : Commit. 0.67174 PPL. 392.45 Recons. 0.07843 | |
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| 2024-05-10 21:09:01,220 INFO Train. Iter 99000 : Commit. 0.66565 PPL. 392.01 Recons. 0.07826 | |
| 2024-05-10 21:09:12,942 INFO --> Eva. Iter 99000 :, FID. 0.2911, Diversity Real. 9.2174, Diversity. 9.9276, R_precision_real. [0.58035714 0.765625 0.85379464], R_precision. [0.50558036 0.70424107 0.78013393], matching_score_real. 2.355146361248834, matching_score_pred. 2.83129574571337 | |
| 2024-05-10 21:09:39,409 INFO Train. Iter 99200 : Commit. 0.66299 PPL. 392.55 Recons. 0.07799 | |
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| 2024-05-10 21:11:22,551 INFO Train. Iter 100000 : Commit. 0.67892 PPL. 392.25 Recons. 0.07834 | |
| 2024-05-10 21:11:34,294 INFO --> Eva. Iter 100000 :, FID. 0.3535, Diversity Real. 9.5283, Diversity. 9.2158, R_precision_real. [0.59821429 0.78794643 0.86160714], R_precision. [0.52455357 0.70424107 0.79241071], matching_score_real. 2.365653387137822, matching_score_pred. 2.80720146213259 | |