nohup: ignoring input
/scratch/ts1v23/.conda/envs/tlcontrol/lib/python3.10/site-packages/torch/nn/modules/transformer.py:392: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.self_attn.batch_first was not True(use batch_first for better inference performance)
  warnings.warn(
------------ Options -------------
batch_size: 64
checkpoints_dir: ./checkpoints
cond_drop_prob: 0.1
control: trajectory
ctrl_loss: 0.9
dataset_name: t2m
dropout: 0.2
eval_every_e: 10
ff_size: 1024
force_mask: False
gamma: 0.1
gpu_id: 0
gumbel_sample: False
is_continue: False
is_train: True
latent_dim: 384
log_every: 50
lr: 0.0002
max_epoch: 1500
max_motion_length: 196
milestones: [50000]
n_heads: 6
n_layers: 8
name: My_t2m_transformer_1500_new_vae
save_latest: 500
seed: 3407
share_weight: False
trans_name: t2m_nlayer8_nhead6_ld384_ff1024_cdp0.1_rvq6ns
unit_length: 4
vq_name: rvq_nq1_dc512_nc512
warm_up_iter: 2000
xent: 0.1
-------------- End ----------------
Loading VQ Model /scratch/ts1v23/workspace/MaskControl/save_weights_vq/best_model_epoch_hml_emaReset.pth
latent_dim: 384, ff_size: 1024, nlayers: 8, nheads: 6, dropout: 0.2
Loading CLIP...
Total parameters of all models: 13.04M

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Reading ./checkpoints/t2m/Comp_v6_KLD005/opt.txt
Loading dataset t2m ...

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Pointer Pointing at 0
Ground Truth Dataset Loading Completed!!!
Reading ./checkpoints/t2m/Comp_v6_KLD005/opt.txt
Loading Evaluation Model Wrapper (Epoch 28) Completed!!
Total Epochs: 1500, Total Iters: 574500
Iters Per Epoch, Training: 0383, Validation: 023
--> 	 Eva. Ep 0 :, FID. 58.9946, Diversity Real. 9.2266, Diversity. 1.4159, R_precision_real. [0.49800532 0.6981383  0.79454787], R_precision. [0.02260638 0.05452128 0.08976064], matching_score_real. 2.9204089641571045, matching_score_pred. 8.096251487731934
--> --> 	 FID Improved from 100.00000 to 58.99462 !!!
--> --> 	 matching_score Improved from 100.00000 to 8.09625 !!!
--> --> 	 Diversity Improved from 100.00000 to 1.41587 !!!
--> --> 	 Top1 Improved from 0.0000 to 0.0226 !!!
--> --> 	 Top2 Improved from 0.0000 to 0.0545 !!!
--> --> 	 Top3 Improved from 0.0000 to 0.0898 !!!
ep/it: 0-  49 niter:    50  0m 30s (- 5812m 46s) completed:  0%) loss_emb: 0.0063  loss: 4.8500  acc: 0.0281  lr: 0.0000 
ep/it: 0-  99 niter:   100  0m 48s (- 4657m 42s) completed:  0%) loss_emb: 0.0062  loss: 4.4904  acc: 0.1090  lr: 0.0000 
ep/it: 0- 149 niter:   150  1m 6s (- 4252m 4s) completed:  0%) loss_emb: 0.0061  loss: 4.2583  acc: 0.1208  lr: 0.0000 
ep/it: 0- 199 niter:   200  1m 24s (- 4035m 41s) completed:  0%) loss_emb: 0.0061  loss: 4.1576  acc: 0.1206  lr: 0.0000 
ep/it: 0- 249 niter:   250  1m 42s (- 3925m 14s) completed:  0%) loss_emb: 0.0061  loss: 4.0870  acc: 0.1270  lr: 0.0000 
ep/it: 0- 299 niter:   300  2m 0s (- 3831m 29s) completed:  0%) loss_emb: 0.0061  loss: 4.0407  acc: 0.1259  lr: 0.0000 
ep/it: 0- 349 niter:   350  2m 18s (- 3782m 53s) completed:  0%) loss_emb: 0.0061  loss: 3.9682  acc: 0.1354  lr: 0.0000 
Validation time:
Validation loss:3.859, accuracy:0.146
Improved accuracy from 0.00 to 0.1459027936925059!!!
ep/it: 1-  16 niter:   400  2m 39s (- 3814m 52s) completed:  0%) loss_emb: 0.0060  loss: 3.9111  acc: 0.1410  lr: 0.0000 
ep/it: 1-  66 niter:   450  2m 57s (- 3782m 44s) completed:  0%) loss_emb: 0.0060  loss: 3.8601  acc: 0.1448  lr: 0.0000 
ep/it: 1- 116 niter:   500  3m 16s (- 3754m 5s) completed:  0%) loss_emb: 0.0060  loss: 3.8210  acc: 0.1559  lr: 0.0000 
ep/it: 1- 166 niter:   550  3m 34s (- 3735m 40s) completed:  0%) loss_emb: 0.0060  loss: 3.7820  acc: 0.1628  lr: 0.0001 
ep/it: 1- 216 niter:   600  3m 53s (- 3717m 25s) completed:  0%) loss_emb: 0.0060  loss: 3.7541  acc: 0.1641  lr: 0.0001 
ep/it: 1- 266 niter:   650  4m 11s (- 3702m 54s) completed:  0%) loss_emb: 0.0059  loss: 3.7306  acc: 0.1679  lr: 0.0001 
ep/it: 1- 316 niter:   700  4m 29s (- 3686m 43s) completed:  0%) loss_emb: 0.0059  loss: 3.6961  acc: 0.1736  lr: 0.0001 
ep/it: 1- 366 niter:   750  4m 47s (- 3667m 42s) completed:  0%) loss_emb: 0.0059  loss: 3.6810  acc: 0.1776  lr: 0.0001 
Validation time:
Validation loss:3.625, accuracy:0.183
Improved accuracy from 0.15 to 0.1825800667638364!!!
ep/it: 2-  33 niter:   800  5m 8s (- 3687m 51s) completed:  0%) loss_emb: 0.0059  loss: 3.6494  acc: 0.1822  lr: 0.0001 
ep/it: 2-  83 niter:   850  5m 26s (- 3675m 48s) completed:  0%) loss_emb: 0.0059  loss: 3.6298  acc: 0.1851  lr: 0.0001 
ep/it: 2- 133 niter:   900  5m 44s (- 3658m 4s) completed:  0%) loss_emb: 0.0058  loss: 3.6021  acc: 0.1892  lr: 0.0001 
ep/it: 2- 183 niter:   950  6m 1s (- 3636m 36s) completed:  0%) loss_emb: 0.0058  loss: 3.5784  acc: 0.1944  lr: 0.0001 
ep/it: 2- 233 niter:  1000  6m 18s (- 3621m 36s) completed:  0%) loss_emb: 0.0058  loss: 3.5586  acc: 0.1972  lr: 0.0001 
ep/it: 2- 283 niter:  1050  6m 36s (- 3607m 52s) completed:  0%) loss_emb: 0.0058  loss: 3.5328  acc: 0.2034  lr: 0.0001 
ep/it: 2- 333 niter:  1100  6m 54s (- 3599m 33s) completed:  0%) loss_emb: 0.0057  loss: 3.5223  acc: 0.2054  lr: 0.0001 
Validation time:
Validation loss:3.444, accuracy:0.220
Improved accuracy from 0.18 to 0.22041429579257965!!!
ep/it: 3-   0 niter:  1150  7m 14s (- 3613m 8s) completed:  0%) loss_emb: 0.0057  loss: 3.5034  acc: 0.2096  lr: 0.0001 
ep/it: 3-  50 niter:  1200  7m 32s (- 3604m 8s) completed:  0%) loss_emb: 0.0057  loss: 3.4700  acc: 0.2172  lr: 0.0001 
ep/it: 3- 100 niter:  1250  7m 49s (- 3590m 21s) completed:  0%) loss_emb: 0.0057  loss: 3.4577  acc: 0.2184  lr: 0.0001 
ep/it: 3- 150 niter:  1300  8m 7s (- 3581m 49s) completed:  0%) loss_emb: 0.0056  loss: 3.4184  acc: 0.2263  lr: 0.0001 
ep/it: 3- 200 niter:  1350  8m 25s (- 3577m 46s) completed:  0%) loss_emb: 0.0056  loss: 3.3929  acc: 0.2295  lr: 0.0001 
ep/it: 3- 250 niter:  1400  8m 43s (- 3571m 53s) completed:  0%) loss_emb: 0.0056  loss: 3.3783  acc: 0.2328  lr: 0.0001 
ep/it: 3- 300 niter:  1450  9m 1s (- 3566m 45s) completed:  0%) loss_emb: 0.0055  loss: 3.3374  acc: 0.2421  lr: 0.0001 
ep/it: 3- 350 niter:  1500  9m 19s (- 3560m 54s) completed:  0%) loss_emb: 0.0055  loss: 3.3267  acc: 0.2442  lr: 0.0001 
Validation time:
Validation loss:3.229, accuracy:0.264
Improved accuracy from 0.22 to 0.2635283405366151!!!
ep/it: 4-  17 niter:  1550  9m 40s (- 3574m 56s) completed:  0%) loss_emb: 0.0055  loss: 3.2835  acc: 0.2530  lr: 0.0002 
ep/it: 4-  67 niter:  1600  9m 57s (- 3565m 37s) completed:  0%) loss_emb: 0.0055  loss: 3.2682  acc: 0.2541  lr: 0.0002 
ep/it: 4- 117 niter:  1650  10m 14s (- 3556m 22s) completed:  0%) loss_emb: 0.0054  loss: 3.2445  acc: 0.2606  lr: 0.0002 
ep/it: 4- 167 niter:  1700  10m 31s (- 3546m 30s) completed:  0%) loss_emb: 0.0054  loss: 3.1950  acc: 0.2709  lr: 0.0002 
ep/it: 4- 217 niter:  1750  10m 48s (- 3539m 49s) completed:  0%) loss_emb: 0.0054  loss: 3.2114  acc: 0.2674  lr: 0.0002 
ep/it: 4- 267 niter:  1800  11m 6s (- 3532m 15s) completed:  0%) loss_emb: 0.0053  loss: 3.1803  acc: 0.2719  lr: 0.0002 
ep/it: 4- 317 niter:  1850  11m 23s (- 3524m 59s) completed:  0%) loss_emb: 0.0053  loss: 3.1609  acc: 0.2776  lr: 0.0002 
ep/it: 4- 367 niter:  1900  11m 40s (- 3517m 43s) completed:  0%) loss_emb: 0.0053  loss: 3.1454  acc: 0.2793  lr: 0.0002 
Validation time:
Validation loss:3.061, accuracy:0.296
Improved accuracy from 0.26 to 0.29569596959197003!!!
--> 	 Eva. Ep 5 :, FID. 12.1853, Diversity Real. 9.4504, Diversity. 6.7138, R_precision_real. [0.5099734  0.69880319 0.80053191], R_precision. [0.15093085 0.25598404 0.33710106], matching_score_real. 2.926840305328369, matching_score_pred. 6.288003444671631
--> --> 	 FID Improved from 58.99462 to 12.18526 !!!
--> --> 	 matching_score Improved from 8.09625 to 6.28800 !!!
--> --> 	 Diversity Improved from 1.41587 to 6.71383 !!!
--> --> 	 Top1 Improved from 0.0226 to 0.1509 !!!
--> --> 	 Top2 Improved from 0.0545 to 0.2560 !!!
--> --> 	 Top3 Improved from 0.0898 to 0.3371 !!!
ep/it: 5-  34 niter:  1950  12m 9s (- 3571m 35s) completed:  0%) loss_emb: 0.0052  loss: 3.0911  acc: 0.2914  lr: 0.0002 
ep/it: 5-  84 niter:  2000  12m 26s (- 3562m 53s) completed:  0%) loss_emb: 0.0052  loss: 3.0806  acc: 0.2933  lr: 0.0002 
ep/it: 5- 134 niter:  2050  12m 44s (- 3558m 19s) completed:  0%) loss_emb: 0.0052  loss: 3.0909  acc: 0.2903  lr: 0.0002 
ep/it: 5- 184 niter:  2100  13m 1s (- 3550m 39s) completed:  0%) loss_emb: 0.0052  loss: 3.0384  acc: 0.3005  lr: 0.0002 
ep/it: 5- 234 niter:  2150  13m 18s (- 3544m 40s) completed:  0%) loss_emb: 0.0052  loss: 3.0220  acc: 0.3042  lr: 0.0002 
ep/it: 5- 284 niter:  2200  13m 36s (- 3538m 55s) completed:  0%) loss_emb: 0.0051  loss: 2.9897  acc: 0.3094  lr: 0.0002 
ep/it: 5- 334 niter:  2250  13m 53s (- 3534m 1s) completed:  0%) loss_emb: 0.0051  loss: 2.9630  acc: 0.3155  lr: 0.0002 
Validation time:
Validation loss:2.868, accuracy:0.334
Improved accuracy from 0.30 to 0.33383047062417737!!!
ep/it: 6-   1 niter:  2300  14m 13s (- 3540m 43s) completed:  0%) loss_emb: 0.0051  loss: 2.9675  acc: 0.3128  lr: 0.0002 
ep/it: 6-  51 niter:  2350  14m 31s (- 3537m 52s) completed:  0%) loss_emb: 0.0051  loss: 2.9230  acc: 0.3234  lr: 0.0002 
ep/it: 6- 101 niter:  2400  14m 49s (- 3532m 42s) completed:  0%) loss_emb: 0.0050  loss: 2.8981  acc: 0.3283  lr: 0.0002 
ep/it: 6- 151 niter:  2450  15m 7s (- 3529m 48s) completed:  0%) loss_emb: 0.0050  loss: 2.8775  acc: 0.3322  lr: 0.0002 
ep/it: 6- 201 niter:  2500  15m 26s (- 3533m 17s) completed:  0%) loss_emb: 0.0050  loss: 2.8439  acc: 0.3359  lr: 0.0002 
ep/it: 6- 251 niter:  2550  15m 46s (- 3537m 9s) completed:  0%) loss_emb: 0.0050  loss: 2.8357  acc: 0.3364  lr: 0.0002 
ep/it: 6- 301 niter:  2600  16m 4s (- 3535m 16s) completed:  0%) loss_emb: 0.0050  loss: 2.8072  acc: 0.3440  lr: 0.0002 
ep/it: 6- 351 niter:  2650  16m 22s (- 3535m 17s) completed:  0%) loss_emb: 0.0049  loss: 2.7886  acc: 0.3473  lr: 0.0002 
Validation time:
Validation loss:2.696, accuracy:0.365
Improved accuracy from 0.33 to 0.3654586180396702!!!
ep/it: 7-  18 niter:  2700  16m 43s (- 3543m 5s) completed:  0%) loss_emb: 0.0049  loss: 2.7771  acc: 0.3520  lr: 0.0002 
ep/it: 7-  68 niter:  2750  17m 1s (- 3540m 5s) completed:  0%) loss_emb: 0.0049  loss: 2.7433  acc: 0.3545  lr: 0.0002 
ep/it: 7- 118 niter:  2800  17m 20s (- 3541m 3s) completed:  0%) loss_emb: 0.0049  loss: 2.7199  acc: 0.3596  lr: 0.0002 
ep/it: 7- 168 niter:  2850  17m 37s (- 3536m 47s) completed:  0%) loss_emb: 0.0049  loss: 2.7032  acc: 0.3621  lr: 0.0002 
ep/it: 7- 218 niter:  2900  17m 55s (- 3534m 37s) completed:  0%) loss_emb: 0.0048  loss: 2.6954  acc: 0.3674  lr: 0.0002 
ep/it: 7- 268 niter:  2950  18m 13s (- 3531m 54s) completed:  0%) loss_emb: 0.0048  loss: 2.6804  acc: 0.3680  lr: 0.0002 
ep/it: 7- 318 niter:  3000  18m 33s (- 3534m 32s) completed:  0%) loss_emb: 0.0048  loss: 2.6526  acc: 0.3772  lr: 0.0002 
ep/it: 7- 368 niter:  3050  18m 51s (- 3533m 24s) completed:  0%) loss_emb: 0.0048  loss: 2.6643  acc: 0.3739  lr: 0.0002 
Validation time:
Validation loss:2.556, accuracy:0.395
Improved accuracy from 0.37 to 0.3949563891991325!!!
ep/it: 8-  35 niter:  3100  19m 12s (- 3541m 37s) completed:  0%) loss_emb: 0.0048  loss: 2.6196  acc: 0.3825  lr: 0.0002 
ep/it: 8-  85 niter:  3150  19m 30s (- 3537m 41s) completed:  0%) loss_emb: 0.0047  loss: 2.6077  acc: 0.3865  lr: 0.0002 
ep/it: 8- 135 niter:  3200  19m 47s (- 3533m 45s) completed:  0%) loss_emb: 0.0048  loss: 2.6186  acc: 0.3833  lr: 0.0002 
ep/it: 8- 185 niter:  3250  20m 5s (- 3530m 50s) completed:  0%) loss_emb: 0.0047  loss: 2.5761  acc: 0.3938  lr: 0.0002 
ep/it: 8- 235 niter:  3300  20m 23s (- 3529m 22s) completed:  0%) loss_emb: 0.0047  loss: 2.5306  acc: 0.3994  lr: 0.0002 
ep/it: 8- 285 niter:  3350  20m 40s (- 3526m 20s) completed:  0%) loss_emb: 0.0047  loss: 2.5343  acc: 0.4003  lr: 0.0002 
ep/it: 8- 335 niter:  3400  20m 58s (- 3523m 58s) completed:  0%) loss_emb: 0.0047  loss: 2.5330  acc: 0.3999  lr: 0.0002 
Validation time:
Validation loss:2.382, accuracy:0.435
Improved accuracy from 0.39 to 0.43501252842986066!!!
ep/it: 9-   2 niter:  3450  21m 18s (- 3527m 27s) completed:  0%) loss_emb: 0.0046  loss: 2.5007  acc: 0.4085  lr: 0.0002 
ep/it: 9-  52 niter:  3500  21m 36s (- 3524m 25s) completed:  0%) loss_emb: 0.0046  loss: 2.4705  acc: 0.4144  lr: 0.0002 
ep/it: 9- 102 niter:  3550  21m 53s (- 3521m 7s) completed:  0%) loss_emb: 0.0046  loss: 2.4430  acc: 0.4179  lr: 0.0002 
ep/it: 9- 152 niter:  3600  22m 10s (- 3516m 54s) completed:  0%) loss_emb: 0.0046  loss: 2.4578  acc: 0.4186  lr: 0.0002 
ep/it: 9- 202 niter:  3650  22m 28s (- 3514m 17s) completed:  0%) loss_emb: 0.0045  loss: 2.4254  acc: 0.4239  lr: 0.0002 
ep/it: 9- 252 niter:  3700  22m 45s (- 3511m 18s) completed:  0%) loss_emb: 0.0045  loss: 2.4170  acc: 0.4248  lr: 0.0002 
ep/it: 9- 302 niter:  3750  23m 2s (- 3507m 31s) completed:  0%) loss_emb: 0.0045  loss: 2.3963  acc: 0.4325  lr: 0.0002 
ep/it: 9- 352 niter:  3800  23m 20s (- 3505m 17s) completed:  0%) loss_emb: 0.0045  loss: 2.3590  acc: 0.4381  lr: 0.0002 
Validation time:
Validation loss:2.255, accuracy:0.465
Improved accuracy from 0.44 to 0.4654129963854085!!!
--> 	 Eva. Ep 10 :, FID. 8.0481, Diversity Real. 9.2584, Diversity. 7.2468, R_precision_real. [0.50598404 0.68816489 0.77992021], R_precision. [0.18417553 0.32978723 0.43617021], matching_score_real. 2.938728094100952, matching_score_pred. 5.590155601501465
--> --> 	 FID Improved from 12.18526 to 8.04809 !!!
--> --> 	 matching_score Improved from 6.28800 to 5.59016 !!!
--> --> 	 Diversity Improved from 6.71383 to 7.24680 !!!
--> --> 	 Top1 Improved from 0.1509 to 0.1842 !!!
--> --> 	 Top2 Improved from 0.2560 to 0.3298 !!!
--> --> 	 Top3 Improved from 0.3371 to 0.4362 !!!
ep/it:10-  19 niter:  3850  23m 50s (- 3534m 2s) completed:  0%) loss_emb: 0.0045  loss: 2.3770  acc: 0.4377  lr: 0.0002 
ep/it:10-  69 niter:  3900  24m 7s (- 3530m 21s) completed:  0%) loss_emb: 0.0044  loss: 2.3418  acc: 0.4462  lr: 0.0002 
ep/it:10- 119 niter:  3950  24m 25s (- 3527m 25s) completed:  0%) loss_emb: 0.0044  loss: 2.3377  acc: 0.4430  lr: 0.0002 
ep/it:10- 169 niter:  4000  24m 42s (- 3523m 20s) completed:  0%) loss_emb: 0.0044  loss: 2.3211  acc: 0.4481  lr: 0.0002 
ep/it:10- 219 niter:  4050  25m 0s (- 3521m 36s) completed:  0%) loss_emb: 0.0044  loss: 2.3102  acc: 0.4513  lr: 0.0002 
ep/it:10- 269 niter:  4100  25m 17s (- 3518m 28s) completed:  0%) loss_emb: 0.0044  loss: 2.3008  acc: 0.4549  lr: 0.0002 
ep/it:10- 319 niter:  4150  25m 34s (- 3515m 28s) completed:  0%) loss_emb: 0.0043  loss: 2.2769  acc: 0.4587  lr: 0.0002 
ep/it:10- 369 niter:  4200  25m 52s (- 3512m 28s) completed:  0%) loss_emb: 0.0043  loss: 2.2482  acc: 0.4669  lr: 0.0002 
Validation time:
Validation loss:2.107, accuracy:0.497
Improved accuracy from 0.47 to 0.4968422042286914!!!
ep/it:11-  36 niter:  4250  26m 11s (- 3513m 27s) completed:  0%) loss_emb: 0.0043  loss: 2.2336  acc: 0.4680  lr: 0.0002 
ep/it:11-  86 niter:  4300  26m 28s (- 3510m 46s) completed:  0%) loss_emb: 0.0043  loss: 2.2238  acc: 0.4702  lr: 0.0002 
ep/it:11- 136 niter:  4350  26m 46s (- 3509m 3s) completed:  0%) loss_emb: 0.0043  loss: 2.2235  acc: 0.4712  lr: 0.0002 
ep/it:11- 186 niter:  4400  27m 4s (- 3507m 16s) completed:  0%) loss_emb: 0.0043  loss: 2.2333  acc: 0.4667  lr: 0.0002 
ep/it:11- 236 niter:  4450  27m 21s (- 3505m 7s) completed:  0%) loss_emb: 0.0042  loss: 2.2097  acc: 0.4769  lr: 0.0002 
ep/it:11- 286 niter:  4500  27m 39s (- 3503m 7s) completed:  0%) loss_emb: 0.0042  loss: 2.2033  acc: 0.4768  lr: 0.0002 
ep/it:11- 336 niter:  4550  27m 56s (- 3500m 52s) completed:  0%) loss_emb: 0.0042  loss: 2.1779  acc: 0.4799  lr: 0.0002 
Validation time:
Validation loss:2.041, accuracy:0.513
Improved accuracy from 0.50 to 0.5128667147263236!!!
ep/it:12-   3 niter:  4600  28m 17s (- 3505m 20s) completed:  0%) loss_emb: 0.0042  loss: 2.1814  acc: 0.4795  lr: 0.0002 
ep/it:12-  53 niter:  4650  28m 35s (- 3503m 26s) completed:  0%) loss_emb: 0.0041  loss: 2.1400  acc: 0.4891  lr: 0.0002 
ep/it:12- 103 niter:  4700  28m 52s (- 3500m 59s) completed:  0%) loss_emb: 0.0041  loss: 2.1481  acc: 0.4902  lr: 0.0002 
ep/it:12- 153 niter:  4750  29m 9s (- 3498m 2s) completed:  0%) loss_emb: 0.0042  loss: 2.1568  acc: 0.4857  lr: 0.0002 
ep/it:12- 203 niter:  4800  29m 28s (- 3497m 30s) completed:  0%) loss_emb: 0.0041  loss: 2.1177  acc: 0.4940  lr: 0.0002 
ep/it:12- 253 niter:  4850  29m 45s (- 3495m 0s) completed:  0%) loss_emb: 0.0041  loss: 2.1299  acc: 0.4934  lr: 0.0002 
ep/it:12- 303 niter:  4900  30m 2s (- 3493m 3s) completed:  0%) loss_emb: 0.0041  loss: 2.0987  acc: 0.4981  lr: 0.0002 
ep/it:12- 353 niter:  4950  30m 20s (- 3492m 1s) completed:  0%) loss_emb: 0.0041  loss: 2.1150  acc: 0.4940  lr: 0.0002 
Validation time:
Validation loss:1.961, accuracy:0.530
Improved accuracy from 0.51 to 0.5299511642559714!!!
ep/it:13-  20 niter:  5000  30m 43s (- 3499m 55s) completed:  0%) loss_emb: 0.0041  loss: 2.1031  acc: 0.5007  lr: 0.0002 
ep/it:13-  70 niter:  5050  31m 2s (- 3500m 52s) completed:  0%) loss_emb: 0.0040  loss: 2.0830  acc: 0.5020  lr: 0.0002 
ep/it:13- 120 niter:  5100  31m 21s (- 3501m 58s) completed:  0%) loss_emb: 0.0041  loss: 2.1068  acc: 0.4962  lr: 0.0002 
ep/it:13- 170 niter:  5150  31m 39s (- 3500m 48s) completed:  0%) loss_emb: 0.0041  loss: 2.1166  acc: 0.4987  lr: 0.0002 
ep/it:13- 220 niter:  5200  31m 56s (- 3497m 45s) completed:  0%) loss_emb: 0.0040  loss: 2.0632  acc: 0.5067  lr: 0.0002 
ep/it:13- 270 niter:  5250  32m 14s (- 3496m 35s) completed:  0%) loss_emb: 0.0040  loss: 2.0477  acc: 0.5092  lr: 0.0002 
ep/it:13- 320 niter:  5300  32m 32s (- 3494m 46s) completed:  0%) loss_emb: 0.0039  loss: 2.0206  acc: 0.5137  lr: 0.0002 
ep/it:13- 370 niter:  5350  32m 50s (- 3493m 52s) completed:  0%) loss_emb: 0.0040  loss: 2.0349  acc: 0.5123  lr: 0.0002 
Validation time:
Validation loss:1.935, accuracy:0.534
Improved accuracy from 0.53 to 0.534115203048872!!!
ep/it:14-  37 niter:  5400  33m 11s (- 3497m 36s) completed:  0%) loss_emb: 0.0039  loss: 2.0252  acc: 0.5149  lr: 0.0002 
ep/it:14-  87 niter:  5450  33m 28s (- 3495m 30s) completed:  0%) loss_emb: 0.0039  loss: 2.0093  acc: 0.5182  lr: 0.0002 
ep/it:14- 137 niter:  5500  33m 45s (- 3492m 20s) completed:  0%) loss_emb: 0.0039  loss: 2.0354  acc: 0.5147  lr: 0.0002 
ep/it:14- 187 niter:  5550  34m 3s (- 3490m 35s) completed:  0%) loss_emb: 0.0039  loss: 2.0325  acc: 0.5141  lr: 0.0002 
ep/it:14- 237 niter:  5600  34m 20s (- 3488m 53s) completed:  0%) loss_emb: 0.0040  loss: 2.0452  acc: 0.5118  lr: 0.0002 
ep/it:14- 287 niter:  5650  34m 38s (- 3487m 12s) completed:  0%) loss_emb: 0.0039  loss: 2.0128  acc: 0.5193  lr: 0.0002 
ep/it:14- 337 niter:  5700  34m 55s (- 3485m 0s) completed:  0%) loss_emb: 0.0039  loss: 1.9979  acc: 0.5224  lr: 0.0002 
Validation time:
Validation loss:1.904, accuracy:0.545
Improved accuracy from 0.53 to 0.5452720393305239!!!
--> 	 Eva. Ep 15 :, FID. 6.4835, Diversity Real. 9.5065, Diversity. 7.4206, R_precision_real. [0.49867021 0.7087766  0.80651596], R_precision. [0.23271277 0.36702128 0.47007979], matching_score_real. 2.870063066482544, matching_score_pred. 5.209955215454102
--> --> 	 FID Improved from 8.04809 to 6.48346 !!!
--> --> 	 matching_score Improved from 5.59016 to 5.20996 !!!
--> --> 	 Diversity Improved from 7.24680 to 7.42060 !!!
--> --> 	 Top1 Improved from 0.1842 to 0.2327 !!!
--> --> 	 Top2 Improved from 0.3298 to 0.3670 !!!
--> --> 	 Top3 Improved from 0.4362 to 0.4701 !!!
ep/it:15-   4 niter:  5750  35m 25s (- 3504m 0s) completed:  1%) loss_emb: 0.0039  loss: 2.0057  acc: 0.5207  lr: 0.0002 
ep/it:15-  54 niter:  5800  35m 43s (- 3502m 33s) completed:  1%) loss_emb: 0.0039  loss: 2.0117  acc: 0.5191  lr: 0.0002 
ep/it:15- 104 niter:  5850  36m 0s (- 3500m 22s) completed:  1%) loss_emb: 0.0039  loss: 2.0091  acc: 0.5200  lr: 0.0002 
ep/it:15- 154 niter:  5900  36m 18s (- 3499m 17s) completed:  1%) loss_emb: 0.0039  loss: 1.9904  acc: 0.5202  lr: 0.0002 
ep/it:15- 204 niter:  5950  36m 37s (- 3499m 59s) completed:  1%) loss_emb: 0.0039  loss: 1.9694  acc: 0.5259  lr: 0.0002 
ep/it:15- 254 niter:  6000  36m 55s (- 3499m 11s) completed:  1%) loss_emb: 0.0039  loss: 1.9767  acc: 0.5266  lr: 0.0002 
ep/it:15- 304 niter:  6050  37m 14s (- 3498m 54s) completed:  1%) loss_emb: 0.0038  loss: 1.9491  acc: 0.5348  lr: 0.0002 
ep/it:15- 354 niter:  6100  37m 32s (- 3497m 56s) completed:  1%) loss_emb: 0.0038  loss: 1.9820  acc: 0.5272  lr: 0.0002 
Validation time:
Validation loss:1.868, accuracy:0.552
Improved accuracy from 0.55 to 0.5523553101912789!!!
ep/it:16-  21 niter:  6150  37m 52s (- 3500m 14s) completed:  1%) loss_emb: 0.0039  loss: 1.9785  acc: 0.5236  lr: 0.0002 
ep/it:16-  71 niter:  6200  38m 9s (- 3498m 3s) completed:  1%) loss_emb: 0.0038  loss: 1.9439  acc: 0.5335  lr: 0.0002 
ep/it:16- 121 niter:  6250  38m 27s (- 3496m 6s) completed:  1%) loss_emb: 0.0038  loss: 1.9601  acc: 0.5324  lr: 0.0002 
ep/it:16- 171 niter:  6300  38m 44s (- 3493m 32s) completed:  1%) loss_emb: 0.0038  loss: 1.9533  acc: 0.5304  lr: 0.0002 
ep/it:16- 221 niter:  6350  39m 0s (- 3490m 49s) completed:  1%) loss_emb: 0.0038  loss: 1.9213  acc: 0.5390  lr: 0.0002 
ep/it:16- 271 niter:  6400  39m 18s (- 3488m 59s) completed:  1%) loss_emb: 0.0038  loss: 1.9240  acc: 0.5388  lr: 0.0002 
ep/it:16- 321 niter:  6450  39m 35s (- 3486m 57s) completed:  1%) loss_emb: 0.0038  loss: 1.9365  acc: 0.5353  lr: 0.0002 
ep/it:16- 371 niter:  6500  39m 52s (- 3485m 9s) completed:  1%) loss_emb: 0.0038  loss: 1.9306  acc: 0.5377  lr: 0.0002 
Validation time:
Validation loss:1.842, accuracy:0.555
Improved accuracy from 0.55 to 0.554624168769173!!!
ep/it:17-  38 niter:  6550  40m 13s (- 3488m 13s) completed:  1%) loss_emb: 0.0038  loss: 1.9492  acc: 0.5351  lr: 0.0002 
ep/it:17-  88 niter:  6600  40m 31s (- 3486m 33s) completed:  1%) loss_emb: 0.0038  loss: 1.9427  acc: 0.5350  lr: 0.0002 
ep/it:17- 138 niter:  6650  40m 48s (- 3484m 27s) completed:  1%) loss_emb: 0.0038  loss: 1.9164  acc: 0.5388  lr: 0.0002 
ep/it:17- 188 niter:  6700  41m 6s (- 3483m 19s) completed:  1%) loss_emb: 0.0037  loss: 1.9068  acc: 0.5436  lr: 0.0002 
ep/it:17- 238 niter:  6750  41m 24s (- 3482m 30s) completed:  1%) loss_emb: 0.0037  loss: 1.9182  acc: 0.5409  lr: 0.0002 
ep/it:17- 288 niter:  6800  41m 41s (- 3481m 0s) completed:  1%) loss_emb: 0.0037  loss: 1.9017  acc: 0.5432  lr: 0.0002 
ep/it:17- 338 niter:  6850  41m 59s (- 3479m 21s) completed:  1%) loss_emb: 0.0037  loss: 1.9057  acc: 0.5432  lr: 0.0002 
Validation time:
Validation loss:1.783, accuracy:0.571
Improved accuracy from 0.55 to 0.5705806431563004!!!
ep/it:18-   5 niter:  6900  42m 19s (- 3481m 56s) completed:  1%) loss_emb: 0.0037  loss: 1.9118  acc: 0.5418  lr: 0.0002 
ep/it:18-  55 niter:  6950  42m 36s (- 3480m 8s) completed:  1%) loss_emb: 0.0037  loss: 1.8968  acc: 0.5435  lr: 0.0002 
ep/it:18- 105 niter:  7000  42m 54s (- 3478m 59s) completed:  1%) loss_emb: 0.0037  loss: 1.8886  acc: 0.5461  lr: 0.0002 
ep/it:18- 155 niter:  7050  43m 12s (- 3477m 39s) completed:  1%) loss_emb: 0.0036  loss: 1.8662  acc: 0.5534  lr: 0.0002 
ep/it:18- 205 niter:  7100  43m 30s (- 3476m 33s) completed:  1%) loss_emb: 0.0037  loss: 1.9195  acc: 0.5401  lr: 0.0002 
ep/it:18- 255 niter:  7150  43m 47s (- 3474m 37s) completed:  1%) loss_emb: 0.0037  loss: 1.8868  acc: 0.5457  lr: 0.0002 
ep/it:18- 305 niter:  7200  44m 4s (- 3473m 20s) completed:  1%) loss_emb: 0.0037  loss: 1.8896  acc: 0.5457  lr: 0.0002 
ep/it:18- 355 niter:  7250  44m 22s (- 3471m 21s) completed:  1%) loss_emb: 0.0037  loss: 1.9041  acc: 0.5446  lr: 0.0002 
Validation time:
Validation loss:1.737, accuracy:0.582
Improved accuracy from 0.57 to 0.5818368637043497!!!
ep/it:19-  22 niter:  7300  44m 42s (- 3473m 27s) completed:  1%) loss_emb: 0.0037  loss: 1.8860  acc: 0.5478  lr: 0.0002 
ep/it:19-  72 niter:  7350  44m 59s (- 3472m 5s) completed:  1%) loss_emb: 0.0037  loss: 1.8840  acc: 0.5469  lr: 0.0002 
ep/it:19- 122 niter:  7400  45m 17s (- 3470m 50s) completed:  1%) loss_emb: 0.0036  loss: 1.8541  acc: 0.5539  lr: 0.0002 
ep/it:19- 172 niter:  7450  45m 35s (- 3470m 14s) completed:  1%) loss_emb: 0.0037  loss: 1.8671  acc: 0.5491  lr: 0.0002 
ep/it:19- 222 niter:  7500  45m 53s (- 3469m 45s) completed:  1%) loss_emb: 0.0037  loss: 1.8700  acc: 0.5492  lr: 0.0002 
ep/it:19- 272 niter:  7550  46m 12s (- 3469m 19s) completed:  1%) loss_emb: 0.0036  loss: 1.8460  acc: 0.5588  lr: 0.0002 
ep/it:19- 322 niter:  7600  46m 29s (- 3468m 23s) completed:  1%) loss_emb: 0.0036  loss: 1.8690  acc: 0.5520  lr: 0.0002 
ep/it:19- 372 niter:  7650  46m 47s (- 3467m 29s) completed:  1%) loss_emb: 0.0037  loss: 1.8803  acc: 0.5500  lr: 0.0002 
Validation time:
Validation loss:1.721, accuracy:0.586
Improved accuracy from 0.58 to 0.5858340107876322!!!
--> 	 Eva. Ep 20 :, FID. 7.9877, Diversity Real. 9.4602, Diversity. 7.5502, R_precision_real. [0.50265957 0.70079787 0.80053191], R_precision. [0.21409574 0.36968085 0.46609043], matching_score_real. 2.908670663833618, matching_score_pred. 5.3738884925842285
--> --> 	 Diversity Improved from 7.42060 to 7.55023 !!!
--> --> 	 Top2 Improved from 0.3670 to 0.3697 !!!
ep/it:20-  39 niter:  7700  47m 16s (- 3480m 28s) completed:  1%) loss_emb: 0.0036  loss: 1.8365  acc: 0.5575  lr: 0.0002 
ep/it:20-  89 niter:  7750  47m 33s (- 3478m 21s) completed:  1%) loss_emb: 0.0036  loss: 1.8503  acc: 0.5554  lr: 0.0002 
ep/it:20- 139 niter:  7800  47m 51s (- 3477m 1s) completed:  1%) loss_emb: 0.0036  loss: 1.8471  acc: 0.5552  lr: 0.0002 
ep/it:20- 189 niter:  7850  48m 8s (- 3475m 2s) completed:  1%) loss_emb: 0.0036  loss: 1.8582  acc: 0.5513  lr: 0.0002 
ep/it:20- 239 niter:  7900  48m 25s (- 3473m 0s) completed:  1%) loss_emb: 0.0036  loss: 1.8254  acc: 0.5589  lr: 0.0002 
ep/it:20- 289 niter:  7950  48m 42s (- 3471m 26s) completed:  1%) loss_emb: 0.0036  loss: 1.8268  acc: 0.5627  lr: 0.0002 
ep/it:20- 339 niter:  8000  48m 59s (- 3469m 44s) completed:  1%) loss_emb: 0.0036  loss: 1.8311  acc: 0.5619  lr: 0.0002 
Validation time:
Validation loss:1.697, accuracy:0.592
Improved accuracy from 0.59 to 0.5922417303790217!!!
ep/it:21-   6 niter:  8050  49m 19s (- 3471m 14s) completed:  1%) loss_emb: 0.0036  loss: 1.8377  acc: 0.5614  lr: 0.0002 
ep/it:21-  56 niter:  8100  49m 37s (- 3469m 50s) completed:  1%) loss_emb: 0.0036  loss: 1.8367  acc: 0.5594  lr: 0.0002 
ep/it:21- 106 niter:  8150  49m 54s (- 3468m 0s) completed:  1%) loss_emb: 0.0036  loss: 1.8215  acc: 0.5607  lr: 0.0002 
ep/it:21- 156 niter:  8200  50m 11s (- 3466m 40s) completed:  1%) loss_emb: 0.0036  loss: 1.8154  acc: 0.5606  lr: 0.0002 
ep/it:21- 206 niter:  8250  50m 29s (- 3465m 22s) completed:  1%) loss_emb: 0.0035  loss: 1.8005  acc: 0.5690  lr: 0.0002 
ep/it:21- 256 niter:  8300  50m 46s (- 3463m 52s) completed:  1%) loss_emb: 0.0036  loss: 1.8135  acc: 0.5612  lr: 0.0002 
ep/it:21- 306 niter:  8350  51m 4s (- 3463m 29s) completed:  1%) loss_emb: 0.0036  loss: 1.8391  acc: 0.5603  lr: 0.0002 
ep/it:21- 356 niter:  8400  51m 22s (- 3462m 28s) completed:  1%) loss_emb: 0.0036  loss: 1.8259  acc: 0.5604  lr: 0.0002 
Validation time:
Validation loss:1.707, accuracy:0.587
ep/it:22-  23 niter:  8450  51m 43s (- 3465m 14s) completed:  1%) loss_emb: 0.0036  loss: 1.8299  acc: 0.5575  lr: 0.0002 
ep/it:22-  73 niter:  8500  52m 1s (- 3464m 0s) completed:  1%) loss_emb: 0.0035  loss: 1.7993  acc: 0.5672  lr: 0.0002 
ep/it:22- 123 niter:  8550  52m 18s (- 3462m 9s) completed:  1%) loss_emb: 0.0035  loss: 1.7728  acc: 0.5728  lr: 0.0002 
ep/it:22- 173 niter:  8600  52m 35s (- 3460m 57s) completed:  1%) loss_emb: 0.0035  loss: 1.8077  acc: 0.5644  lr: 0.0002 
ep/it:22- 223 niter:  8650  52m 53s (- 3459m 39s) completed:  1%) loss_emb: 0.0035  loss: 1.7896  acc: 0.5668  lr: 0.0002 
ep/it:22- 273 niter:  8700  53m 10s (- 3458m 39s) completed:  1%) loss_emb: 0.0035  loss: 1.7682  acc: 0.5745  lr: 0.0002 
ep/it:22- 323 niter:  8750  53m 29s (- 3458m 32s) completed:  1%) loss_emb: 0.0035  loss: 1.7982  acc: 0.5700  lr: 0.0002 
ep/it:22- 373 niter:  8800  53m 47s (- 3457m 42s) completed:  1%) loss_emb: 0.0035  loss: 1.7837  acc: 0.5704  lr: 0.0002 
Validation time:
Validation loss:1.708, accuracy:0.588
ep/it:23-  40 niter:  8850  54m 7s (- 3459m 52s) completed:  1%) loss_emb: 0.0035  loss: 1.8026  acc: 0.5701  lr: 0.0002 
ep/it:23-  90 niter:  8900  54m 25s (- 3458m 35s) completed:  1%) loss_emb: 0.0035  loss: 1.7968  acc: 0.5676  lr: 0.0002 
ep/it:23- 140 niter:  8950  54m 43s (- 3457m 37s) completed:  1%) loss_emb: 0.0035  loss: 1.7819  acc: 0.5681  lr: 0.0002 
ep/it:23- 190 niter:  9000  55m 0s (- 3456m 41s) completed:  1%) loss_emb: 0.0035  loss: 1.7698  acc: 0.5756  lr: 0.0002 
ep/it:23- 240 niter:  9050  55m 18s (- 3455m 15s) completed:  1%) loss_emb: 0.0035  loss: 1.7941  acc: 0.5689  lr: 0.0002 
ep/it:23- 290 niter:  9100  55m 36s (- 3454m 35s) completed:  1%) loss_emb: 0.0034  loss: 1.7591  acc: 0.5782  lr: 0.0002 
ep/it:23- 340 niter:  9150  55m 54s (- 3454m 13s) completed:  1%) loss_emb: 0.0035  loss: 1.7648  acc: 0.5734  lr: 0.0002 
Validation time:
Validation loss:1.660, accuracy:0.602
Improved accuracy from 0.59 to 0.6018143892288208!!!
ep/it:24-   7 niter:  9200  56m 15s (- 3456m 36s) completed:  1%) loss_emb: 0.0035  loss: 1.7812  acc: 0.5708  lr: 0.0002 
ep/it:24-  57 niter:  9250  56m 34s (- 3457m 3s) completed:  1%) loss_emb: 0.0034  loss: 1.7473  acc: 0.5801  lr: 0.0002 
ep/it:24- 107 niter:  9300  56m 52s (- 3456m 41s) completed:  1%) loss_emb: 0.0035  loss: 1.7784  acc: 0.5736  lr: 0.0002 
ep/it:24- 157 niter:  9350  57m 10s (- 3455m 29s) completed:  1%) loss_emb: 0.0034  loss: 1.7593  acc: 0.5787  lr: 0.0002 
ep/it:24- 207 niter:  9400  57m 27s (- 3454m 14s) completed:  1%) loss_emb: 0.0035  loss: 1.7585  acc: 0.5743  lr: 0.0002 
ep/it:24- 257 niter:  9450  57m 45s (- 3453m 39s) completed:  1%) loss_emb: 0.0035  loss: 1.7685  acc: 0.5751  lr: 0.0002 
ep/it:24- 307 niter:  9500  58m 3s (- 3452m 35s) completed:  1%) loss_emb: 0.0034  loss: 1.7598  acc: 0.5750  lr: 0.0002 
ep/it:24- 357 niter:  9550  58m 20s (- 3451m 17s) completed:  1%) loss_emb: 0.0034  loss: 1.7476  acc: 0.5803  lr: 0.0002 
Validation time:
Validation loss:1.637, accuracy:0.609
Improved accuracy from 0.60 to 0.6094081583230392!!!
--> 	 Eva. Ep 25 :, FID. 5.5517, Diversity Real. 9.7416, Diversity. 7.3287, R_precision_real. [0.52260638 0.71609043 0.80585106], R_precision. [0.25265957 0.41755319 0.54055851], matching_score_real. 2.8769636154174805, matching_score_pred. 4.957147598266602
--> --> 	 FID Improved from 6.48346 to 5.55167 !!!
--> --> 	 matching_score Improved from 5.20996 to 4.95715 !!!
--> --> 	 Top1 Improved from 0.2327 to 0.2527 !!!
--> --> 	 Top2 Improved from 0.3697 to 0.4176 !!!
--> --> 	 Top3 Improved from 0.4701 to 0.5406 !!!
ep/it:25-  24 niter:  9600  58m 49s (- 3461m 54s) completed:  1%) loss_emb: 0.0034  loss: 1.7300  acc: 0.5850  lr: 0.0002 
ep/it:25-  74 niter:  9650  59m 7s (- 3460m 38s) completed:  1%) loss_emb: 0.0035  loss: 1.7671  acc: 0.5736  lr: 0.0002 
ep/it:25- 124 niter:  9700  59m 24s (- 3459m 37s) completed:  1%) loss_emb: 0.0034  loss: 1.7707  acc: 0.5755  lr: 0.0002 
ep/it:25- 174 niter:  9750  59m 42s (- 3458m 30s) completed:  1%) loss_emb: 0.0034  loss: 1.7317  acc: 0.5814  lr: 0.0002 
ep/it:25- 224 niter:  9800  59m 59s (- 3457m 9s) completed:  1%) loss_emb: 0.0035  loss: 1.7625  acc: 0.5744  lr: 0.0002 
ep/it:25- 274 niter:  9850  60m 17s (- 3455m 46s) completed:  1%) loss_emb: 0.0034  loss: 1.7560  acc: 0.5800  lr: 0.0002 
ep/it:25- 324 niter:  9900  60m 34s (- 3454m 33s) completed:  1%) loss_emb: 0.0034  loss: 1.7443  acc: 0.5789  lr: 0.0002 
ep/it:25- 374 niter:  9950  60m 52s (- 3453m 49s) completed:  1%) loss_emb: 0.0034  loss: 1.7672  acc: 0.5740  lr: 0.0002 
Validation time:
Validation loss:1.604, accuracy:0.613
Improved accuracy from 0.61 to 0.6131136521049168!!!
ep/it:26-  41 niter: 10000  61m 12s (- 3455m 3s) completed:  1%) loss_emb: 0.0034  loss: 1.7543  acc: 0.5754  lr: 0.0002 
ep/it:26-  91 niter: 10050  61m 29s (- 3453m 54s) completed:  1%) loss_emb: 0.0034  loss: 1.7347  acc: 0.5820  lr: 0.0002 
ep/it:26- 141 niter: 10100  61m 47s (- 3452m 49s) completed:  1%) loss_emb: 0.0034  loss: 1.7444  acc: 0.5808  lr: 0.0002 
ep/it:26- 191 niter: 10150  62m 4s (- 3451m 33s) completed:  1%) loss_emb: 0.0033  loss: 1.7131  acc: 0.5904  lr: 0.0002 
ep/it:26- 241 niter: 10200  62m 22s (- 3450m 23s) completed:  1%) loss_emb: 0.0034  loss: 1.7427  acc: 0.5803  lr: 0.0002 
ep/it:26- 291 niter: 10250  62m 39s (- 3449m 3s) completed:  1%) loss_emb: 0.0034  loss: 1.7543  acc: 0.5794  lr: 0.0002 
ep/it:26- 341 niter: 10300  62m 56s (- 3448m 7s) completed:  1%) loss_emb: 0.0033  loss: 1.7103  acc: 0.5911  lr: 0.0002 
Validation time:
Validation loss:1.624, accuracy:0.612
ep/it:27-   8 niter: 10350  63m 15s (- 3448m 28s) completed:  1%) loss_emb: 0.0034  loss: 1.7389  acc: 0.5781  lr: 0.0002 
ep/it:27-  58 niter: 10400  63m 33s (- 3447m 28s) completed:  1%) loss_emb: 0.0034  loss: 1.7349  acc: 0.5835  lr: 0.0002 
ep/it:27- 108 niter: 10450  63m 51s (- 3446m 44s) completed:  1%) loss_emb: 0.0034  loss: 1.7368  acc: 0.5806  lr: 0.0002 
ep/it:27- 158 niter: 10500  64m 9s (- 3446m 1s) completed:  1%) loss_emb: 0.0033  loss: 1.6940  acc: 0.5927  lr: 0.0002 
ep/it:27- 208 niter: 10550  64m 27s (- 3445m 20s) completed:  1%) loss_emb: 0.0034  loss: 1.7267  acc: 0.5831  lr: 0.0002 
ep/it:27- 258 niter: 10600  64m 45s (- 3444m 48s) completed:  1%) loss_emb: 0.0034  loss: 1.7138  acc: 0.5863  lr: 0.0002 
ep/it:27- 308 niter: 10650  65m 2s (- 3443m 55s) completed:  1%) loss_emb: 0.0033  loss: 1.6984  acc: 0.5874  lr: 0.0002 
ep/it:27- 358 niter: 10700  65m 20s (- 3442m 56s) completed:  1%) loss_emb: 0.0033  loss: 1.7079  acc: 0.5883  lr: 0.0002 
Validation time:
Validation loss:1.612, accuracy:0.614
Improved accuracy from 0.61 to 0.613618684851605!!!
ep/it:28-  25 niter: 10750  65m 40s (- 3444m 3s) completed:  1%) loss_emb: 0.0034  loss: 1.7130  acc: 0.5859  lr: 0.0002 
ep/it:28-  75 niter: 10800  65m 57s (- 3442m 51s) completed:  1%) loss_emb: 0.0033  loss: 1.7018  acc: 0.5886  lr: 0.0002 
ep/it:28- 125 niter: 10850  66m 15s (- 3441m 38s) completed:  1%) loss_emb: 0.0033  loss: 1.6827  acc: 0.5935  lr: 0.0002 
ep/it:28- 175 niter: 10900  66m 32s (- 3440m 38s) completed:  1%) loss_emb: 0.0033  loss: 1.7208  acc: 0.5889  lr: 0.0002 
ep/it:28- 225 niter: 10950  66m 49s (- 3439m 26s) completed:  1%) loss_emb: 0.0033  loss: 1.6925  acc: 0.5926  lr: 0.0002 
ep/it:28- 275 niter: 11000  67m 7s (- 3438m 15s) completed:  1%) loss_emb: 0.0033  loss: 1.6854  acc: 0.5931  lr: 0.0002 
ep/it:28- 325 niter: 11050  67m 25s (- 3437m 42s) completed:  1%) loss_emb: 0.0034  loss: 1.7122  acc: 0.5872  lr: 0.0002 
ep/it:28- 375 niter: 11100  67m 43s (- 3437m 26s) completed:  1%) loss_emb: 0.0034  loss: 1.7449  acc: 0.5801  lr: 0.0002 
Validation time:
Validation loss:1.611, accuracy:0.617
Improved accuracy from 0.61 to 0.6166252364283022!!!
ep/it:29-  42 niter: 11150  68m 4s (- 3439m 19s) completed:  1%) loss_emb: 0.0033  loss: 1.6920  acc: 0.5907  lr: 0.0002 
ep/it:29-  92 niter: 11200  68m 21s (- 3438m 9s) completed:  1%) loss_emb: 0.0033  loss: 1.7229  acc: 0.5855  lr: 0.0002 
ep/it:29- 142 niter: 11250  68m 39s (- 3437m 6s) completed:  1%) loss_emb: 0.0033  loss: 1.7090  acc: 0.5878  lr: 0.0002 
ep/it:29- 192 niter: 11300  68m 56s (- 3436m 4s) completed:  1%) loss_emb: 0.0033  loss: 1.7142  acc: 0.5858  lr: 0.0002 
ep/it:29- 242 niter: 11350  69m 14s (- 3435m 55s) completed:  1%) loss_emb: 0.0033  loss: 1.7143  acc: 0.5874  lr: 0.0002 
ep/it:29- 292 niter: 11400  69m 33s (- 3436m 2s) completed:  1%) loss_emb: 0.0033  loss: 1.7077  acc: 0.5886  lr: 0.0002 
ep/it:29- 342 niter: 11450  69m 51s (- 3434m 59s) completed:  1%) loss_emb: 0.0033  loss: 1.6708  acc: 0.5978  lr: 0.0002 
Validation time:
Validation loss:1.603, accuracy:0.613
--> 	 Eva. Ep 30 :, FID. 5.9867, Diversity Real. 9.2191, Diversity. 7.3557, R_precision_real. [0.51329787 0.70545213 0.80053191], R_precision. [0.25199468 0.40558511 0.51728723], matching_score_real. 2.897732734680176, matching_score_pred. 4.926780700683594
--> --> 	 matching_score Improved from 4.95715 to 4.92678 !!!
ep/it:30-   9 niter: 11500  70m 22s (- 3445m 6s) completed:  2%) loss_emb: 0.0033  loss: 1.6710  acc: 0.5957  lr: 0.0002 
ep/it:30-  59 niter: 11550  70m 39s (- 3444m 9s) completed:  2%) loss_emb: 0.0033  loss: 1.7179  acc: 0.5845  lr: 0.0002 
ep/it:30- 109 niter: 11600  70m 57s (- 3443m 32s) completed:  2%) loss_emb: 0.0033  loss: 1.6930  acc: 0.5896  lr: 0.0002 
ep/it:30- 159 niter: 11650  71m 15s (- 3442m 56s) completed:  2%) loss_emb: 0.0033  loss: 1.6796  acc: 0.5956  lr: 0.0002 
ep/it:30- 209 niter: 11700  71m 35s (- 3443m 27s) completed:  2%) loss_emb: 0.0033  loss: 1.6666  acc: 0.5978  lr: 0.0002 
ep/it:30- 259 niter: 11750  71m 53s (- 3443m 13s) completed:  2%) loss_emb: 0.0033  loss: 1.6930  acc: 0.5946  lr: 0.0002 
ep/it:30- 309 niter: 11800  72m 11s (- 3442m 46s) completed:  2%) loss_emb: 0.0033  loss: 1.6839  acc: 0.5914  lr: 0.0002 
ep/it:30- 359 niter: 11850  72m 29s (- 3442m 14s) completed:  2%) loss_emb: 0.0033  loss: 1.6620  acc: 0.5966  lr: 0.0002 
Validation time:
Validation loss:1.617, accuracy:0.610
ep/it:31-  26 niter: 11900  72m 51s (- 3444m 24s) completed:  2%) loss_emb: 0.0033  loss: 1.6859  acc: 0.5913  lr: 0.0002 
ep/it:31-  76 niter: 11950  73m 9s (- 3443m 53s) completed:  2%) loss_emb: 0.0033  loss: 1.6668  acc: 0.5974  lr: 0.0002 
ep/it:31- 126 niter: 12000  73m 27s (- 3443m 39s) completed:  2%) loss_emb: 0.0033  loss: 1.6668  acc: 0.5965  lr: 0.0002 
ep/it:31- 176 niter: 12050  73m 45s (- 3443m 0s) completed:  2%) loss_emb: 0.0033  loss: 1.6933  acc: 0.5878  lr: 0.0002 
ep/it:31- 226 niter: 12100  74m 3s (- 3442m 24s) completed:  2%) loss_emb: 0.0033  loss: 1.6605  acc: 0.5974  lr: 0.0002 
ep/it:31- 276 niter: 12150  74m 21s (- 3441m 33s) completed:  2%) loss_emb: 0.0033  loss: 1.6825  acc: 0.5934  lr: 0.0002 
ep/it:31- 326 niter: 12200  74m 38s (- 3440m 28s) completed:  2%) loss_emb: 0.0033  loss: 1.6741  acc: 0.5970  lr: 0.0002 
ep/it:31- 376 niter: 12250  74m 56s (- 3439m 36s) completed:  2%) loss_emb: 0.0032  loss: 1.6560  acc: 0.5985  lr: 0.0002 
Validation time:
Validation loss:1.571, accuracy:0.620
Improved accuracy from 0.62 to 0.6204922873040905!!!
ep/it:32-  43 niter: 12300  75m 15s (- 3440m 0s) completed:  2%) loss_emb: 0.0033  loss: 1.6750  acc: 0.5968  lr: 0.0002 
ep/it:32-  93 niter: 12350  75m 32s (- 3438m 35s) completed:  2%) loss_emb: 0.0033  loss: 1.6681  acc: 0.5967  lr: 0.0002 
ep/it:32- 143 niter: 12400  75m 49s (- 3437m 3s) completed:  2%) loss_emb: 0.0033  loss: 1.6732  acc: 0.5948  lr: 0.0002 
ep/it:32- 193 niter: 12450  76m 6s (- 3435m 55s) completed:  2%) loss_emb: 0.0033  loss: 1.6895  acc: 0.5932  lr: 0.0002 
ep/it:32- 243 niter: 12500  76m 23s (- 3434m 56s) completed:  2%) loss_emb: 0.0032  loss: 1.6426  acc: 0.6037  lr: 0.0002 
ep/it:32- 293 niter: 12550  76m 41s (- 3434m 3s) completed:  2%) loss_emb: 0.0032  loss: 1.6452  acc: 0.6018  lr: 0.0002 
ep/it:32- 343 niter: 12600  76m 59s (- 3433m 16s) completed:  2%) loss_emb: 0.0033  loss: 1.6769  acc: 0.5947  lr: 0.0002 
Validation time:
Validation loss:1.575, accuracy:0.623
Improved accuracy from 0.62 to 0.6231090063634126!!!
ep/it:33-  10 niter: 12650  77m 19s (- 3434m 20s) completed:  2%) loss_emb: 0.0033  loss: 1.6891  acc: 0.5922  lr: 0.0002 
ep/it:33-  60 niter: 12700  77m 36s (- 3432m 58s) completed:  2%) loss_emb: 0.0032  loss: 1.6512  acc: 0.6002  lr: 0.0002 
ep/it:33- 110 niter: 12750  77m 53s (- 3431m 55s) completed:  2%) loss_emb: 0.0033  loss: 1.6653  acc: 0.5962  lr: 0.0002 
ep/it:33- 160 niter: 12800  78m 11s (- 3431m 30s) completed:  2%) loss_emb: 0.0032  loss: 1.6425  acc: 0.6038  lr: 0.0002 
ep/it:33- 210 niter: 12850  78m 29s (- 3430m 46s) completed:  2%) loss_emb: 0.0032  loss: 1.6580  acc: 0.6000  lr: 0.0002 
ep/it:33- 260 niter: 12900  78m 47s (- 3430m 25s) completed:  2%) loss_emb: 0.0033  loss: 1.6718  acc: 0.5944  lr: 0.0002 
ep/it:33- 310 niter: 12950  79m 6s (- 3430m 3s) completed:  2%) loss_emb: 0.0032  loss: 1.6446  acc: 0.6010  lr: 0.0002 
ep/it:33- 360 niter: 13000  79m 24s (- 3429m 29s) completed:  2%) loss_emb: 0.0032  loss: 1.6469  acc: 0.6019  lr: 0.0002 
Validation time:
Validation loss:1.558, accuracy:0.623
Improved accuracy from 0.62 to 0.6232448064762613!!!
ep/it:34-  27 niter: 13050  79m 45s (- 3431m 5s) completed:  2%) loss_emb: 0.0033  loss: 1.6823  acc: 0.5949  lr: 0.0002 
ep/it:34-  77 niter: 13100  80m 3s (- 3430m 52s) completed:  2%) loss_emb: 0.0032  loss: 1.6505  acc: 0.5986  lr: 0.0002 
ep/it:34- 127 niter: 13150  80m 21s (- 3430m 15s) completed:  2%) loss_emb: 0.0032  loss: 1.6534  acc: 0.6010  lr: 0.0002 
ep/it:34- 177 niter: 13200  80m 38s (- 3429m 13s) completed:  2%) loss_emb: 0.0033  loss: 1.6752  acc: 0.5969  lr: 0.0002 
ep/it:34- 227 niter: 13250  80m 55s (- 3428m 8s) completed:  2%) loss_emb: 0.0032  loss: 1.6648  acc: 0.5986  lr: 0.0002 
ep/it:34- 277 niter: 13300  81m 13s (- 3427m 6s) completed:  2%) loss_emb: 0.0032  loss: 1.6542  acc: 0.6014  lr: 0.0002 
ep/it:34- 327 niter: 13350  81m 30s (- 3426m 8s) completed:  2%) loss_emb: 0.0033  loss: 1.6747  acc: 0.5962  lr: 0.0002 
ep/it:34- 377 niter: 13400  81m 48s (- 3425m 14s) completed:  2%) loss_emb: 0.0032  loss: 1.6276  acc: 0.6065  lr: 0.0002 
Validation time:
Validation loss:1.523, accuracy:0.636
Improved accuracy from 0.62 to 0.6362216654031173!!!
--> 	 Eva. Ep 35 :, FID. 6.1374, Diversity Real. 9.6323, Diversity. 7.2533, R_precision_real. [0.54521277 0.72539894 0.81848404], R_precision. [0.24933511 0.40425532 0.51529255], matching_score_real. 2.8509886264801025, matching_score_pred. 5.0426344871521
ep/it:35-  44 niter: 13450  82m 18s (- 3433m 38s) completed:  2%) loss_emb: 0.0032  loss: 1.6508  acc: 0.5993  lr: 0.0002 
ep/it:35-  94 niter: 13500  82m 36s (- 3432m 55s) completed:  2%) loss_emb: 0.0032  loss: 1.6321  acc: 0.6056  lr: 0.0002 
ep/it:35- 144 niter: 13550  82m 54s (- 3432m 7s) completed:  2%) loss_emb: 0.0032  loss: 1.6357  acc: 0.6038  lr: 0.0002 
ep/it:35- 194 niter: 13600  83m 12s (- 3431m 37s) completed:  2%) loss_emb: 0.0032  loss: 1.6256  acc: 0.6042  lr: 0.0002 
ep/it:35- 244 niter: 13650  83m 30s (- 3430m 54s) completed:  2%) loss_emb: 0.0032  loss: 1.6378  acc: 0.6008  lr: 0.0002 
ep/it:35- 294 niter: 13700  83m 47s (- 3430m 4s) completed:  2%) loss_emb: 0.0032  loss: 1.6183  acc: 0.6069  lr: 0.0002 
ep/it:35- 344 niter: 13750  84m 5s (- 3429m 42s) completed:  2%) loss_emb: 0.0032  loss: 1.6451  acc: 0.6021  lr: 0.0002 
Validation time:
Validation loss:1.517, accuracy:0.631
ep/it:36-  11 niter: 13800  84m 26s (- 3430m 39s) completed:  2%) loss_emb: 0.0032  loss: 1.6532  acc: 0.5986  lr: 0.0002 
ep/it:36-  61 niter: 13850  84m 44s (- 3430m 24s) completed:  2%) loss_emb: 0.0031  loss: 1.6024  acc: 0.6125  lr: 0.0002 
ep/it:36- 111 niter: 13900  85m 3s (- 3430m 37s) completed:  2%) loss_emb: 0.0032  loss: 1.6234  acc: 0.6040  lr: 0.0002 
ep/it:36- 161 niter: 13950  85m 22s (- 3430m 23s) completed:  2%) loss_emb: 0.0032  loss: 1.6474  acc: 0.5999  lr: 0.0002 
ep/it:36- 211 niter: 14000  85m 39s (- 3429m 37s) completed:  2%) loss_emb: 0.0032  loss: 1.6354  acc: 0.6031  lr: 0.0002 
ep/it:36- 261 niter: 14050  85m 57s (- 3428m 46s) completed:  2%) loss_emb: 0.0031  loss: 1.5988  acc: 0.6133  lr: 0.0002 
ep/it:36- 311 niter: 14100  86m 16s (- 3428m 40s) completed:  2%) loss_emb: 0.0032  loss: 1.6299  acc: 0.6048  lr: 0.0002 
ep/it:36- 361 niter: 14150  86m 34s (- 3428m 16s) completed:  2%) loss_emb: 0.0032  loss: 1.6432  acc: 0.6025  lr: 0.0002 
Validation time:
Validation loss:1.590, accuracy:0.617
ep/it:37-  28 niter: 14200  86m 55s (- 3429m 37s) completed:  2%) loss_emb: 0.0031  loss: 1.5933  acc: 0.6112  lr: 0.0002 
ep/it:37-  78 niter: 14250  87m 12s (- 3428m 55s) completed:  2%) loss_emb: 0.0032  loss: 1.6547  acc: 0.6021  lr: 0.0002 
ep/it:37- 128 niter: 14300  87m 30s (- 3428m 20s) completed:  2%) loss_emb: 0.0032  loss: 1.6159  acc: 0.6078  lr: 0.0002 
ep/it:37- 178 niter: 14350  87m 48s (- 3427m 17s) completed:  2%) loss_emb: 0.0032  loss: 1.6109  acc: 0.6077  lr: 0.0002 
ep/it:37- 228 niter: 14400  88m 4s (- 3426m 1s) completed:  2%) loss_emb: 0.0032  loss: 1.6296  acc: 0.6044  lr: 0.0002 
ep/it:37- 278 niter: 14450  88m 22s (- 3425m 23s) completed:  2%) loss_emb: 0.0031  loss: 1.5975  acc: 0.6113  lr: 0.0002 
ep/it:37- 328 niter: 14500  88m 40s (- 3424m 25s) completed:  2%) loss_emb: 0.0032  loss: 1.6506  acc: 0.5992  lr: 0.0002 
ep/it:37- 378 niter: 14550  88m 57s (- 3423m 39s) completed:  2%) loss_emb: 0.0032  loss: 1.6403  acc: 0.6021  lr: 0.0002 
Validation time:
Validation loss:1.576, accuracy:0.620
ep/it:38-  45 niter: 14600  89m 17s (- 3424m 25s) completed:  2%) loss_emb: 0.0032  loss: 1.6392  acc: 0.6019  lr: 0.0002 
ep/it:38-  95 niter: 14650  89m 34s (- 3423m 14s) completed:  2%) loss_emb: 0.0031  loss: 1.5995  acc: 0.6145  lr: 0.0002 
ep/it:38- 145 niter: 14700  89m 51s (- 3422m 5s) completed:  2%) loss_emb: 0.0032  loss: 1.6172  acc: 0.6072  lr: 0.0002 
ep/it:38- 195 niter: 14750  90m 9s (- 3421m 20s) completed:  2%) loss_emb: 0.0032  loss: 1.6395  acc: 0.6021  lr: 0.0002 
ep/it:38- 245 niter: 14800  90m 26s (- 3420m 13s) completed:  2%) loss_emb: 0.0032  loss: 1.6186  acc: 0.6069  lr: 0.0002 
ep/it:38- 295 niter: 14850  90m 43s (- 3419m 8s) completed:  2%) loss_emb: 0.0032  loss: 1.6169  acc: 0.6064  lr: 0.0002 
ep/it:38- 345 niter: 14900  91m 0s (- 3418m 14s) completed:  2%) loss_emb: 0.0031  loss: 1.5750  acc: 0.6166  lr: 0.0002 
Validation time:
Validation loss:1.503, accuracy:0.638
Improved accuracy from 0.64 to 0.638080894947052!!!
ep/it:39-  12 niter: 14950  91m 21s (- 3419m 4s) completed:  2%) loss_emb: 0.0032  loss: 1.6390  acc: 0.6048  lr: 0.0002 
ep/it:39-  62 niter: 15000  91m 38s (- 3418m 12s) completed:  2%) loss_emb: 0.0031  loss: 1.5636  acc: 0.6206  lr: 0.0002 
ep/it:39- 112 niter: 15050  91m 55s (- 3417m 20s) completed:  2%) loss_emb: 0.0032  loss: 1.6435  acc: 0.6013  lr: 0.0002 
ep/it:39- 162 niter: 15100  92m 12s (- 3416m 14s) completed:  2%) loss_emb: 0.0031  loss: 1.5968  acc: 0.6120  lr: 0.0002 
ep/it:39- 212 niter: 15150  92m 30s (- 3415m 24s) completed:  2%) loss_emb: 0.0031  loss: 1.5960  acc: 0.6097  lr: 0.0002 
ep/it:39- 262 niter: 15200  92m 48s (- 3414m 46s) completed:  2%) loss_emb: 0.0031  loss: 1.5701  acc: 0.6193  lr: 0.0002 
ep/it:39- 312 niter: 15250  93m 5s (- 3414m 6s) completed:  2%) loss_emb: 0.0031  loss: 1.5829  acc: 0.6178  lr: 0.0002 
ep/it:39- 362 niter: 15300  93m 23s (- 3413m 10s) completed:  2%) loss_emb: 0.0032  loss: 1.6222  acc: 0.6064  lr: 0.0002 
Validation time:
Validation loss:1.478, accuracy:0.641
Improved accuracy from 0.64 to 0.6406200320824332!!!
--> 	 Eva. Ep 40 :, FID. 5.2961, Diversity Real. 9.4918, Diversity. 7.6726, R_precision_real. [0.50332447 0.70013298 0.79787234], R_precision. [0.24867021 0.40425532 0.52593085], matching_score_real. 2.904331684112549, matching_score_pred. 5.0163254737854
--> --> 	 FID Improved from 5.55167 to 5.29614 !!!
--> --> 	 Diversity Improved from 7.55023 to 7.67256 !!!
ep/it:40-  29 niter: 15350  93m 53s (- 3420m 2s) completed:  2%) loss_emb: 0.0032  loss: 1.6353  acc: 0.6033  lr: 0.0002 
ep/it:40-  79 niter: 15400  94m 10s (- 3419m 15s) completed:  2%) loss_emb: 0.0031  loss: 1.5782  acc: 0.6129  lr: 0.0002 
ep/it:40- 129 niter: 15450  94m 27s (- 3418m 12s) completed:  2%) loss_emb: 0.0032  loss: 1.6386  acc: 0.6059  lr: 0.0002 
ep/it:40- 179 niter: 15500  94m 44s (- 3417m 2s) completed:  2%) loss_emb: 0.0032  loss: 1.6206  acc: 0.6060  lr: 0.0002 
ep/it:40- 229 niter: 15550  95m 2s (- 3416m 0s) completed:  2%) loss_emb: 0.0032  loss: 1.6174  acc: 0.6066  lr: 0.0002 
ep/it:40- 279 niter: 15600  95m 18s (- 3414m 49s) completed:  2%) loss_emb: 0.0031  loss: 1.5998  acc: 0.6142  lr: 0.0002 
ep/it:40- 329 niter: 15650  95m 35s (- 3413m 28s) completed:  2%) loss_emb: 0.0032  loss: 1.6144  acc: 0.6042  lr: 0.0002 
ep/it:40- 379 niter: 15700  95m 52s (- 3412m 17s) completed:  2%) loss_emb: 0.0031  loss: 1.5825  acc: 0.6152  lr: 0.0002 
Validation time:
Validation loss:1.509, accuracy:0.634
ep/it:41-  46 niter: 15750  96m 11s (- 3412m 30s) completed:  2%) loss_emb: 0.0031  loss: 1.5918  acc: 0.6127  lr: 0.0002 
ep/it:41-  96 niter: 15800  96m 28s (- 3411m 21s) completed:  2%) loss_emb: 0.0031  loss: 1.6081  acc: 0.6108  lr: 0.0002 
ep/it:41- 146 niter: 15850  96m 44s (- 3409m 59s) completed:  2%) loss_emb: 0.0031  loss: 1.5735  acc: 0.6153  lr: 0.0002 
ep/it:41- 196 niter: 15900  97m 1s (- 3408m 53s) completed:  2%) loss_emb: 0.0031  loss: 1.5974  acc: 0.6103  lr: 0.0002 
ep/it:41- 246 niter: 15950  97m 18s (- 3407m 32s) completed:  2%) loss_emb: 0.0032  loss: 1.6252  acc: 0.6061  lr: 0.0002 
ep/it:41- 296 niter: 16000  97m 35s (- 3406m 30s) completed:  2%) loss_emb: 0.0031  loss: 1.5723  acc: 0.6186  lr: 0.0002 
ep/it:41- 346 niter: 16050  97m 52s (- 3405m 15s) completed:  2%) loss_emb: 0.0031  loss: 1.6025  acc: 0.6108  lr: 0.0002 
Validation time:
Validation loss:1.475, accuracy:0.640
ep/it:42-  13 niter: 16100  98m 11s (- 3405m 35s) completed:  2%) loss_emb: 0.0031  loss: 1.5826  acc: 0.6152  lr: 0.0002 
ep/it:42-  63 niter: 16150  98m 27s (- 3404m 10s) completed:  2%) loss_emb: 0.0031  loss: 1.5973  acc: 0.6116  lr: 0.0002 
ep/it:42- 113 niter: 16200  98m 45s (- 3403m 16s) completed:  2%) loss_emb: 0.0031  loss: 1.6045  acc: 0.6110  lr: 0.0002 
ep/it:42- 163 niter: 16250  99m 2s (- 3402m 14s) completed:  2%) loss_emb: 0.0031  loss: 1.5906  acc: 0.6110  lr: 0.0002 
ep/it:42- 213 niter: 16300  99m 18s (- 3401m 1s) completed:  2%) loss_emb: 0.0031  loss: 1.6048  acc: 0.6102  lr: 0.0002 
ep/it:42- 263 niter: 16350  99m 35s (- 3399m 49s) completed:  2%) loss_emb: 0.0031  loss: 1.5851  acc: 0.6133  lr: 0.0002 
ep/it:42- 313 niter: 16400  99m 52s (- 3398m 38s) completed:  2%) loss_emb: 0.0032  loss: 1.6609  acc: 0.5972  lr: 0.0002 
ep/it:42- 363 niter: 16450  100m 9s (- 3397m 35s) completed:  2%) loss_emb: 0.0031  loss: 1.5900  acc: 0.6114  lr: 0.0002 
Validation time:
Validation loss:1.511, accuracy:0.634
ep/it:43-  30 niter: 16500  100m 28s (- 3397m 52s) completed:  2%) loss_emb: 0.0031  loss: 1.5700  acc: 0.6174  lr: 0.0002 
ep/it:43-  80 niter: 16550  100m 44s (- 3396m 29s) completed:  2%) loss_emb: 0.0031  loss: 1.6041  acc: 0.6078  lr: 0.0002 
ep/it:43- 130 niter: 16600  101m 1s (- 3395m 18s) completed:  2%) loss_emb: 0.0031  loss: 1.5760  acc: 0.6173  lr: 0.0002 
ep/it:43- 180 niter: 16650  101m 18s (- 3394m 7s) completed:  2%) loss_emb: 0.0031  loss: 1.5874  acc: 0.6122  lr: 0.0002 
ep/it:43- 230 niter: 16700  101m 35s (- 3393m 2s) completed:  2%) loss_emb: 0.0031  loss: 1.5871  acc: 0.6118  lr: 0.0002 
ep/it:43- 280 niter: 16750  101m 51s (- 3391m 51s) completed:  2%) loss_emb: 0.0031  loss: 1.5761  acc: 0.6165  lr: 0.0002 
ep/it:43- 330 niter: 16800  102m 8s (- 3390m 44s) completed:  2%) loss_emb: 0.0031  loss: 1.5843  acc: 0.6136  lr: 0.0002 
ep/it:43- 380 niter: 16850  102m 25s (- 3389m 33s) completed:  2%) loss_emb: 0.0031  loss: 1.5918  acc: 0.6157  lr: 0.0002 
Validation time:
Validation loss:1.488, accuracy:0.639
ep/it:44-  47 niter: 16900  102m 44s (- 3389m 40s) completed:  2%) loss_emb: 0.0031  loss: 1.5989  acc: 0.6099  lr: 0.0002 
ep/it:44-  97 niter: 16950  103m 0s (- 3388m 30s) completed:  2%) loss_emb: 0.0031  loss: 1.5719  acc: 0.6171  lr: 0.0002 
ep/it:44- 147 niter: 17000  103m 17s (- 3387m 15s) completed:  2%) loss_emb: 0.0031  loss: 1.6050  acc: 0.6087  lr: 0.0002 
ep/it:44- 197 niter: 17050  103m 34s (- 3386m 26s) completed:  2%) loss_emb: 0.0031  loss: 1.5930  acc: 0.6119  lr: 0.0002 
ep/it:44- 247 niter: 17100  103m 51s (- 3385m 20s) completed:  2%) loss_emb: 0.0031  loss: 1.5766  acc: 0.6182  lr: 0.0002 
ep/it:44- 297 niter: 17150  104m 7s (- 3384m 8s) completed:  2%) loss_emb: 0.0031  loss: 1.6011  acc: 0.6097  lr: 0.0002 
ep/it:44- 347 niter: 17200  104m 24s (- 3382m 54s) completed:  2%) loss_emb: 0.0031  loss: 1.5792  acc: 0.6134  lr: 0.0002 
Validation time:
Validation loss:1.484, accuracy:0.641
Improved accuracy from 0.64 to 0.6414091094680454!!!
--> 	 Eva. Ep 45 :, FID. 4.9468, Diversity Real. 9.4385, Diversity. 7.5469, R_precision_real. [0.50930851 0.7081117  0.8018617 ], R_precision. [0.26861702 0.44614362 0.5518617 ], matching_score_real. 2.9013190269470215, matching_score_pred. 4.757622718811035
--> --> 	 FID Improved from 5.29614 to 4.94684 !!!
--> --> 	 matching_score Improved from 4.92678 to 4.75762 !!!
--> --> 	 Top1 Improved from 0.2527 to 0.2686 !!!
--> --> 	 Top2 Improved from 0.4176 to 0.4461 !!!
--> --> 	 Top3 Improved from 0.5406 to 0.5519 !!!
ep/it:45-  14 niter: 17250  104m 53s (- 3388m 37s) completed:  3%) loss_emb: 0.0031  loss: 1.5878  acc: 0.6129  lr: 0.0002 
ep/it:45-  64 niter: 17300  105m 10s (- 3387m 18s) completed:  3%) loss_emb: 0.0031  loss: 1.5825  acc: 0.6131  lr: 0.0002 
ep/it:45- 114 niter: 17350  105m 26s (- 3385m 58s) completed:  3%) loss_emb: 0.0031  loss: 1.5756  acc: 0.6159  lr: 0.0002 
ep/it:45- 164 niter: 17400  105m 42s (- 3384m 37s) completed:  3%) loss_emb: 0.0031  loss: 1.5785  acc: 0.6169  lr: 0.0002 
ep/it:45- 214 niter: 17450  105m 59s (- 3383m 28s) completed:  3%) loss_emb: 0.0030  loss: 1.5475  acc: 0.6207  lr: 0.0002 
ep/it:45- 264 niter: 17500  106m 15s (- 3382m 7s) completed:  3%) loss_emb: 0.0030  loss: 1.5654  acc: 0.6204  lr: 0.0002 
ep/it:45- 314 niter: 17550  106m 32s (- 3380m 59s) completed:  3%) loss_emb: 0.0031  loss: 1.5671  acc: 0.6171  lr: 0.0002 
ep/it:45- 364 niter: 17600  106m 49s (- 3380m 0s) completed:  3%) loss_emb: 0.0031  loss: 1.5915  acc: 0.6145  lr: 0.0002 
Validation time:
Validation loss:1.522, accuracy:0.631
ep/it:46-  31 niter: 17650  107m 8s (- 3380m 14s) completed:  3%) loss_emb: 0.0031  loss: 1.5881  acc: 0.6122  lr: 0.0002 
ep/it:46-  81 niter: 17700  107m 25s (- 3379m 14s) completed:  3%) loss_emb: 0.0031  loss: 1.5922  acc: 0.6110  lr: 0.0002 
ep/it:46- 131 niter: 17750  107m 41s (- 3378m 0s) completed:  3%) loss_emb: 0.0031  loss: 1.6037  acc: 0.6079  lr: 0.0002 
ep/it:46- 181 niter: 17800  107m 58s (- 3376m 51s) completed:  3%) loss_emb: 0.0031  loss: 1.5812  acc: 0.6127  lr: 0.0002 
ep/it:46- 231 niter: 17850  108m 14s (- 3375m 45s) completed:  3%) loss_emb: 0.0030  loss: 1.5341  acc: 0.6249  lr: 0.0002 
ep/it:46- 281 niter: 17900  108m 31s (- 3374m 40s) completed:  3%) loss_emb: 0.0031  loss: 1.5888  acc: 0.6108  lr: 0.0002 
ep/it:46- 331 niter: 17950  108m 48s (- 3373m 30s) completed:  3%) loss_emb: 0.0031  loss: 1.5828  acc: 0.6141  lr: 0.0002 
ep/it:46- 381 niter: 18000  109m 4s (- 3372m 18s) completed:  3%) loss_emb: 0.0030  loss: 1.5256  acc: 0.6276  lr: 0.0002 
Validation time:
Validation loss:1.511, accuracy:0.630
ep/it:47-  48 niter: 18050  109m 23s (- 3372m 25s) completed:  3%) loss_emb: 0.0031  loss: 1.5940  acc: 0.6089  lr: 0.0002 
ep/it:47-  98 niter: 18100  109m 40s (- 3371m 24s) completed:  3%) loss_emb: 0.0031  loss: 1.5560  acc: 0.6180  lr: 0.0002 
ep/it:47- 148 niter: 18150  109m 57s (- 3370m 21s) completed:  3%) loss_emb: 0.0031  loss: 1.5520  acc: 0.6201  lr: 0.0002 
ep/it:47- 198 niter: 18200  110m 13s (- 3369m 19s) completed:  3%) loss_emb: 0.0031  loss: 1.5542  acc: 0.6195  lr: 0.0002 
ep/it:47- 248 niter: 18250  110m 30s (- 3368m 24s) completed:  3%) loss_emb: 0.0031  loss: 1.5853  acc: 0.6136  lr: 0.0002 
ep/it:47- 298 niter: 18300  110m 47s (- 3367m 31s) completed:  3%) loss_emb: 0.0031  loss: 1.5697  acc: 0.6177  lr: 0.0002 
ep/it:47- 348 niter: 18350  111m 4s (- 3366m 27s) completed:  3%) loss_emb: 0.0031  loss: 1.5689  acc: 0.6162  lr: 0.0002 
Validation time:
Validation loss:1.519, accuracy:0.629
ep/it:48-  15 niter: 18400  111m 23s (- 3366m 34s) completed:  3%) loss_emb: 0.0031  loss: 1.5589  acc: 0.6184  lr: 0.0002 
ep/it:48-  65 niter: 18450  111m 40s (- 3365m 28s) completed:  3%) loss_emb: 0.0030  loss: 1.5483  acc: 0.6216  lr: 0.0002 
ep/it:48- 115 niter: 18500  111m 56s (- 3364m 15s) completed:  3%) loss_emb: 0.0031  loss: 1.5655  acc: 0.6185  lr: 0.0002 
ep/it:48- 165 niter: 18550  112m 13s (- 3363m 14s) completed:  3%) loss_emb: 0.0031  loss: 1.5714  acc: 0.6173  lr: 0.0002 
ep/it:48- 215 niter: 18600  112m 30s (- 3362m 31s) completed:  3%) loss_emb: 0.0031  loss: 1.5546  acc: 0.6183  lr: 0.0002 
ep/it:48- 265 niter: 18650  112m 46s (- 3361m 24s) completed:  3%) loss_emb: 0.0030  loss: 1.5650  acc: 0.6193  lr: 0.0002 
ep/it:48- 315 niter: 18700  113m 3s (- 3360m 15s) completed:  3%) loss_emb: 0.0030  loss: 1.5470  acc: 0.6227  lr: 0.0002 
ep/it:48- 365 niter: 18750  113m 20s (- 3359m 39s) completed:  3%) loss_emb: 0.0030  loss: 1.5292  acc: 0.6252  lr: 0.0002 
Validation time:
Validation loss:1.444, accuracy:0.645
Improved accuracy from 0.64 to 0.6446112109267194!!!
ep/it:49-  32 niter: 18800  113m 39s (- 3359m 46s) completed:  3%) loss_emb: 0.0030  loss: 1.5421  acc: 0.6232  lr: 0.0002 
ep/it:49-  82 niter: 18850  113m 56s (- 3358m 35s) completed:  3%) loss_emb: 0.0031  loss: 1.5782  acc: 0.6172  lr: 0.0002 
ep/it:49- 132 niter: 18900  114m 13s (- 3357m 42s) completed:  3%) loss_emb: 0.0031  loss: 1.5633  acc: 0.6167  lr: 0.0002 
ep/it:49- 182 niter: 18950  114m 30s (- 3356m 56s) completed:  3%) loss_emb: 0.0031  loss: 1.5587  acc: 0.6191  lr: 0.0002 
ep/it:49- 232 niter: 19000  114m 46s (- 3355m 48s) completed:  3%) loss_emb: 0.0031  loss: 1.5873  acc: 0.6135  lr: 0.0002 
ep/it:49- 282 niter: 19050  115m 3s (- 3354m 49s) completed:  3%) loss_emb: 0.0030  loss: 1.5490  acc: 0.6216  lr: 0.0002 
ep/it:49- 332 niter: 19100  115m 21s (- 3354m 20s) completed:  3%) loss_emb: 0.0030  loss: 1.5503  acc: 0.6226  lr: 0.0002 
ep/it:49- 382 niter: 19150  115m 38s (- 3353m 27s) completed:  3%) loss_emb: 0.0030  loss: 1.5348  acc: 0.6231  lr: 0.0002 
Validation time:
Validation loss:1.459, accuracy:0.644
--> 	 Eva. Ep 50 :, FID. 4.8270, Diversity Real. 9.3754, Diversity. 7.9546, R_precision_real. [0.50332447 0.68351064 0.78257979], R_precision. [0.28590426 0.44614362 0.57114362], matching_score_real. 2.974379777908325, matching_score_pred. 4.646907806396484
--> --> 	 FID Improved from 4.94684 to 4.82699 !!!
--> --> 	 matching_score Improved from 4.75762 to 4.64691 !!!
--> --> 	 Diversity Improved from 7.67256 to 7.95465 !!!
--> --> 	 Top1 Improved from 0.2686 to 0.2859 !!!
--> --> 	 Top3 Improved from 0.5519 to 0.5711 !!!
ep/it:50-  49 niter: 19200  116m 6s (- 3357m 56s) completed:  3%) loss_emb: 0.0030  loss: 1.5407  acc: 0.6208  lr: 0.0002 
ep/it:50-  99 niter: 19250  116m 22s (- 3356m 53s) completed:  3%) loss_emb: 0.0030  loss: 1.5349  acc: 0.6234  lr: 0.0002 
ep/it:50- 149 niter: 19300  116m 39s (- 3355m 55s) completed:  3%) loss_emb: 0.0031  loss: 1.5547  acc: 0.6184  lr: 0.0002 
ep/it:50- 199 niter: 19350  116m 56s (- 3355m 8s) completed:  3%) loss_emb: 0.0031  loss: 1.5609  acc: 0.6176  lr: 0.0002 
ep/it:50- 249 niter: 19400  117m 13s (- 3354m 21s) completed:  3%) loss_emb: 0.0031  loss: 1.5744  acc: 0.6154  lr: 0.0002 
ep/it:50- 299 niter: 19450  117m 30s (- 3353m 26s) completed:  3%) loss_emb: 0.0031  loss: 1.5685  acc: 0.6168  lr: 0.0002 
ep/it:50- 349 niter: 19500  117m 47s (- 3352m 21s) completed:  3%) loss_emb: 0.0031  loss: 1.5768  acc: 0.6171  lr: 0.0002 
Validation time:
Validation loss:1.481, accuracy:0.639
ep/it:51-  16 niter: 19550  118m 6s (- 3352m 40s) completed:  3%) loss_emb: 0.0030  loss: 1.5513  acc: 0.6189  lr: 0.0002 
ep/it:51-  66 niter: 19600  118m 23s (- 3351m 44s) completed:  3%) loss_emb: 0.0030  loss: 1.5177  acc: 0.6248  lr: 0.0002 
ep/it:51- 116 niter: 19650  118m 39s (- 3350m 43s) completed:  3%) loss_emb: 0.0030  loss: 1.5290  acc: 0.6269  lr: 0.0002 
ep/it:51- 166 niter: 19700  118m 56s (- 3349m 55s) completed:  3%) loss_emb: 0.0031  loss: 1.5747  acc: 0.6168  lr: 0.0002 
ep/it:51- 216 niter: 19750  119m 13s (- 3348m 51s) completed:  3%) loss_emb: 0.0030  loss: 1.5476  acc: 0.6222  lr: 0.0002 
ep/it:51- 266 niter: 19800  119m 30s (- 3347m 50s) completed:  3%) loss_emb: 0.0030  loss: 1.5312  acc: 0.6249  lr: 0.0002 
ep/it:51- 316 niter: 19850  119m 46s (- 3346m 45s) completed:  3%) loss_emb: 0.0030  loss: 1.5273  acc: 0.6252  lr: 0.0002 
ep/it:51- 366 niter: 19900  120m 3s (- 3345m 43s) completed:  3%) loss_emb: 0.0030  loss: 1.5461  acc: 0.6235  lr: 0.0002 
Validation time:
Validation loss:1.447, accuracy:0.647
Improved accuracy from 0.64 to 0.6470135709513789!!!
ep/it:52-  33 niter: 19950  120m 22s (- 3346m 1s) completed:  3%) loss_emb: 0.0031  loss: 1.5547  acc: 0.6181  lr: 0.0002 
ep/it:52-  83 niter: 20000  120m 38s (- 3344m 55s) completed:  3%) loss_emb: 0.0031  loss: 1.5672  acc: 0.6157  lr: 0.0002 
ep/it:52- 133 niter: 20050  120m 55s (- 3343m 59s) completed:  3%) loss_emb: 0.0030  loss: 1.5403  acc: 0.6211  lr: 0.0002 
ep/it:52- 183 niter: 20100  121m 12s (- 3342m 58s) completed:  3%) loss_emb: 0.0030  loss: 1.5416  acc: 0.6251  lr: 0.0002 
ep/it:52- 233 niter: 20150  121m 28s (- 3341m 51s) completed:  3%) loss_emb: 0.0030  loss: 1.5230  acc: 0.6267  lr: 0.0002 
ep/it:52- 283 niter: 20200  121m 45s (- 3341m 2s) completed:  3%) loss_emb: 0.0030  loss: 1.5297  acc: 0.6252  lr: 0.0002 
ep/it:52- 333 niter: 20250  122m 1s (- 3339m 59s) completed:  3%) loss_emb: 0.0030  loss: 1.5239  acc: 0.6237  lr: 0.0002 
Validation time:
Validation loss:1.508, accuracy:0.634
ep/it:53-   0 niter: 20300  122m 20s (- 3340m 1s) completed:  3%) loss_emb: 0.0030  loss: 1.5577  acc: 0.6208  lr: 0.0002 
ep/it:53-  50 niter: 20350  122m 37s (- 3339m 5s) completed:  3%) loss_emb: 0.0030  loss: 1.5606  acc: 0.6186  lr: 0.0002 
ep/it:53- 100 niter: 20400  122m 54s (- 3338m 18s) completed:  3%) loss_emb: 0.0030  loss: 1.5173  acc: 0.6284  lr: 0.0002 
ep/it:53- 150 niter: 20450  123m 10s (- 3337m 22s) completed:  3%) loss_emb: 0.0030  loss: 1.5428  acc: 0.6225  lr: 0.0002 
ep/it:53- 200 niter: 20500  123m 27s (- 3336m 29s) completed:  3%) loss_emb: 0.0030  loss: 1.5068  acc: 0.6295  lr: 0.0002 
ep/it:53- 250 niter: 20550  123m 44s (- 3335m 32s) completed:  3%) loss_emb: 0.0031  loss: 1.5626  acc: 0.6171  lr: 0.0002 
ep/it:53- 300 niter: 20600  124m 0s (- 3334m 34s) completed:  3%) loss_emb: 0.0030  loss: 1.5338  acc: 0.6237  lr: 0.0002 
ep/it:53- 350 niter: 20650  124m 17s (- 3333m 40s) completed:  3%) loss_emb: 0.0030  loss: 1.5324  acc: 0.6229  lr: 0.0002 
Validation time:
Validation loss:1.438, accuracy:0.650
Improved accuracy from 0.65 to 0.6502614591432654!!!
ep/it:54-  17 niter: 20700  124m 37s (- 3334m 0s) completed:  3%) loss_emb: 0.0030  loss: 1.5423  acc: 0.6209  lr: 0.0002 
ep/it:54-  67 niter: 20750  124m 53s (- 3333m 4s) completed:  3%) loss_emb: 0.0030  loss: 1.5243  acc: 0.6276  lr: 0.0002 
ep/it:54- 117 niter: 20800  125m 10s (- 3332m 13s) completed:  3%) loss_emb: 0.0030  loss: 1.5277  acc: 0.6244  lr: 0.0002 
ep/it:54- 167 niter: 20850  125m 27s (- 3331m 18s) completed:  3%) loss_emb: 0.0030  loss: 1.5375  acc: 0.6226  lr: 0.0002 
ep/it:54- 217 niter: 20900  125m 43s (- 3330m 21s) completed:  3%) loss_emb: 0.0030  loss: 1.5437  acc: 0.6193  lr: 0.0002 
ep/it:54- 267 niter: 20950  126m 0s (- 3329m 30s) completed:  3%) loss_emb: 0.0030  loss: 1.5362  acc: 0.6234  lr: 0.0002 
ep/it:54- 317 niter: 21000  126m 17s (- 3328m 30s) completed:  3%) loss_emb: 0.0030  loss: 1.5254  acc: 0.6235  lr: 0.0002 
ep/it:54- 367 niter: 21050  126m 34s (- 3327m 42s) completed:  3%) loss_emb: 0.0030  loss: 1.5475  acc: 0.6220  lr: 0.0002 
Validation time:
Validation loss:1.489, accuracy:0.638
--> 	 Eva. Ep 55 :, FID. 5.6832, Diversity Real. 9.7325, Diversity. 7.4585, R_precision_real. [0.50066489 0.70744681 0.79587766], R_precision. [0.26196809 0.41888298 0.52327128], matching_score_real. 2.880695104598999, matching_score_pred. 4.852385997772217
ep/it:55-  34 niter: 21100  127m 2s (- 3331m 59s) completed:  3%) loss_emb: 0.0031  loss: 1.5700  acc: 0.6146  lr: 0.0002 
ep/it:55-  84 niter: 21150  127m 19s (- 3331m 1s) completed:  3%) loss_emb: 0.0030  loss: 1.5032  acc: 0.6307  lr: 0.0002 
ep/it:55- 134 niter: 21200  127m 35s (- 3330m 7s) completed:  3%) loss_emb: 0.0030  loss: 1.5512  acc: 0.6223  lr: 0.0002 
ep/it:55- 184 niter: 21250  127m 52s (- 3329m 8s) completed:  3%) loss_emb: 0.0030  loss: 1.5295  acc: 0.6230  lr: 0.0002 
ep/it:55- 234 niter: 21300  128m 9s (- 3328m 19s) completed:  3%) loss_emb: 0.0030  loss: 1.5419  acc: 0.6215  lr: 0.0002 
ep/it:55- 284 niter: 21350  128m 25s (- 3327m 19s) completed:  3%) loss_emb: 0.0030  loss: 1.5107  acc: 0.6299  lr: 0.0002 
ep/it:55- 334 niter: 21400  128m 42s (- 3326m 25s) completed:  3%) loss_emb: 0.0030  loss: 1.5447  acc: 0.6203  lr: 0.0002 
Validation time:
Validation loss:1.444, accuracy:0.651
Improved accuracy from 0.65 to 0.6505652536516604!!!
ep/it:56-   1 niter: 21450  129m 1s (- 3326m 28s) completed:  3%) loss_emb: 0.0030  loss: 1.5239  acc: 0.6249  lr: 0.0002 
ep/it:56-  51 niter: 21500  129m 17s (- 3325m 30s) completed:  3%) loss_emb: 0.0030  loss: 1.5414  acc: 0.6221  lr: 0.0002 
ep/it:56- 101 niter: 21550  129m 34s (- 3324m 35s) completed:  3%) loss_emb: 0.0030  loss: 1.5117  acc: 0.6268  lr: 0.0002 
ep/it:56- 151 niter: 21600  129m 51s (- 3323m 50s) completed:  3%) loss_emb: 0.0030  loss: 1.5193  acc: 0.6275  lr: 0.0002 
ep/it:56- 201 niter: 21650  130m 8s (- 3323m 4s) completed:  3%) loss_emb: 0.0030  loss: 1.5153  acc: 0.6264  lr: 0.0002 
ep/it:56- 251 niter: 21700  130m 24s (- 3322m 13s) completed:  3%) loss_emb: 0.0030  loss: 1.5439  acc: 0.6215  lr: 0.0002 
ep/it:56- 301 niter: 21750  130m 41s (- 3321m 14s) completed:  3%) loss_emb: 0.0030  loss: 1.5145  acc: 0.6272  lr: 0.0002 
ep/it:56- 351 niter: 21800  130m 58s (- 3320m 30s) completed:  3%) loss_emb: 0.0030  loss: 1.5221  acc: 0.6243  lr: 0.0002 
Validation time:
Validation loss:1.456, accuracy:0.641
ep/it:57-  18 niter: 21850  131m 17s (- 3320m 53s) completed:  3%) loss_emb: 0.0030  loss: 1.5013  acc: 0.6298  lr: 0.0002 
ep/it:57-  68 niter: 21900  131m 34s (- 3320m 1s) completed:  3%) loss_emb: 0.0030  loss: 1.5153  acc: 0.6261  lr: 0.0002 
ep/it:57- 118 niter: 21950  131m 51s (- 3319m 6s) completed:  3%) loss_emb: 0.0030  loss: 1.5118  acc: 0.6288  lr: 0.0002 
ep/it:57- 168 niter: 22000  132m 7s (- 3318m 15s) completed:  3%) loss_emb: 0.0030  loss: 1.5328  acc: 0.6229  lr: 0.0002 
ep/it:57- 218 niter: 22050  132m 24s (- 3317m 28s) completed:  3%) loss_emb: 0.0030  loss: 1.5190  acc: 0.6290  lr: 0.0002 
ep/it:57- 268 niter: 22100  132m 41s (- 3316m 45s) completed:  3%) loss_emb: 0.0030  loss: 1.5340  acc: 0.6249  lr: 0.0002 
ep/it:57- 318 niter: 22150  132m 58s (- 3315m 53s) completed:  3%) loss_emb: 0.0030  loss: 1.5413  acc: 0.6208  lr: 0.0002 
ep/it:57- 368 niter: 22200  133m 14s (- 3315m 0s) completed:  3%) loss_emb: 0.0030  loss: 1.5304  acc: 0.6257  lr: 0.0002 
Validation time:
Validation loss:1.454, accuracy:0.642
ep/it:58-  35 niter: 22250  133m 34s (- 3315m 13s) completed:  3%) loss_emb: 0.0030  loss: 1.5256  acc: 0.6223  lr: 0.0002 
ep/it:58-  85 niter: 22300  133m 50s (- 3314m 17s) completed:  3%) loss_emb: 0.0030  loss: 1.5163  acc: 0.6290  lr: 0.0002 
ep/it:58- 135 niter: 22350  134m 7s (- 3313m 26s) completed:  3%) loss_emb: 0.0030  loss: 1.5268  acc: 0.6248  lr: 0.0002 
ep/it:58- 185 niter: 22400  134m 23s (- 3312m 34s) completed:  3%) loss_emb: 0.0030  loss: 1.5135  acc: 0.6294  lr: 0.0002 
ep/it:58- 235 niter: 22450  134m 40s (- 3311m 40s) completed:  3%) loss_emb: 0.0030  loss: 1.5172  acc: 0.6285  lr: 0.0002 
ep/it:58- 285 niter: 22500  134m 57s (- 3310m 48s) completed:  3%) loss_emb: 0.0030  loss: 1.5353  acc: 0.6249  lr: 0.0002 
ep/it:58- 335 niter: 22550  135m 13s (- 3309m 57s) completed:  3%) loss_emb: 0.0030  loss: 1.5228  acc: 0.6235  lr: 0.0002 
Validation time:
Validation loss:1.484, accuracy:0.639
ep/it:59-   2 niter: 22600  135m 32s (- 3309m 56s) completed:  3%) loss_emb: 0.0029  loss: 1.4958  acc: 0.6341  lr: 0.0002 
ep/it:59-  52 niter: 22650  135m 48s (- 3308m 59s) completed:  3%) loss_emb: 0.0030  loss: 1.5077  acc: 0.6288  lr: 0.0002 
ep/it:59- 102 niter: 22700  136m 5s (- 3308m 4s) completed:  3%) loss_emb: 0.0030  loss: 1.5083  acc: 0.6289  lr: 0.0002 
ep/it:59- 152 niter: 22750  136m 21s (- 3307m 14s) completed:  3%) loss_emb: 0.0030  loss: 1.5495  acc: 0.6191  lr: 0.0002 
ep/it:59- 202 niter: 22800  136m 38s (- 3306m 20s) completed:  3%) loss_emb: 0.0030  loss: 1.5101  acc: 0.6264  lr: 0.0002 
ep/it:59- 252 niter: 22850  136m 54s (- 3305m 27s) completed:  3%) loss_emb: 0.0029  loss: 1.5018  acc: 0.6325  lr: 0.0002 
ep/it:59- 302 niter: 22900  137m 11s (- 3304m 33s) completed:  3%) loss_emb: 0.0029  loss: 1.4811  acc: 0.6320  lr: 0.0002 
ep/it:59- 352 niter: 22950  137m 28s (- 3303m 42s) completed:  3%) loss_emb: 0.0029  loss: 1.4987  acc: 0.6313  lr: 0.0002 
Validation time:
Validation loss:1.457, accuracy:0.640
--> 	 Eva. Ep 60 :, FID. 4.2926, Diversity Real. 9.4906, Diversity. 7.8483, R_precision_real. [0.49800532 0.6974734  0.78590426], R_precision. [0.29986702 0.46077128 0.56848404], matching_score_real. 2.924022912979126, matching_score_pred. 4.608913421630859
--> --> 	 FID Improved from 4.82699 to 4.29265 !!!
--> --> 	 matching_score Improved from 4.64691 to 4.60891 !!!
--> --> 	 Top1 Improved from 0.2859 to 0.2999 !!!
--> --> 	 Top2 Improved from 0.4461 to 0.4608 !!!
ep/it:60-  19 niter: 23000  137m 56s (- 3307m 29s) completed:  4%) loss_emb: 0.0030  loss: 1.5118  acc: 0.6271  lr: 0.0002 
ep/it:60-  69 niter: 23050  138m 13s (- 3306m 45s) completed:  4%) loss_emb: 0.0030  loss: 1.5033  acc: 0.6289  lr: 0.0002 
ep/it:60- 119 niter: 23100  138m 29s (- 3305m 54s) completed:  4%) loss_emb: 0.0030  loss: 1.5207  acc: 0.6246  lr: 0.0002 
ep/it:60- 169 niter: 23150  138m 46s (- 3305m 1s) completed:  4%) loss_emb: 0.0030  loss: 1.5243  acc: 0.6266  lr: 0.0002 
ep/it:60- 219 niter: 23200  139m 2s (- 3304m 6s) completed:  4%) loss_emb: 0.0029  loss: 1.4837  acc: 0.6354  lr: 0.0002 
ep/it:60- 269 niter: 23250  139m 19s (- 3303m 15s) completed:  4%) loss_emb: 0.0030  loss: 1.5232  acc: 0.6209  lr: 0.0002 
ep/it:60- 319 niter: 23300  139m 35s (- 3302m 16s) completed:  4%) loss_emb: 0.0029  loss: 1.4808  acc: 0.6347  lr: 0.0002 
ep/it:60- 369 niter: 23350  139m 51s (- 3301m 22s) completed:  4%) loss_emb: 0.0029  loss: 1.4961  acc: 0.6322  lr: 0.0002 
Validation time:
Validation loss:1.447, accuracy:0.648
ep/it:61-  36 niter: 23400  140m 10s (- 3301m 23s) completed:  4%) loss_emb: 0.0030  loss: 1.5199  acc: 0.6259  lr: 0.0002 
ep/it:61-  86 niter: 23450  140m 27s (- 3300m 38s) completed:  4%) loss_emb: 0.0030  loss: 1.4909  acc: 0.6295  lr: 0.0002 
ep/it:61- 136 niter: 23500  140m 44s (- 3299m 48s) completed:  4%) loss_emb: 0.0030  loss: 1.5229  acc: 0.6218  lr: 0.0002 
ep/it:61- 186 niter: 23550  141m 0s (- 3298m 56s) completed:  4%) loss_emb: 0.0029  loss: 1.4779  acc: 0.6340  lr: 0.0002 
ep/it:61- 236 niter: 23600  141m 17s (- 3298m 5s) completed:  4%) loss_emb: 0.0030  loss: 1.5353  acc: 0.6223  lr: 0.0002 
ep/it:61- 286 niter: 23650  141m 33s (- 3297m 19s) completed:  4%) loss_emb: 0.0030  loss: 1.5160  acc: 0.6236  lr: 0.0002 
ep/it:61- 336 niter: 23700  141m 50s (- 3296m 32s) completed:  4%) loss_emb: 0.0029  loss: 1.4904  acc: 0.6323  lr: 0.0002 
Validation time:
Validation loss:1.480, accuracy:0.640
ep/it:62-   3 niter: 23750  142m 9s (- 3296m 44s) completed:  4%) loss_emb: 0.0030  loss: 1.5028  acc: 0.6296  lr: 0.0002 
ep/it:62-  53 niter: 23800  142m 26s (- 3295m 55s) completed:  4%) loss_emb: 0.0029  loss: 1.4814  acc: 0.6359  lr: 0.0002 
ep/it:62- 103 niter: 23850  142m 43s (- 3295m 7s) completed:  4%) loss_emb: 0.0029  loss: 1.4859  acc: 0.6315  lr: 0.0002 
ep/it:62- 153 niter: 23900  142m 59s (- 3294m 12s) completed:  4%) loss_emb: 0.0029  loss: 1.4991  acc: 0.6325  lr: 0.0002 
ep/it:62- 203 niter: 23950  143m 16s (- 3293m 20s) completed:  4%) loss_emb: 0.0029  loss: 1.4973  acc: 0.6344  lr: 0.0002 
ep/it:62- 253 niter: 24000  143m 32s (- 3292m 37s) completed:  4%) loss_emb: 0.0030  loss: 1.5107  acc: 0.6263  lr: 0.0002 
ep/it:62- 303 niter: 24050  143m 49s (- 3291m 56s) completed:  4%) loss_emb: 0.0030  loss: 1.5316  acc: 0.6227  lr: 0.0002 
ep/it:62- 353 niter: 24100  144m 6s (- 3291m 11s) completed:  4%) loss_emb: 0.0030  loss: 1.4931  acc: 0.6289  lr: 0.0002 
Validation time:
Validation loss:1.414, accuracy:0.654
Improved accuracy from 0.65 to 0.6538234067999799!!!
ep/it:63-  20 niter: 24150  144m 25s (- 3291m 18s) completed:  4%) loss_emb: 0.0029  loss: 1.4749  acc: 0.6354  lr: 0.0002 
ep/it:63-  70 niter: 24200  144m 42s (- 3290m 30s) completed:  4%) loss_emb: 0.0030  loss: 1.5052  acc: 0.6283  lr: 0.0002 
ep/it:63- 120 niter: 24250  144m 58s (- 3289m 36s) completed:  4%) loss_emb: 0.0030  loss: 1.5287  acc: 0.6239  lr: 0.0002 
ep/it:63- 170 niter: 24300  145m 15s (- 3288m 47s) completed:  4%) loss_emb: 0.0030  loss: 1.5127  acc: 0.6262  lr: 0.0002 
ep/it:63- 220 niter: 24350  145m 31s (- 3288m 5s) completed:  4%) loss_emb: 0.0030  loss: 1.5187  acc: 0.6253  lr: 0.0002 
ep/it:63- 270 niter: 24400  145m 49s (- 3287m 28s) completed:  4%) loss_emb: 0.0030  loss: 1.5095  acc: 0.6299  lr: 0.0002 
ep/it:63- 320 niter: 24450  146m 5s (- 3286m 41s) completed:  4%) loss_emb: 0.0030  loss: 1.5131  acc: 0.6256  lr: 0.0002 
ep/it:63- 370 niter: 24500  146m 21s (- 3285m 44s) completed:  4%) loss_emb: 0.0030  loss: 1.5067  acc: 0.6249  lr: 0.0002 
Validation time:
Validation loss:1.425, accuracy:0.648
ep/it:64-  37 niter: 24550  146m 41s (- 3285m 57s) completed:  4%) loss_emb: 0.0030  loss: 1.5137  acc: 0.6256  lr: 0.0002 
ep/it:64-  87 niter: 24600  146m 57s (- 3285m 13s) completed:  4%) loss_emb: 0.0029  loss: 1.4909  acc: 0.6312  lr: 0.0002 
ep/it:64- 137 niter: 24650  147m 14s (- 3284m 23s) completed:  4%) loss_emb: 0.0030  loss: 1.5085  acc: 0.6250  lr: 0.0002 
ep/it:64- 187 niter: 24700  147m 30s (- 3283m 33s) completed:  4%) loss_emb: 0.0030  loss: 1.5100  acc: 0.6264  lr: 0.0002 
ep/it:64- 237 niter: 24750  147m 47s (- 3282m 53s) completed:  4%) loss_emb: 0.0029  loss: 1.4980  acc: 0.6336  lr: 0.0002 
ep/it:64- 287 niter: 24800  148m 4s (- 3282m 1s) completed:  4%) loss_emb: 0.0029  loss: 1.4801  acc: 0.6332  lr: 0.0002 
ep/it:64- 337 niter: 24850  148m 20s (- 3281m 12s) completed:  4%) loss_emb: 0.0029  loss: 1.4791  acc: 0.6348  lr: 0.0002 
Validation time:
Validation loss:1.443, accuracy:0.647
--> 	 Eva. Ep 65 :, FID. 6.3345, Diversity Real. 9.6726, Diversity. 7.3310, R_precision_real. [0.53590426 0.71875    0.80452128], R_precision. [0.26728723 0.4168883  0.53457447], matching_score_real. 2.9077696800231934, matching_score_pred. 4.825806140899658
ep/it:65-   4 niter: 24900  148m 48s (- 3284m 30s) completed:  4%) loss_emb: 0.0029  loss: 1.4964  acc: 0.6302  lr: 0.0002 
ep/it:65-  54 niter: 24950  149m 4s (- 3283m 41s) completed:  4%) loss_emb: 0.0030  loss: 1.4949  acc: 0.6320  lr: 0.0002 
ep/it:65- 104 niter: 25000  149m 21s (- 3282m 57s) completed:  4%) loss_emb: 0.0030  loss: 1.5099  acc: 0.6291  lr: 0.0002 
ep/it:65- 154 niter: 25050  149m 39s (- 3282m 32s) completed:  4%) loss_emb: 0.0029  loss: 1.4730  acc: 0.6377  lr: 0.0002 
ep/it:65- 204 niter: 25100  149m 56s (- 3282m 3s) completed:  4%) loss_emb: 0.0029  loss: 1.4632  acc: 0.6386  lr: 0.0002 
ep/it:65- 254 niter: 25150  150m 13s (- 3281m 19s) completed:  4%) loss_emb: 0.0030  loss: 1.5070  acc: 0.6278  lr: 0.0002 
ep/it:65- 304 niter: 25200  150m 30s (- 3280m 34s) completed:  4%) loss_emb: 0.0029  loss: 1.4853  acc: 0.6335  lr: 0.0002 
ep/it:65- 354 niter: 25250  150m 46s (- 3279m 50s) completed:  4%) loss_emb: 0.0030  loss: 1.5266  acc: 0.6241  lr: 0.0002 
Validation time:
Validation loss:1.450, accuracy:0.644
ep/it:66-  21 niter: 25300  151m 5s (- 3279m 54s) completed:  4%) loss_emb: 0.0029  loss: 1.4549  acc: 0.6368  lr: 0.0002 
ep/it:66-  71 niter: 25350  151m 22s (- 3279m 8s) completed:  4%) loss_emb: 0.0029  loss: 1.4639  acc: 0.6363  lr: 0.0002 
ep/it:66- 121 niter: 25400  151m 38s (- 3278m 21s) completed:  4%) loss_emb: 0.0029  loss: 1.4802  acc: 0.6345  lr: 0.0002 
ep/it:66- 171 niter: 25450  151m 55s (- 3277m 33s) completed:  4%) loss_emb: 0.0029  loss: 1.4770  acc: 0.6333  lr: 0.0002 
ep/it:66- 221 niter: 25500  152m 12s (- 3276m 48s) completed:  4%) loss_emb: 0.0029  loss: 1.4938  acc: 0.6317  lr: 0.0002 
ep/it:66- 271 niter: 25550  152m 28s (- 3276m 8s) completed:  4%) loss_emb: 0.0029  loss: 1.4976  acc: 0.6313  lr: 0.0002 
ep/it:66- 321 niter: 25600  152m 45s (- 3275m 21s) completed:  4%) loss_emb: 0.0029  loss: 1.4809  acc: 0.6326  lr: 0.0002 
ep/it:66- 371 niter: 25650  153m 1s (- 3274m 31s) completed:  4%) loss_emb: 0.0030  loss: 1.5106  acc: 0.6267  lr: 0.0002 
Validation time:
Validation loss:1.413, accuracy:0.653
ep/it:67-  38 niter: 25700  153m 21s (- 3274m 47s) completed:  4%) loss_emb: 0.0029  loss: 1.4945  acc: 0.6326  lr: 0.0002 
ep/it:67-  88 niter: 25750  153m 37s (- 3273m 57s) completed:  4%) loss_emb: 0.0029  loss: 1.4736  acc: 0.6376  lr: 0.0002 
ep/it:67- 138 niter: 25800  153m 54s (- 3273m 9s) completed:  4%) loss_emb: 0.0030  loss: 1.4975  acc: 0.6312  lr: 0.0002 
ep/it:67- 188 niter: 25850  154m 10s (- 3272m 26s) completed:  4%) loss_emb: 0.0029  loss: 1.4994  acc: 0.6298  lr: 0.0002 
ep/it:67- 238 niter: 25900  154m 28s (- 3271m 51s) completed:  4%) loss_emb: 0.0029  loss: 1.4817  acc: 0.6322  lr: 0.0002 
ep/it:67- 288 niter: 25950  154m 45s (- 3271m 15s) completed:  4%) loss_emb: 0.0029  loss: 1.4731  acc: 0.6383  lr: 0.0002 
ep/it:67- 338 niter: 26000  155m 1s (- 3270m 26s) completed:  4%) loss_emb: 0.0030  loss: 1.4957  acc: 0.6305  lr: 0.0002 
Validation time:
Validation loss:1.403, accuracy:0.658
Improved accuracy from 0.65 to 0.6578008947165116!!!
ep/it:68-   5 niter: 26050  155m 20s (- 3270m 34s) completed:  4%) loss_emb: 0.0030  loss: 1.4942  acc: 0.6297  lr: 0.0002 
ep/it:68-  55 niter: 26100  155m 37s (- 3269m 57s) completed:  4%) loss_emb: 0.0030  loss: 1.4959  acc: 0.6278  lr: 0.0002 
ep/it:68- 105 niter: 26150  155m 54s (- 3269m 20s) completed:  4%) loss_emb: 0.0029  loss: 1.4775  acc: 0.6341  lr: 0.0002 
ep/it:68- 155 niter: 26200  156m 11s (- 3268m 33s) completed:  4%) loss_emb: 0.0029  loss: 1.4927  acc: 0.6313  lr: 0.0002 
ep/it:68- 205 niter: 26250  156m 27s (- 3267m 43s) completed:  4%) loss_emb: 0.0029  loss: 1.4845  acc: 0.6321  lr: 0.0002 
ep/it:68- 255 niter: 26300  156m 43s (- 3266m 55s) completed:  4%) loss_emb: 0.0029  loss: 1.4755  acc: 0.6374  lr: 0.0002 
ep/it:68- 305 niter: 26350  157m 0s (- 3266m 10s) completed:  4%) loss_emb: 0.0029  loss: 1.4785  acc: 0.6333  lr: 0.0002 
ep/it:68- 355 niter: 26400  157m 17s (- 3265m 29s) completed:  4%) loss_emb: 0.0029  loss: 1.4807  acc: 0.6312  lr: 0.0002 
Validation time:
Validation loss:1.399, accuracy:0.655
ep/it:69-  22 niter: 26450  157m 36s (- 3265m 32s) completed:  4%) loss_emb: 0.0029  loss: 1.4864  acc: 0.6326  lr: 0.0002 
ep/it:69-  72 niter: 26500  157m 53s (- 3265m 3s) completed:  4%) loss_emb: 0.0029  loss: 1.4895  acc: 0.6338  lr: 0.0002 
ep/it:69- 122 niter: 26550  158m 10s (- 3264m 23s) completed:  4%) loss_emb: 0.0030  loss: 1.4994  acc: 0.6291  lr: 0.0002 
ep/it:69- 172 niter: 26600  158m 26s (- 3263m 40s) completed:  4%) loss_emb: 0.0029  loss: 1.4522  acc: 0.6411  lr: 0.0002 
ep/it:69- 222 niter: 26650  158m 43s (- 3263m 5s) completed:  4%) loss_emb: 0.0029  loss: 1.4741  acc: 0.6358  lr: 0.0002 
ep/it:69- 272 niter: 26700  159m 0s (- 3262m 21s) completed:  4%) loss_emb: 0.0029  loss: 1.4940  acc: 0.6319  lr: 0.0002 
ep/it:69- 322 niter: 26750  159m 17s (- 3261m 48s) completed:  4%) loss_emb: 0.0030  loss: 1.5129  acc: 0.6265  lr: 0.0002 
ep/it:69- 372 niter: 26800  159m 34s (- 3261m 8s) completed:  4%) loss_emb: 0.0029  loss: 1.4712  acc: 0.6362  lr: 0.0002 
Validation time:
Validation loss:1.424, accuracy:0.652
--> 	 Eva. Ep 70 :, FID. 5.5009, Diversity Real. 9.4248, Diversity. 7.5191, R_precision_real. [0.52393617 0.7081117  0.79654255], R_precision. [0.28989362 0.44880319 0.56316489], matching_score_real. 2.8639285564422607, matching_score_pred. 4.673742294311523
ep/it:70-  39 niter: 26850  160m 2s (- 3264m 23s) completed:  4%) loss_emb: 0.0029  loss: 1.4606  acc: 0.6381  lr: 0.0002 
ep/it:70-  89 niter: 26900  160m 19s (- 3263m 36s) completed:  4%) loss_emb: 0.0029  loss: 1.4875  acc: 0.6328  lr: 0.0002 
ep/it:70- 139 niter: 26950  160m 35s (- 3262m 56s) completed:  4%) loss_emb: 0.0029  loss: 1.4867  acc: 0.6322  lr: 0.0002 
ep/it:70- 189 niter: 27000  160m 52s (- 3262m 14s) completed:  4%) loss_emb: 0.0029  loss: 1.4915  acc: 0.6299  lr: 0.0002 
ep/it:70- 239 niter: 27050  161m 9s (- 3261m 39s) completed:  4%) loss_emb: 0.0029  loss: 1.4769  acc: 0.6356  lr: 0.0002 
ep/it:70- 289 niter: 27100  161m 27s (- 3261m 11s) completed:  4%) loss_emb: 0.0029  loss: 1.4554  acc: 0.6386  lr: 0.0002 
ep/it:70- 339 niter: 27150  161m 43s (- 3260m 27s) completed:  4%) loss_emb: 0.0029  loss: 1.4881  acc: 0.6318  lr: 0.0002 
Validation time:
Validation loss:1.426, accuracy:0.650
ep/it:71-   6 niter: 27200  162m 3s (- 3260m 40s) completed:  4%) loss_emb: 0.0029  loss: 1.4809  acc: 0.6348  lr: 0.0002 
ep/it:71-  56 niter: 27250  162m 20s (- 3260m 8s) completed:  4%) loss_emb: 0.0030  loss: 1.4930  acc: 0.6306  lr: 0.0002 
ep/it:71- 106 niter: 27300  162m 36s (- 3259m 20s) completed:  4%) loss_emb: 0.0030  loss: 1.4892  acc: 0.6286  lr: 0.0002 
ep/it:71- 156 niter: 27350  162m 53s (- 3258m 39s) completed:  4%) loss_emb: 0.0029  loss: 1.4697  acc: 0.6363  lr: 0.0002 
ep/it:71- 206 niter: 27400  163m 10s (- 3257m 58s) completed:  4%) loss_emb: 0.0029  loss: 1.4498  acc: 0.6399  lr: 0.0002 
ep/it:71- 256 niter: 27450  163m 26s (- 3257m 21s) completed:  4%) loss_emb: 0.0029  loss: 1.4767  acc: 0.6318  lr: 0.0002 
ep/it:71- 306 niter: 27500  163m 43s (- 3256m 46s) completed:  4%) loss_emb: 0.0029  loss: 1.4871  acc: 0.6317  lr: 0.0002 
ep/it:71- 356 niter: 27550  164m 1s (- 3256m 17s) completed:  4%) loss_emb: 0.0029  loss: 1.4724  acc: 0.6338  lr: 0.0002 
Validation time:
Validation loss:1.423, accuracy:0.654
ep/it:72-  23 niter: 27600  164m 20s (- 3256m 26s) completed:  4%) loss_emb: 0.0029  loss: 1.4735  acc: 0.6337  lr: 0.0002 
ep/it:72-  73 niter: 27650  164m 37s (- 3255m 46s) completed:  4%) loss_emb: 0.0029  loss: 1.4622  acc: 0.6364  lr: 0.0002 
ep/it:72- 123 niter: 27700  164m 54s (- 3255m 16s) completed:  4%) loss_emb: 0.0029  loss: 1.4602  acc: 0.6389  lr: 0.0002 
ep/it:72- 173 niter: 27750  165m 13s (- 3255m 23s) completed:  4%) loss_emb: 0.0029  loss: 1.4614  acc: 0.6383  lr: 0.0002 
ep/it:72- 223 niter: 27800  165m 31s (- 3254m 58s) completed:  4%) loss_emb: 0.0029  loss: 1.4685  acc: 0.6346  lr: 0.0002 
ep/it:72- 273 niter: 27850  165m 48s (- 3254m 23s) completed:  4%) loss_emb: 0.0029  loss: 1.4714  acc: 0.6365  lr: 0.0002 
ep/it:72- 323 niter: 27900  166m 4s (- 3253m 47s) completed:  4%) loss_emb: 0.0030  loss: 1.5112  acc: 0.6272  lr: 0.0002 
ep/it:72- 373 niter: 27950  166m 21s (- 3253m 0s) completed:  4%) loss_emb: 0.0029  loss: 1.4744  acc: 0.6352  lr: 0.0002 
Validation time:
Validation loss:1.425, accuracy:0.647
ep/it:73-  40 niter: 28000  166m 40s (- 3253m 1s) completed:  4%) loss_emb: 0.0029  loss: 1.4587  acc: 0.6349  lr: 0.0002 
ep/it:73-  90 niter: 28050  166m 56s (- 3252m 17s) completed:  4%) loss_emb: 0.0029  loss: 1.4729  acc: 0.6344  lr: 0.0002 
ep/it:73- 140 niter: 28100  167m 13s (- 3251m 33s) completed:  4%) loss_emb: 0.0030  loss: 1.4855  acc: 0.6296  lr: 0.0002 
ep/it:73- 190 niter: 28150  167m 29s (- 3250m 50s) completed:  4%) loss_emb: 0.0029  loss: 1.4830  acc: 0.6317  lr: 0.0002 
ep/it:73- 240 niter: 28200  167m 46s (- 3250m 6s) completed:  4%) loss_emb: 0.0029  loss: 1.4875  acc: 0.6324  lr: 0.0002 
ep/it:73- 290 niter: 28250  168m 3s (- 3249m 34s) completed:  4%) loss_emb: 0.0029  loss: 1.4788  acc: 0.6304  lr: 0.0002 
ep/it:73- 340 niter: 28300  168m 19s (- 3248m 46s) completed:  4%) loss_emb: 0.0029  loss: 1.4873  acc: 0.6321  lr: 0.0002 
Validation time:
Validation loss:1.372, accuracy:0.660
Improved accuracy from 0.66 to 0.6599006886067598!!!
ep/it:74-   7 niter: 28350  168m 39s (- 3249m 0s) completed:  4%) loss_emb: 0.0029  loss: 1.4626  acc: 0.6346  lr: 0.0002 
ep/it:74-  57 niter: 28400  168m 55s (- 3248m 15s) completed:  4%) loss_emb: 0.0029  loss: 1.4557  acc: 0.6392  lr: 0.0002 
ep/it:74- 107 niter: 28450  169m 12s (- 3247m 36s) completed:  4%) loss_emb: 0.0029  loss: 1.4575  acc: 0.6389  lr: 0.0002 
ep/it:74- 157 niter: 28500  169m 28s (- 3246m 49s) completed:  4%) loss_emb: 0.0029  loss: 1.4595  acc: 0.6361  lr: 0.0002 
ep/it:74- 207 niter: 28550  169m 45s (- 3246m 11s) completed:  4%) loss_emb: 0.0029  loss: 1.4589  acc: 0.6402  lr: 0.0002 
ep/it:74- 257 niter: 28600  170m 2s (- 3245m 29s) completed:  4%) loss_emb: 0.0029  loss: 1.4650  acc: 0.6381  lr: 0.0002 
ep/it:74- 307 niter: 28650  170m 18s (- 3244m 41s) completed:  4%) loss_emb: 0.0029  loss: 1.4708  acc: 0.6368  lr: 0.0002 
ep/it:74- 357 niter: 28700  170m 35s (- 3244m 4s) completed:  4%) loss_emb: 0.0029  loss: 1.4474  acc: 0.6434  lr: 0.0002 
Validation time:
Validation loss:1.435, accuracy:0.647
--> 	 Eva. Ep 75 :, FID. 4.5004, Diversity Real. 9.1970, Diversity. 7.2878, R_precision_real. [0.51928191 0.72074468 0.81050532], R_precision. [0.30851064 0.47406915 0.56183511], matching_score_real. 2.8469247817993164, matching_score_pred. 4.548395156860352
--> --> 	 matching_score Improved from 4.60891 to 4.54840 !!!
--> --> 	 Top1 Improved from 0.2999 to 0.3085 !!!
--> --> 	 Top2 Improved from 0.4608 to 0.4741 !!!
ep/it:75-  24 niter: 28750  171m 2s (- 3246m 57s) completed:  5%) loss_emb: 0.0029  loss: 1.4696  acc: 0.6382  lr: 0.0002 
ep/it:75-  74 niter: 28800  171m 19s (- 3246m 10s) completed:  5%) loss_emb: 0.0029  loss: 1.4823  acc: 0.6318  lr: 0.0002 
ep/it:75- 124 niter: 28850  171m 35s (- 3245m 27s) completed:  5%) loss_emb: 0.0029  loss: 1.4360  acc: 0.6421  lr: 0.0002 
ep/it:75- 174 niter: 28900  171m 52s (- 3244m 45s) completed:  5%) loss_emb: 0.0029  loss: 1.4455  acc: 0.6389  lr: 0.0002 
ep/it:75- 224 niter: 28950  172m 8s (- 3243m 57s) completed:  5%) loss_emb: 0.0029  loss: 1.4908  acc: 0.6300  lr: 0.0002 
ep/it:75- 274 niter: 29000  172m 24s (- 3243m 12s) completed:  5%) loss_emb: 0.0029  loss: 1.4516  acc: 0.6391  lr: 0.0002 
ep/it:75- 324 niter: 29050  172m 41s (- 3242m 28s) completed:  5%) loss_emb: 0.0029  loss: 1.4556  acc: 0.6368  lr: 0.0002 
ep/it:75- 374 niter: 29100  172m 57s (- 3241m 44s) completed:  5%) loss_emb: 0.0029  loss: 1.4807  acc: 0.6339  lr: 0.0002 
Validation time:
Validation loss:1.389, accuracy:0.657
ep/it:76-  41 niter: 29150  173m 16s (- 3241m 42s) completed:  5%) loss_emb: 0.0029  loss: 1.4435  acc: 0.6402  lr: 0.0002 
ep/it:76-  91 niter: 29200  173m 32s (- 3240m 54s) completed:  5%) loss_emb: 0.0029  loss: 1.4560  acc: 0.6399  lr: 0.0002 
ep/it:76- 141 niter: 29250  173m 48s (- 3240m 6s) completed:  5%) loss_emb: 0.0028  loss: 1.4171  acc: 0.6449  lr: 0.0002 
ep/it:76- 191 niter: 29300  174m 5s (- 3239m 27s) completed:  5%) loss_emb: 0.0029  loss: 1.4770  acc: 0.6332  lr: 0.0002 
ep/it:76- 241 niter: 29350  174m 22s (- 3238m 44s) completed:  5%) loss_emb: 0.0030  loss: 1.4816  acc: 0.6307  lr: 0.0002 
ep/it:76- 291 niter: 29400  174m 38s (- 3238m 3s) completed:  5%) loss_emb: 0.0028  loss: 1.4216  acc: 0.6445  lr: 0.0002 
ep/it:76- 341 niter: 29450  174m 55s (- 3237m 21s) completed:  5%) loss_emb: 0.0029  loss: 1.4645  acc: 0.6374  lr: 0.0002 
Validation time:
Validation loss:1.405, accuracy:0.657
ep/it:77-   8 niter: 29500  175m 14s (- 3237m 28s) completed:  5%) loss_emb: 0.0029  loss: 1.4715  acc: 0.6367  lr: 0.0002 
ep/it:77-  58 niter: 29550  175m 30s (- 3236m 45s) completed:  5%) loss_emb: 0.0028  loss: 1.4197  acc: 0.6440  lr: 0.0002 
ep/it:77- 108 niter: 29600  175m 47s (- 3236m 4s) completed:  5%) loss_emb: 0.0029  loss: 1.4382  acc: 0.6434  lr: 0.0002 
ep/it:77- 158 niter: 29650  176m 4s (- 3235m 32s) completed:  5%) loss_emb: 0.0029  loss: 1.4594  acc: 0.6401  lr: 0.0002 
ep/it:77- 208 niter: 29700  176m 20s (- 3234m 49s) completed:  5%) loss_emb: 0.0029  loss: 1.4514  acc: 0.6397  lr: 0.0002 
ep/it:77- 258 niter: 29750  176m 37s (- 3234m 11s) completed:  5%) loss_emb: 0.0029  loss: 1.4626  acc: 0.6407  lr: 0.0002 
ep/it:77- 308 niter: 29800  176m 53s (- 3233m 26s) completed:  5%) loss_emb: 0.0029  loss: 1.4764  acc: 0.6356  lr: 0.0002 
ep/it:77- 358 niter: 29850  177m 10s (- 3232m 43s) completed:  5%) loss_emb: 0.0029  loss: 1.4741  acc: 0.6327  lr: 0.0002 
Validation time:
Validation loss:1.432, accuracy:0.645
ep/it:78-  25 niter: 29900  177m 29s (- 3232m 47s) completed:  5%) loss_emb: 0.0029  loss: 1.4533  acc: 0.6417  lr: 0.0002 
ep/it:78-  75 niter: 29950  177m 45s (- 3232m 1s) completed:  5%) loss_emb: 0.0029  loss: 1.4455  acc: 0.6398  lr: 0.0002 
ep/it:78- 125 niter: 30000  178m 2s (- 3231m 22s) completed:  5%) loss_emb: 0.0029  loss: 1.4841  acc: 0.6322  lr: 0.0002 
ep/it:78- 175 niter: 30050  178m 19s (- 3230m 50s) completed:  5%) loss_emb: 0.0029  loss: 1.4770  acc: 0.6299  lr: 0.0002 
ep/it:78- 225 niter: 30100  178m 36s (- 3230m 16s) completed:  5%) loss_emb: 0.0029  loss: 1.4695  acc: 0.6338  lr: 0.0002 
ep/it:78- 275 niter: 30150  178m 53s (- 3229m 42s) completed:  5%) loss_emb: 0.0029  loss: 1.4621  acc: 0.6362  lr: 0.0002 
ep/it:78- 325 niter: 30200  179m 9s (- 3229m 5s) completed:  5%) loss_emb: 0.0029  loss: 1.4524  acc: 0.6368  lr: 0.0002 
ep/it:78- 375 niter: 30250  179m 26s (- 3228m 27s) completed:  5%) loss_emb: 0.0029  loss: 1.4852  acc: 0.6306  lr: 0.0002 
Validation time:
Validation loss:1.427, accuracy:0.646
ep/it:79-  42 niter: 30300  179m 45s (- 3228m 35s) completed:  5%) loss_emb: 0.0029  loss: 1.4386  acc: 0.6403  lr: 0.0002 
ep/it:79-  92 niter: 30350  180m 2s (- 3227m 58s) completed:  5%) loss_emb: 0.0029  loss: 1.4475  acc: 0.6380  lr: 0.0002 
ep/it:79- 142 niter: 30400  180m 19s (- 3227m 29s) completed:  5%) loss_emb: 0.0029  loss: 1.4830  acc: 0.6352  lr: 0.0002 
ep/it:79- 192 niter: 30450  180m 36s (- 3226m 50s) completed:  5%) loss_emb: 0.0029  loss: 1.4718  acc: 0.6362  lr: 0.0002 
ep/it:79- 242 niter: 30500  180m 52s (- 3226m 2s) completed:  5%) loss_emb: 0.0029  loss: 1.4277  acc: 0.6414  lr: 0.0002 
ep/it:79- 292 niter: 30550  181m 8s (- 3225m 24s) completed:  5%) loss_emb: 0.0029  loss: 1.4663  acc: 0.6367  lr: 0.0002 
ep/it:79- 342 niter: 30600  181m 25s (- 3224m 38s) completed:  5%) loss_emb: 0.0029  loss: 1.4450  acc: 0.6401  lr: 0.0002 
Validation time:
Validation loss:1.372, accuracy:0.654
--> 	 Eva. Ep 80 :, FID. 3.8140, Diversity Real. 9.7546, Diversity. 7.7189, R_precision_real. [0.50598404 0.69148936 0.78656915], R_precision. [0.31050532 0.48337766 0.59574468], matching_score_real. 2.946822166442871, matching_score_pred. 4.392178535461426
--> --> 	 FID Improved from 4.29265 to 3.81403 !!!
--> --> 	 matching_score Improved from 4.54840 to 4.39218 !!!
--> --> 	 Top1 Improved from 0.3085 to 0.3105 !!!
--> --> 	 Top2 Improved from 0.4741 to 0.4834 !!!
--> --> 	 Top3 Improved from 0.5711 to 0.5957 !!!
ep/it:80-   9 niter: 30650  181m 53s (- 3227m 19s) completed:  5%) loss_emb: 0.0028  loss: 1.4125  acc: 0.6484  lr: 0.0002 
ep/it:80-  59 niter: 30700  182m 10s (- 3226m 50s) completed:  5%) loss_emb: 0.0029  loss: 1.4624  acc: 0.6352  lr: 0.0002 
ep/it:80- 109 niter: 30750  182m 26s (- 3226m 11s) completed:  5%) loss_emb: 0.0029  loss: 1.4715  acc: 0.6368  lr: 0.0002 
ep/it:80- 159 niter: 30800  182m 43s (- 3225m 27s) completed:  5%) loss_emb: 0.0029  loss: 1.4598  acc: 0.6357  lr: 0.0002 
ep/it:80- 209 niter: 30850  183m 0s (- 3224m 56s) completed:  5%) loss_emb: 0.0029  loss: 1.4659  acc: 0.6372  lr: 0.0002 
ep/it:80- 259 niter: 30900  183m 16s (- 3224m 17s) completed:  5%) loss_emb: 0.0029  loss: 1.4364  acc: 0.6397  lr: 0.0002 
ep/it:80- 309 niter: 30950  183m 33s (- 3223m 37s) completed:  5%) loss_emb: 0.0029  loss: 1.4362  acc: 0.6403  lr: 0.0002 
ep/it:80- 359 niter: 31000  183m 49s (- 3222m 54s) completed:  5%) loss_emb: 0.0029  loss: 1.4626  acc: 0.6382  lr: 0.0002 
Validation time:
Validation loss:1.390, accuracy:0.657
ep/it:81-  26 niter: 31050  184m 8s (- 3223m 0s) completed:  5%) loss_emb: 0.0029  loss: 1.4414  acc: 0.6396  lr: 0.0002 
ep/it:81-  76 niter: 31100  184m 24s (- 3222m 13s) completed:  5%) loss_emb: 0.0029  loss: 1.4566  acc: 0.6392  lr: 0.0002 
ep/it:81- 126 niter: 31150  184m 41s (- 3221m 32s) completed:  5%) loss_emb: 0.0029  loss: 1.4468  acc: 0.6399  lr: 0.0002 
ep/it:81- 176 niter: 31200  184m 58s (- 3220m 58s) completed:  5%) loss_emb: 0.0029  loss: 1.4732  acc: 0.6361  lr: 0.0002 
ep/it:81- 226 niter: 31250  185m 14s (- 3220m 15s) completed:  5%) loss_emb: 0.0029  loss: 1.4517  acc: 0.6367  lr: 0.0002 
ep/it:81- 276 niter: 31300  185m 31s (- 3219m 35s) completed:  5%) loss_emb: 0.0029  loss: 1.4424  acc: 0.6415  lr: 0.0002 
ep/it:81- 326 niter: 31350  185m 47s (- 3218m 53s) completed:  5%) loss_emb: 0.0029  loss: 1.4667  acc: 0.6382  lr: 0.0002 
ep/it:81- 376 niter: 31400  186m 3s (- 3218m 8s) completed:  5%) loss_emb: 0.0029  loss: 1.4459  acc: 0.6383  lr: 0.0002 
Validation time:
Validation loss:1.429, accuracy:0.647
ep/it:82-  43 niter: 31450  186m 22s (- 3218m 6s) completed:  5%) loss_emb: 0.0028  loss: 1.4243  acc: 0.6424  lr: 0.0002 
ep/it:82-  93 niter: 31500  186m 38s (- 3217m 27s) completed:  5%) loss_emb: 0.0028  loss: 1.4262  acc: 0.6469  lr: 0.0002 
ep/it:82- 143 niter: 31550  186m 55s (- 3216m 53s) completed:  5%) loss_emb: 0.0029  loss: 1.4773  acc: 0.6343  lr: 0.0002 
ep/it:82- 193 niter: 31600  187m 12s (- 3216m 11s) completed:  5%) loss_emb: 0.0029  loss: 1.4524  acc: 0.6364  lr: 0.0002 
ep/it:82- 243 niter: 31650  187m 29s (- 3215m 44s) completed:  5%) loss_emb: 0.0028  loss: 1.4226  acc: 0.6447  lr: 0.0002 
ep/it:82- 293 niter: 31700  187m 46s (- 3215m 8s) completed:  5%) loss_emb: 0.0029  loss: 1.4633  acc: 0.6359  lr: 0.0002 
ep/it:82- 343 niter: 31750  188m 2s (- 3214m 23s) completed:  5%) loss_emb: 0.0029  loss: 1.4640  acc: 0.6353  lr: 0.0002 
Validation time:
Validation loss:1.450, accuracy:0.644
ep/it:83-  10 niter: 31800  188m 21s (- 3214m 27s) completed:  5%) loss_emb: 0.0029  loss: 1.4488  acc: 0.6401  lr: 0.0002 
ep/it:83-  60 niter: 31850  188m 38s (- 3213m 59s) completed:  5%) loss_emb: 0.0029  loss: 1.4471  acc: 0.6396  lr: 0.0002 
ep/it:83- 110 niter: 31900  188m 55s (- 3213m 22s) completed:  5%) loss_emb: 0.0028  loss: 1.4390  acc: 0.6425  lr: 0.0002 
ep/it:83- 160 niter: 31950  189m 11s (- 3212m 41s) completed:  5%) loss_emb: 0.0029  loss: 1.4626  acc: 0.6347  lr: 0.0002 
ep/it:83- 210 niter: 32000  189m 27s (- 3211m 58s) completed:  5%) loss_emb: 0.0028  loss: 1.4354  acc: 0.6430  lr: 0.0002 
ep/it:83- 260 niter: 32050  189m 44s (- 3211m 23s) completed:  5%) loss_emb: 0.0029  loss: 1.4533  acc: 0.6352  lr: 0.0002 
ep/it:83- 310 niter: 32100  190m 1s (- 3210m 47s) completed:  5%) loss_emb: 0.0029  loss: 1.4475  acc: 0.6381  lr: 0.0002 
ep/it:83- 360 niter: 32150  190m 17s (- 3210m 6s) completed:  5%) loss_emb: 0.0029  loss: 1.4548  acc: 0.6362  lr: 0.0002 
Validation time:
Validation loss:1.404, accuracy:0.653
ep/it:84-  27 niter: 32200  190m 36s (- 3210m 4s) completed:  5%) loss_emb: 0.0029  loss: 1.4449  acc: 0.6412  lr: 0.0002 
ep/it:84-  77 niter: 32250  190m 53s (- 3209m 35s) completed:  5%) loss_emb: 0.0029  loss: 1.4463  acc: 0.6401  lr: 0.0002 
ep/it:84- 127 niter: 32300  191m 9s (- 3208m 56s) completed:  5%) loss_emb: 0.0029  loss: 1.4640  acc: 0.6342  lr: 0.0002 
ep/it:84- 177 niter: 32350  191m 26s (- 3208m 21s) completed:  5%) loss_emb: 0.0029  loss: 1.4424  acc: 0.6398  lr: 0.0002 
ep/it:84- 227 niter: 32400  191m 45s (- 3208m 21s) completed:  5%) loss_emb: 0.0028  loss: 1.4133  acc: 0.6443  lr: 0.0002 
ep/it:84- 277 niter: 32450  192m 2s (- 3207m 46s) completed:  5%) loss_emb: 0.0029  loss: 1.4524  acc: 0.6383  lr: 0.0002 
ep/it:84- 327 niter: 32500  192m 18s (- 3207m 3s) completed:  5%) loss_emb: 0.0029  loss: 1.4461  acc: 0.6375  lr: 0.0002 
ep/it:84- 377 niter: 32550  192m 35s (- 3206m 34s) completed:  5%) loss_emb: 0.0028  loss: 1.4363  acc: 0.6421  lr: 0.0002 
Validation time:
Validation loss:1.410, accuracy:0.652
--> 	 Eva. Ep 85 :, FID. 5.3169, Diversity Real. 9.6523, Diversity. 7.8576, R_precision_real. [0.50332447 0.70146277 0.80119681], R_precision. [0.26928191 0.43484043 0.53989362], matching_score_real. 2.916325092315674, matching_score_pred. 4.664913654327393
ep/it:85-  44 niter: 32600  193m 6s (- 3210m 1s) completed:  5%) loss_emb: 0.0028  loss: 1.4291  acc: 0.6449  lr: 0.0002 
ep/it:85-  94 niter: 32650  193m 23s (- 3209m 27s) completed:  5%) loss_emb: 0.0029  loss: 1.4350  acc: 0.6421  lr: 0.0002 
ep/it:85- 144 niter: 32700  193m 40s (- 3208m 57s) completed:  5%) loss_emb: 0.0028  loss: 1.4273  acc: 0.6441  lr: 0.0002 
ep/it:85- 194 niter: 32750  193m 57s (- 3208m 19s) completed:  5%) loss_emb: 0.0029  loss: 1.4394  acc: 0.6396  lr: 0.0002 
ep/it:85- 244 niter: 32800  194m 13s (- 3207m 43s) completed:  5%) loss_emb: 0.0029  loss: 1.4467  acc: 0.6408  lr: 0.0002 
ep/it:85- 294 niter: 32850  194m 30s (- 3207m 10s) completed:  5%) loss_emb: 0.0029  loss: 1.4636  acc: 0.6359  lr: 0.0002 
ep/it:85- 344 niter: 32900  194m 49s (- 3207m 16s) completed:  5%) loss_emb: 0.0029  loss: 1.4417  acc: 0.6407  lr: 0.0002 
Validation time:
Validation loss:1.394, accuracy:0.654
ep/it:86-  11 niter: 32950  195m 13s (- 3208m 39s) completed:  5%) loss_emb: 0.0028  loss: 1.4077  acc: 0.6452  lr: 0.0002 
ep/it:86-  61 niter: 33000  195m 30s (- 3208m 14s) completed:  5%) loss_emb: 0.0029  loss: 1.4271  acc: 0.6413  lr: 0.0002 
ep/it:86- 111 niter: 33050  195m 50s (- 3208m 23s) completed:  5%) loss_emb: 0.0029  loss: 1.4688  acc: 0.6300  lr: 0.0002 
ep/it:86- 161 niter: 33100  196m 10s (- 3208m 44s) completed:  5%) loss_emb: 0.0028  loss: 1.4227  acc: 0.6442  lr: 0.0002 
ep/it:86- 211 niter: 33150  196m 30s (- 3209m 8s) completed:  5%) loss_emb: 0.0028  loss: 1.4299  acc: 0.6430  lr: 0.0002 
ep/it:86- 261 niter: 33200  196m 53s (- 3210m 5s) completed:  5%) loss_emb: 0.0028  loss: 1.4269  acc: 0.6422  lr: 0.0002 
ep/it:86- 311 niter: 33250  197m 12s (- 3210m 12s) completed:  5%) loss_emb: 0.0028  loss: 1.4422  acc: 0.6437  lr: 0.0002 
ep/it:86- 361 niter: 33300  197m 32s (- 3210m 24s) completed:  5%) loss_emb: 0.0029  loss: 1.4461  acc: 0.6375  lr: 0.0002 
Validation time:
Validation loss:1.402, accuracy:0.652
ep/it:87-  28 niter: 33350  197m 54s (- 3211m 15s) completed:  5%) loss_emb: 0.0028  loss: 1.4340  acc: 0.6430  lr: 0.0002 
ep/it:87-  78 niter: 33400  198m 12s (- 3211m 4s) completed:  5%) loss_emb: 0.0028  loss: 1.4237  acc: 0.6452  lr: 0.0002 
ep/it:87- 128 niter: 33450  198m 31s (- 3211m 7s) completed:  5%) loss_emb: 0.0029  loss: 1.4497  acc: 0.6376  lr: 0.0002 
ep/it:87- 178 niter: 33500  198m 51s (- 3211m 20s) completed:  5%) loss_emb: 0.0029  loss: 1.4394  acc: 0.6410  lr: 0.0002 
ep/it:87- 228 niter: 33550  199m 9s (- 3211m 13s) completed:  5%) loss_emb: 0.0028  loss: 1.4282  acc: 0.6443  lr: 0.0002 
ep/it:87- 278 niter: 33600  199m 28s (- 3211m 10s) completed:  5%) loss_emb: 0.0029  loss: 1.4382  acc: 0.6407  lr: 0.0002 
ep/it:87- 328 niter: 33650  199m 45s (- 3210m 48s) completed:  5%) loss_emb: 0.0029  loss: 1.4390  acc: 0.6395  lr: 0.0002 
ep/it:87- 378 niter: 33700  200m 3s (- 3210m 21s) completed:  5%) loss_emb: 0.0028  loss: 1.4285  acc: 0.6445  lr: 0.0002 
Validation time:
Validation loss:1.399, accuracy:0.652
ep/it:88-  45 niter: 33750  200m 23s (- 3210m 40s) completed:  5%) loss_emb: 0.0029  loss: 1.4510  acc: 0.6392  lr: 0.0002 
ep/it:88-  95 niter: 33800  200m 41s (- 3210m 25s) completed:  5%) loss_emb: 0.0028  loss: 1.4226  acc: 0.6423  lr: 0.0002 
ep/it:88- 145 niter: 33850  200m 59s (- 3210m 12s) completed:  5%) loss_emb: 0.0028  loss: 1.4265  acc: 0.6436  lr: 0.0002 
ep/it:88- 195 niter: 33900  201m 16s (- 3209m 41s) completed:  5%) loss_emb: 0.0029  loss: 1.4451  acc: 0.6388  lr: 0.0002 
ep/it:88- 245 niter: 33950  201m 32s (- 3208m 58s) completed:  5%) loss_emb: 0.0029  loss: 1.4346  acc: 0.6414  lr: 0.0002 
ep/it:88- 295 niter: 34000  201m 50s (- 3208m 49s) completed:  5%) loss_emb: 0.0029  loss: 1.4549  acc: 0.6354  lr: 0.0002 
ep/it:88- 345 niter: 34050  202m 8s (- 3208m 29s) completed:  5%) loss_emb: 0.0028  loss: 1.4375  acc: 0.6439  lr: 0.0002 
Validation time:
Validation loss:1.356, accuracy:0.662
Improved accuracy from 0.66 to 0.6620335190192513!!!
ep/it:89-  12 niter: 34100  202m 28s (- 3208m 43s) completed:  5%) loss_emb: 0.0028  loss: 1.4342  acc: 0.6438  lr: 0.0002 
ep/it:89-  62 niter: 34150  202m 45s (- 3208m 6s) completed:  5%) loss_emb: 0.0029  loss: 1.4445  acc: 0.6394  lr: 0.0002 
ep/it:89- 112 niter: 34200  203m 2s (- 3207m 39s) completed:  5%) loss_emb: 0.0028  loss: 1.4199  acc: 0.6450  lr: 0.0002 
ep/it:89- 162 niter: 34250  203m 19s (- 3207m 5s) completed:  5%) loss_emb: 0.0029  loss: 1.4422  acc: 0.6372  lr: 0.0002 
ep/it:89- 212 niter: 34300  203m 36s (- 3206m 33s) completed:  5%) loss_emb: 0.0029  loss: 1.4647  acc: 0.6327  lr: 0.0002 
ep/it:89- 262 niter: 34350  203m 53s (- 3206m 5s) completed:  5%) loss_emb: 0.0028  loss: 1.4261  acc: 0.6428  lr: 0.0002 
ep/it:89- 312 niter: 34400  204m 10s (- 3205m 32s) completed:  5%) loss_emb: 0.0029  loss: 1.4363  acc: 0.6406  lr: 0.0002 
ep/it:89- 362 niter: 34450  204m 27s (- 3205m 11s) completed:  5%) loss_emb: 0.0028  loss: 1.4373  acc: 0.6416  lr: 0.0002 
Validation time:
Validation loss:1.391, accuracy:0.655
--> 	 Eva. Ep 90 :, FID. 5.1614, Diversity Real. 9.5593, Diversity. 7.6746, R_precision_real. [0.50598404 0.69880319 0.78656915], R_precision. [0.26928191 0.43085106 0.54720745], matching_score_real. 2.909761428833008, matching_score_pred. 4.7176947593688965
ep/it:90-  29 niter: 34500  204m 56s (- 3207m 42s) completed:  6%) loss_emb: 0.0029  loss: 1.4493  acc: 0.6417  lr: 0.0002 
ep/it:90-  79 niter: 34550  205m 12s (- 3207m 6s) completed:  6%) loss_emb: 0.0028  loss: 1.4278  acc: 0.6426  lr: 0.0002 
ep/it:90- 129 niter: 34600  205m 29s (- 3206m 26s) completed:  6%) loss_emb: 0.0029  loss: 1.4326  acc: 0.6427  lr: 0.0002 
ep/it:90- 179 niter: 34650  205m 46s (- 3206m 0s) completed:  6%) loss_emb: 0.0029  loss: 1.4348  acc: 0.6401  lr: 0.0002 
ep/it:90- 229 niter: 34700  206m 3s (- 3205m 29s) completed:  6%) loss_emb: 0.0028  loss: 1.4007  acc: 0.6487  lr: 0.0002 
ep/it:90- 279 niter: 34750  206m 20s (- 3204m 58s) completed:  6%) loss_emb: 0.0028  loss: 1.4242  acc: 0.6431  lr: 0.0002 
ep/it:90- 329 niter: 34800  206m 38s (- 3204m 37s) completed:  6%) loss_emb: 0.0029  loss: 1.4339  acc: 0.6392  lr: 0.0002 
ep/it:90- 379 niter: 34850  206m 55s (- 3204m 14s) completed:  6%) loss_emb: 0.0028  loss: 1.4241  acc: 0.6426  lr: 0.0002 
Validation time:
Validation loss:1.353, accuracy:0.666
Improved accuracy from 0.66 to 0.6659641032633574!!!
ep/it:91-  46 niter: 34900  207m 16s (- 3204m 51s) completed:  6%) loss_emb: 0.0028  loss: 1.4266  acc: 0.6424  lr: 0.0002 
ep/it:91-  96 niter: 34950  207m 34s (- 3204m 36s) completed:  6%) loss_emb: 0.0029  loss: 1.4378  acc: 0.6400  lr: 0.0002 
ep/it:91- 146 niter: 35000  207m 51s (- 3204m 4s) completed:  6%) loss_emb: 0.0029  loss: 1.4345  acc: 0.6416  lr: 0.0002 
ep/it:91- 196 niter: 35050  208m 9s (- 3203m 37s) completed:  6%) loss_emb: 0.0028  loss: 1.4242  acc: 0.6424  lr: 0.0002 
ep/it:91- 246 niter: 35100  208m 26s (- 3203m 18s) completed:  6%) loss_emb: 0.0028  loss: 1.4185  acc: 0.6446  lr: 0.0002 
ep/it:91- 296 niter: 35150  208m 43s (- 3202m 45s) completed:  6%) loss_emb: 0.0029  loss: 1.4287  acc: 0.6404  lr: 0.0002 
ep/it:91- 346 niter: 35200  209m 0s (- 3202m 18s) completed:  6%) loss_emb: 0.0028  loss: 1.4163  acc: 0.6483  lr: 0.0002 
Validation time:
Validation loss:1.384, accuracy:0.656
ep/it:92-  13 niter: 35250  209m 20s (- 3202m 23s) completed:  6%) loss_emb: 0.0028  loss: 1.4104  acc: 0.6460  lr: 0.0002 
ep/it:92-  63 niter: 35300  209m 37s (- 3201m 55s) completed:  6%) loss_emb: 0.0028  loss: 1.4174  acc: 0.6440  lr: 0.0002 
ep/it:92- 113 niter: 35350  209m 54s (- 3201m 22s) completed:  6%) loss_emb: 0.0029  loss: 1.4257  acc: 0.6400  lr: 0.0002 
ep/it:92- 163 niter: 35400  210m 10s (- 3200m 42s) completed:  6%) loss_emb: 0.0028  loss: 1.4317  acc: 0.6435  lr: 0.0002 
ep/it:92- 213 niter: 35450  210m 27s (- 3200m 11s) completed:  6%) loss_emb: 0.0028  loss: 1.4255  acc: 0.6424  lr: 0.0002 
ep/it:92- 263 niter: 35500  210m 43s (- 3199m 30s) completed:  6%) loss_emb: 0.0028  loss: 1.4224  acc: 0.6427  lr: 0.0002 
ep/it:92- 313 niter: 35550  211m 0s (- 3199m 4s) completed:  6%) loss_emb: 0.0029  loss: 1.4430  acc: 0.6374  lr: 0.0002 
ep/it:92- 363 niter: 35600  211m 18s (- 3198m 38s) completed:  6%) loss_emb: 0.0028  loss: 1.4153  acc: 0.6461  lr: 0.0002 
Validation time:
Validation loss:1.364, accuracy:0.663
ep/it:93-  30 niter: 35650  211m 38s (- 3198m 55s) completed:  6%) loss_emb: 0.0028  loss: 1.4047  acc: 0.6454  lr: 0.0002 
ep/it:93-  80 niter: 35700  211m 55s (- 3198m 25s) completed:  6%) loss_emb: 0.0028  loss: 1.3985  acc: 0.6487  lr: 0.0002 
ep/it:93- 130 niter: 35750  212m 12s (- 3197m 52s) completed:  6%) loss_emb: 0.0028  loss: 1.4131  acc: 0.6470  lr: 0.0002 
ep/it:93- 180 niter: 35800  212m 29s (- 3197m 24s) completed:  6%) loss_emb: 0.0028  loss: 1.4094  acc: 0.6508  lr: 0.0002 
ep/it:93- 230 niter: 35850  212m 46s (- 3196m 54s) completed:  6%) loss_emb: 0.0028  loss: 1.4345  acc: 0.6426  lr: 0.0002 
ep/it:93- 280 niter: 35900  213m 2s (- 3196m 19s) completed:  6%) loss_emb: 0.0028  loss: 1.4090  acc: 0.6456  lr: 0.0002 
ep/it:93- 330 niter: 35950  213m 19s (- 3195m 47s) completed:  6%) loss_emb: 0.0028  loss: 1.4253  acc: 0.6435  lr: 0.0002 
ep/it:93- 380 niter: 36000  213m 37s (- 3195m 32s) completed:  6%) loss_emb: 0.0028  loss: 1.4219  acc: 0.6443  lr: 0.0002 
Validation time:
Validation loss:1.385, accuracy:0.660
ep/it:94-  47 niter: 36050  213m 58s (- 3195m 57s) completed:  6%) loss_emb: 0.0029  loss: 1.4355  acc: 0.6394  lr: 0.0002 
ep/it:94-  97 niter: 36100  214m 15s (- 3195m 32s) completed:  6%) loss_emb: 0.0029  loss: 1.4505  acc: 0.6388  lr: 0.0002 
ep/it:94- 147 niter: 36150  214m 32s (- 3195m 3s) completed:  6%) loss_emb: 0.0028  loss: 1.4039  acc: 0.6474  lr: 0.0002 
ep/it:94- 197 niter: 36200  214m 49s (- 3194m 36s) completed:  6%) loss_emb: 0.0028  loss: 1.3774  acc: 0.6552  lr: 0.0002 
ep/it:94- 247 niter: 36250  215m 7s (- 3194m 7s) completed:  6%) loss_emb: 0.0028  loss: 1.4126  acc: 0.6420  lr: 0.0002 
ep/it:94- 297 niter: 36300  215m 23s (- 3193m 34s) completed:  6%) loss_emb: 0.0028  loss: 1.4370  acc: 0.6444  lr: 0.0002 
ep/it:94- 347 niter: 36350  215m 40s (- 3193m 2s) completed:  6%) loss_emb: 0.0028  loss: 1.4173  acc: 0.6450  lr: 0.0002 
Validation time:
Validation loss:1.364, accuracy:0.663
--> 	 Eva. Ep 95 :, FID. 4.9785, Diversity Real. 9.4247, Diversity. 8.2152, R_precision_real. [0.48803191 0.69414894 0.79055851], R_precision. [0.26728723 0.43484043 0.56183511], matching_score_real. 2.9494528770446777, matching_score_pred. 4.715834140777588
--> --> 	 Diversity Improved from 7.95465 to 8.21521 !!!
ep/it:95-  14 niter: 36400  216m 8s (- 3195m 15s) completed:  6%) loss_emb: 0.0029  loss: 1.4337  acc: 0.6409  lr: 0.0002 
ep/it:95-  64 niter: 36450  216m 25s (- 3194m 44s) completed:  6%) loss_emb: 0.0028  loss: 1.4094  acc: 0.6469  lr: 0.0002 
ep/it:95- 114 niter: 36500  216m 42s (- 3194m 14s) completed:  6%) loss_emb: 0.0028  loss: 1.4143  acc: 0.6433  lr: 0.0002 
ep/it:95- 164 niter: 36550  216m 59s (- 3193m 48s) completed:  6%) loss_emb: 0.0028  loss: 1.4251  acc: 0.6434  lr: 0.0002 
ep/it:95- 214 niter: 36600  217m 17s (- 3193m 22s) completed:  6%) loss_emb: 0.0028  loss: 1.4073  acc: 0.6512  lr: 0.0002 
ep/it:95- 264 niter: 36650  217m 34s (- 3193m 0s) completed:  6%) loss_emb: 0.0028  loss: 1.3998  acc: 0.6468  lr: 0.0002 
ep/it:95- 314 niter: 36700  217m 51s (- 3192m 29s) completed:  6%) loss_emb: 0.0029  loss: 1.4436  acc: 0.6367  lr: 0.0002 
ep/it:95- 364 niter: 36750  218m 9s (- 3192m 7s) completed:  6%) loss_emb: 0.0028  loss: 1.4094  acc: 0.6479  lr: 0.0002 
Validation time:
Validation loss:1.385, accuracy:0.659
ep/it:96-  31 niter: 36800  218m 28s (- 3192m 18s) completed:  6%) loss_emb: 0.0028  loss: 1.4204  acc: 0.6432  lr: 0.0002 
ep/it:96-  81 niter: 36850  218m 46s (- 3191m 59s) completed:  6%) loss_emb: 0.0028  loss: 1.4138  acc: 0.6444  lr: 0.0002 
ep/it:96- 131 niter: 36900  219m 5s (- 3191m 54s) completed:  6%) loss_emb: 0.0028  loss: 1.4178  acc: 0.6436  lr: 0.0002 
ep/it:96- 181 niter: 36950  219m 23s (- 3191m 36s) completed:  6%) loss_emb: 0.0028  loss: 1.4264  acc: 0.6427  lr: 0.0002 
ep/it:96- 231 niter: 37000  219m 40s (- 3191m 13s) completed:  6%) loss_emb: 0.0028  loss: 1.4024  acc: 0.6504  lr: 0.0002 
ep/it:96- 281 niter: 37050  219m 59s (- 3191m 7s) completed:  6%) loss_emb: 0.0028  loss: 1.4222  acc: 0.6429  lr: 0.0002 
ep/it:96- 331 niter: 37100  220m 15s (- 3190m 31s) completed:  6%) loss_emb: 0.0028  loss: 1.4180  acc: 0.6457  lr: 0.0002 
ep/it:96- 381 niter: 37150  220m 32s (- 3190m 3s) completed:  6%) loss_emb: 0.0028  loss: 1.4313  acc: 0.6416  lr: 0.0002 
Validation time:
Validation loss:1.383, accuracy:0.659
ep/it:97-  48 niter: 37200  220m 52s (- 3190m 9s) completed:  6%) loss_emb: 0.0027  loss: 1.3623  acc: 0.6578  lr: 0.0002 
ep/it:97-  98 niter: 37250  221m 11s (- 3190m 9s) completed:  6%) loss_emb: 0.0028  loss: 1.3919  acc: 0.6502  lr: 0.0002 
ep/it:97- 148 niter: 37300  221m 29s (- 3189m 56s) completed:  6%) loss_emb: 0.0029  loss: 1.4441  acc: 0.6384  lr: 0.0002 
ep/it:97- 198 niter: 37350  221m 47s (- 3189m 40s) completed:  6%) loss_emb: 0.0028  loss: 1.4154  acc: 0.6423  lr: 0.0002 
ep/it:97- 248 niter: 37400  222m 4s (- 3189m 14s) completed:  6%) loss_emb: 0.0029  loss: 1.4271  acc: 0.6405  lr: 0.0002 
ep/it:97- 298 niter: 37450  222m 21s (- 3188m 46s) completed:  6%) loss_emb: 0.0028  loss: 1.4063  acc: 0.6443  lr: 0.0002 
ep/it:97- 348 niter: 37500  222m 39s (- 3188m 24s) completed:  6%) loss_emb: 0.0028  loss: 1.3958  acc: 0.6497  lr: 0.0002 
Validation time:
Validation loss:1.406, accuracy:0.654
ep/it:98-  15 niter: 37550  222m 58s (- 3188m 24s) completed:  6%) loss_emb: 0.0028  loss: 1.3945  acc: 0.6493  lr: 0.0002 
ep/it:98-  65 niter: 37600  223m 15s (- 3187m 57s) completed:  6%) loss_emb: 0.0028  loss: 1.3963  acc: 0.6474  lr: 0.0002 
ep/it:98- 115 niter: 37650  223m 32s (- 3187m 25s) completed:  6%) loss_emb: 0.0028  loss: 1.4135  acc: 0.6447  lr: 0.0002 
ep/it:98- 165 niter: 37700  223m 49s (- 3187m 1s) completed:  6%) loss_emb: 0.0028  loss: 1.4132  acc: 0.6464  lr: 0.0002 
ep/it:98- 215 niter: 37750  224m 6s (- 3186m 34s) completed:  6%) loss_emb: 0.0028  loss: 1.3807  acc: 0.6524  lr: 0.0002 
ep/it:98- 265 niter: 37800  224m 23s (- 3186m 5s) completed:  6%) loss_emb: 0.0029  loss: 1.4302  acc: 0.6405  lr: 0.0002 
ep/it:98- 315 niter: 37850  224m 40s (- 3185m 35s) completed:  6%) loss_emb: 0.0028  loss: 1.4040  acc: 0.6490  lr: 0.0002 
ep/it:98- 365 niter: 37900  224m 57s (- 3185m 2s) completed:  6%) loss_emb: 0.0029  loss: 1.4198  acc: 0.6402  lr: 0.0002 
Validation time:
Validation loss:1.349, accuracy:0.665
ep/it:99-  32 niter: 37950  225m 17s (- 3185m 11s) completed:  6%) loss_emb: 0.0028  loss: 1.4161  acc: 0.6435  lr: 0.0002 
ep/it:99-  82 niter: 38000  225m 33s (- 3184m 36s) completed:  6%) loss_emb: 0.0028  loss: 1.4187  acc: 0.6452  lr: 0.0002 
ep/it:99- 132 niter: 38050  225m 50s (- 3184m 7s) completed:  6%) loss_emb: 0.0028  loss: 1.4039  acc: 0.6469  lr: 0.0002 
ep/it:99- 182 niter: 38100  226m 8s (- 3183m 49s) completed:  6%) loss_emb: 0.0028  loss: 1.3970  acc: 0.6472  lr: 0.0002 
ep/it:99- 232 niter: 38150  226m 27s (- 3183m 49s) completed:  6%) loss_emb: 0.0029  loss: 1.4412  acc: 0.6411  lr: 0.0002 
ep/it:99- 282 niter: 38200  226m 45s (- 3183m 31s) completed:  6%) loss_emb: 0.0028  loss: 1.4288  acc: 0.6413  lr: 0.0002 
ep/it:99- 332 niter: 38250  227m 3s (- 3183m 15s) completed:  6%) loss_emb: 0.0028  loss: 1.3829  acc: 0.6519  lr: 0.0002 
ep/it:99- 382 niter: 38300  227m 20s (- 3182m 47s) completed:  6%) loss_emb: 0.0028  loss: 1.4153  acc: 0.6443  lr: 0.0002 
Validation time:
Validation loss:1.366, accuracy:0.663
--> 	 Eva. Ep 100 :, FID. 4.5590, Diversity Real. 9.3257, Diversity. 7.6804, R_precision_real. [0.52194149 0.7081117  0.79853723], R_precision. [0.29587766 0.45345745 0.57380319], matching_score_real. 2.902836799621582, matching_score_pred. 4.608231544494629
ep/it:100-  49 niter: 38350  227m 49s (- 3185m 8s) completed:  6%) loss_emb: 0.0028  loss: 1.4239  acc: 0.6429  lr: 0.0002 
ep/it:100-  99 niter: 38400  228m 8s (- 3185m 9s) completed:  6%) loss_emb: 0.0028  loss: 1.4116  acc: 0.6430  lr: 0.0002 
ep/it:100- 149 niter: 38450  228m 25s (- 3184m 35s) completed:  6%) loss_emb: 0.0028  loss: 1.4172  acc: 0.6429  lr: 0.0002 
ep/it:100- 199 niter: 38500  228m 43s (- 3184m 18s) completed:  6%) loss_emb: 0.0028  loss: 1.4066  acc: 0.6489  lr: 0.0002 
ep/it:100- 249 niter: 38550  229m 0s (- 3183m 55s) completed:  6%) loss_emb: 0.0028  loss: 1.4275  acc: 0.6432  lr: 0.0002 
ep/it:100- 299 niter: 38600  229m 18s (- 3183m 36s) completed:  6%) loss_emb: 0.0028  loss: 1.3943  acc: 0.6484  lr: 0.0002 
ep/it:100- 349 niter: 38650  229m 36s (- 3183m 17s) completed:  6%) loss_emb: 0.0028  loss: 1.3937  acc: 0.6475  lr: 0.0002 
Validation time:
Validation loss:1.360, accuracy:0.663
ep/it:101-  16 niter: 38700  229m 55s (- 3183m 19s) completed:  6%) loss_emb: 0.0029  loss: 1.4216  acc: 0.6418  lr: 0.0002 
ep/it:101-  66 niter: 38750  230m 13s (- 3183m 6s) completed:  6%) loss_emb: 0.0028  loss: 1.4132  acc: 0.6467  lr: 0.0002 
ep/it:101- 116 niter: 38800  230m 30s (- 3182m 34s) completed:  6%) loss_emb: 0.0028  loss: 1.3880  acc: 0.6482  lr: 0.0002 
ep/it:101- 166 niter: 38850  230m 47s (- 3182m 8s) completed:  6%) loss_emb: 0.0028  loss: 1.3916  acc: 0.6498  lr: 0.0002 
ep/it:101- 216 niter: 38900  231m 4s (- 3181m 41s) completed:  6%) loss_emb: 0.0028  loss: 1.4140  acc: 0.6452  lr: 0.0002 
ep/it:101- 266 niter: 38950  231m 22s (- 3181m 15s) completed:  6%) loss_emb: 0.0028  loss: 1.4218  acc: 0.6431  lr: 0.0002 
ep/it:101- 316 niter: 39000  231m 39s (- 3180m 53s) completed:  6%) loss_emb: 0.0028  loss: 1.3985  acc: 0.6482  lr: 0.0002 
ep/it:101- 366 niter: 39050  231m 57s (- 3180m 35s) completed:  6%) loss_emb: 0.0028  loss: 1.3876  acc: 0.6522  lr: 0.0002 
Validation time:
Validation loss:1.366, accuracy:0.662
ep/it:102-  33 niter: 39100  232m 16s (- 3180m 38s) completed:  6%) loss_emb: 0.0028  loss: 1.3933  acc: 0.6471  lr: 0.0002 
ep/it:102-  83 niter: 39150  232m 33s (- 3180m 10s) completed:  6%) loss_emb: 0.0028  loss: 1.3962  acc: 0.6484  lr: 0.0002 
ep/it:102- 133 niter: 39200  232m 51s (- 3179m 48s) completed:  6%) loss_emb: 0.0028  loss: 1.4124  acc: 0.6445  lr: 0.0002 
ep/it:102- 183 niter: 39250  233m 8s (- 3179m 23s) completed:  6%) loss_emb: 0.0028  loss: 1.4142  acc: 0.6468  lr: 0.0002 
ep/it:102- 233 niter: 39300  233m 25s (- 3178m 57s) completed:  6%) loss_emb: 0.0028  loss: 1.3962  acc: 0.6481  lr: 0.0002 
ep/it:102- 283 niter: 39350  233m 43s (- 3178m 34s) completed:  6%) loss_emb: 0.0028  loss: 1.4047  acc: 0.6453  lr: 0.0002 
ep/it:102- 333 niter: 39400  234m 0s (- 3178m 9s) completed:  6%) loss_emb: 0.0028  loss: 1.3992  acc: 0.6486  lr: 0.0002 
Validation time:
Validation loss:1.364, accuracy:0.658
ep/it:103-   0 niter: 39450  234m 20s (- 3178m 14s) completed:  6%) loss_emb: 0.0029  loss: 1.4343  acc: 0.6408  lr: 0.0002 
ep/it:103-  50 niter: 39500  234m 38s (- 3177m 57s) completed:  6%) loss_emb: 0.0028  loss: 1.4130  acc: 0.6449  lr: 0.0002 
ep/it:103- 100 niter: 39550  234m 55s (- 3177m 38s) completed:  6%) loss_emb: 0.0028  loss: 1.4139  acc: 0.6446  lr: 0.0002 
ep/it:103- 150 niter: 39600  235m 12s (- 3177m 12s) completed:  6%) loss_emb: 0.0028  loss: 1.4074  acc: 0.6460  lr: 0.0002 
ep/it:103- 200 niter: 39650  235m 30s (- 3176m 46s) completed:  6%) loss_emb: 0.0028  loss: 1.4104  acc: 0.6447  lr: 0.0002 
ep/it:103- 250 niter: 39700  235m 47s (- 3176m 22s) completed:  6%) loss_emb: 0.0028  loss: 1.4168  acc: 0.6443  lr: 0.0002 
ep/it:103- 300 niter: 39750  236m 4s (- 3175m 58s) completed:  6%) loss_emb: 0.0028  loss: 1.4218  acc: 0.6433  lr: 0.0002 
ep/it:103- 350 niter: 39800  236m 21s (- 3175m 28s) completed:  6%) loss_emb: 0.0028  loss: 1.3907  acc: 0.6507  lr: 0.0002 
Validation time:
Validation loss:1.343, accuracy:0.667
Improved accuracy from 0.67 to 0.6674192184987275!!!
ep/it:104-  17 niter: 39850  236m 41s (- 3175m 35s) completed:  6%) loss_emb: 0.0028  loss: 1.3972  acc: 0.6515  lr: 0.0002 
ep/it:104-  67 niter: 39900  236m 58s (- 3175m 5s) completed:  6%) loss_emb: 0.0028  loss: 1.3832  acc: 0.6522  lr: 0.0002 
ep/it:104- 117 niter: 39950  237m 15s (- 3174m 42s) completed:  6%) loss_emb: 0.0028  loss: 1.3900  acc: 0.6462  lr: 0.0002 
ep/it:104- 167 niter: 40000  237m 33s (- 3174m 20s) completed:  6%) loss_emb: 0.0028  loss: 1.3779  acc: 0.6522  lr: 0.0002 
ep/it:104- 217 niter: 40050  237m 50s (- 3173m 56s) completed:  6%) loss_emb: 0.0028  loss: 1.4192  acc: 0.6468  lr: 0.0002 
ep/it:104- 267 niter: 40100  238m 9s (- 3173m 50s) completed:  6%) loss_emb: 0.0028  loss: 1.4204  acc: 0.6457  lr: 0.0002 
ep/it:104- 317 niter: 40150  238m 27s (- 3173m 35s) completed:  6%) loss_emb: 0.0028  loss: 1.3901  acc: 0.6488  lr: 0.0002 
ep/it:104- 367 niter: 40200  238m 44s (- 3173m 7s) completed:  6%) loss_emb: 0.0028  loss: 1.3975  acc: 0.6478  lr: 0.0002 
Validation time:
Validation loss:1.363, accuracy:0.662
--> 	 Eva. Ep 105 :, FID. 5.1331, Diversity Real. 9.6495, Diversity. 7.4490, R_precision_real. [0.49667553 0.70279255 0.80585106], R_precision. [0.27260638 0.44148936 0.5412234 ], matching_score_real. 2.889347553253174, matching_score_pred. 4.795949459075928
ep/it:105-  34 niter: 40250  239m 14s (- 3175m 33s) completed:  7%) loss_emb: 0.0029  loss: 1.4353  acc: 0.6366  lr: 0.0002 
ep/it:105-  84 niter: 40300  239m 32s (- 3175m 9s) completed:  7%) loss_emb: 0.0028  loss: 1.4159  acc: 0.6468  lr: 0.0002 
ep/it:105- 134 niter: 40350  239m 49s (- 3174m 50s) completed:  7%) loss_emb: 0.0028  loss: 1.4030  acc: 0.6483  lr: 0.0002 
ep/it:105- 184 niter: 40400  240m 7s (- 3174m 32s) completed:  7%) loss_emb: 0.0028  loss: 1.3912  acc: 0.6493  lr: 0.0002 
ep/it:105- 234 niter: 40450  240m 24s (- 3174m 4s) completed:  7%) loss_emb: 0.0028  loss: 1.4016  acc: 0.6438  lr: 0.0002 
ep/it:105- 284 niter: 40500  240m 44s (- 3174m 6s) completed:  7%) loss_emb: 0.0028  loss: 1.4104  acc: 0.6435  lr: 0.0002 
ep/it:105- 334 niter: 40550  241m 1s (- 3173m 44s) completed:  7%) loss_emb: 0.0028  loss: 1.3997  acc: 0.6466  lr: 0.0002 
Validation time:
Validation loss:1.372, accuracy:0.655
ep/it:106-   1 niter: 40600  241m 22s (- 3174m 3s) completed:  7%) loss_emb: 0.0028  loss: 1.4116  acc: 0.6440  lr: 0.0002 
ep/it:106-  51 niter: 40650  241m 39s (- 3173m 37s) completed:  7%) loss_emb: 0.0028  loss: 1.4189  acc: 0.6448  lr: 0.0002 
ep/it:106- 101 niter: 40700  241m 56s (- 3173m 10s) completed:  7%) loss_emb: 0.0028  loss: 1.3938  acc: 0.6479  lr: 0.0002 
ep/it:106- 151 niter: 40750  242m 13s (- 3172m 40s) completed:  7%) loss_emb: 0.0028  loss: 1.4012  acc: 0.6455  lr: 0.0002 
ep/it:106- 201 niter: 40800  242m 31s (- 3172m 32s) completed:  7%) loss_emb: 0.0028  loss: 1.3928  acc: 0.6483  lr: 0.0002 
ep/it:106- 251 niter: 40850  242m 49s (- 3172m 9s) completed:  7%) loss_emb: 0.0029  loss: 1.4264  acc: 0.6401  lr: 0.0002 
ep/it:106- 301 niter: 40900  243m 6s (- 3171m 42s) completed:  7%) loss_emb: 0.0028  loss: 1.4271  acc: 0.6430  lr: 0.0002 
ep/it:106- 351 niter: 40950  243m 24s (- 3171m 23s) completed:  7%) loss_emb: 0.0028  loss: 1.4064  acc: 0.6492  lr: 0.0002 
Validation time:
Validation loss:1.359, accuracy:0.662
ep/it:107-  18 niter: 41000  243m 43s (- 3171m 17s) completed:  7%) loss_emb: 0.0028  loss: 1.3934  acc: 0.6508  lr: 0.0002 
ep/it:107-  68 niter: 41050  244m 0s (- 3170m 49s) completed:  7%) loss_emb: 0.0028  loss: 1.4110  acc: 0.6457  lr: 0.0002 
ep/it:107- 118 niter: 41100  244m 17s (- 3170m 24s) completed:  7%) loss_emb: 0.0028  loss: 1.4024  acc: 0.6442  lr: 0.0002 
ep/it:107- 168 niter: 41150  244m 36s (- 3170m 23s) completed:  7%) loss_emb: 0.0028  loss: 1.4249  acc: 0.6437  lr: 0.0002 
ep/it:107- 218 niter: 41200  244m 57s (- 3170m 40s) completed:  7%) loss_emb: 0.0028  loss: 1.4031  acc: 0.6462  lr: 0.0002 
ep/it:107- 268 niter: 41250  245m 14s (- 3170m 12s) completed:  7%) loss_emb: 0.0028  loss: 1.3790  acc: 0.6510  lr: 0.0002 
ep/it:107- 318 niter: 41300  245m 31s (- 3169m 46s) completed:  7%) loss_emb: 0.0028  loss: 1.3850  acc: 0.6476  lr: 0.0002 
ep/it:107- 368 niter: 41350  245m 48s (- 3169m 19s) completed:  7%) loss_emb: 0.0028  loss: 1.4050  acc: 0.6474  lr: 0.0002 
Validation time:
Validation loss:1.386, accuracy:0.655
ep/it:108-  35 niter: 41400  246m 7s (- 3169m 15s) completed:  7%) loss_emb: 0.0028  loss: 1.3835  acc: 0.6535  lr: 0.0002 
ep/it:108-  85 niter: 41450  246m 23s (- 3168m 41s) completed:  7%) loss_emb: 0.0028  loss: 1.3997  acc: 0.6467  lr: 0.0002 
ep/it:108- 135 niter: 41500  246m 40s (- 3168m 8s) completed:  7%) loss_emb: 0.0028  loss: 1.3944  acc: 0.6489  lr: 0.0002 
ep/it:108- 185 niter: 41550  246m 57s (- 3167m 43s) completed:  7%) loss_emb: 0.0027  loss: 1.3687  acc: 0.6532  lr: 0.0002 
ep/it:108- 235 niter: 41600  247m 16s (- 3167m 31s) completed:  7%) loss_emb: 0.0027  loss: 1.3489  acc: 0.6576  lr: 0.0002 
ep/it:108- 285 niter: 41650  247m 33s (- 3167m 4s) completed:  7%) loss_emb: 0.0028  loss: 1.3914  acc: 0.6482  lr: 0.0002 
ep/it:108- 335 niter: 41700  247m 50s (- 3166m 35s) completed:  7%) loss_emb: 0.0029  loss: 1.4288  acc: 0.6387  lr: 0.0002 
Validation time:
Validation loss:1.336, accuracy:0.668
Improved accuracy from 0.67 to 0.6677945748619412!!!
ep/it:109-   2 niter: 41750  248m 9s (- 3166m 40s) completed:  7%) loss_emb: 0.0028  loss: 1.3971  acc: 0.6456  lr: 0.0002 
ep/it:109-  52 niter: 41800  248m 26s (- 3166m 3s) completed:  7%) loss_emb: 0.0028  loss: 1.3768  acc: 0.6514  lr: 0.0002 
ep/it:109- 102 niter: 41850  248m 43s (- 3165m 39s) completed:  7%) loss_emb: 0.0027  loss: 1.3541  acc: 0.6572  lr: 0.0002 
ep/it:109- 152 niter: 41900  249m 0s (- 3165m 8s) completed:  7%) loss_emb: 0.0028  loss: 1.3764  acc: 0.6510  lr: 0.0002 
ep/it:109- 202 niter: 41950  249m 17s (- 3164m 47s) completed:  7%) loss_emb: 0.0028  loss: 1.3715  acc: 0.6533  lr: 0.0002 
ep/it:109- 252 niter: 42000  249m 35s (- 3164m 30s) completed:  7%) loss_emb: 0.0027  loss: 1.3581  acc: 0.6545  lr: 0.0002 
ep/it:109- 302 niter: 42050  249m 53s (- 3164m 9s) completed:  7%) loss_emb: 0.0029  loss: 1.4134  acc: 0.6406  lr: 0.0002 
ep/it:109- 352 niter: 42100  250m 11s (- 3163m 53s) completed:  7%) loss_emb: 0.0028  loss: 1.4216  acc: 0.6423  lr: 0.0002 
Validation time:
Validation loss:1.349, accuracy:0.665
--> 	 Eva. Ep 110 :, FID. 3.8731, Diversity Real. 9.2438, Diversity. 7.7550, R_precision_real. [0.51861702 0.6974734  0.78922872], R_precision. [0.29654255 0.46742021 0.58710106], matching_score_real. 2.8972251415252686, matching_score_pred. 4.431676864624023
ep/it:110-  19 niter: 42150  250m 42s (- 3166m 21s) completed:  7%) loss_emb: 0.0028  loss: 1.3958  acc: 0.6470  lr: 0.0002 
ep/it:110-  69 niter: 42200  250m 59s (- 3165m 57s) completed:  7%) loss_emb: 0.0028  loss: 1.3935  acc: 0.6457  lr: 0.0002 
ep/it:110- 119 niter: 42250  251m 19s (- 3166m 4s) completed:  7%) loss_emb: 0.0028  loss: 1.3875  acc: 0.6511  lr: 0.0002 
ep/it:110- 169 niter: 42300  251m 38s (- 3165m 56s) completed:  7%) loss_emb: 0.0028  loss: 1.3925  acc: 0.6528  lr: 0.0002 
ep/it:110- 219 niter: 42350  251m 57s (- 3166m 3s) completed:  7%) loss_emb: 0.0028  loss: 1.4129  acc: 0.6441  lr: 0.0002 
ep/it:110- 269 niter: 42400  252m 16s (- 3166m 0s) completed:  7%) loss_emb: 0.0028  loss: 1.4066  acc: 0.6430  lr: 0.0002 
ep/it:110- 319 niter: 42450  252m 35s (- 3165m 49s) completed:  7%) loss_emb: 0.0028  loss: 1.4040  acc: 0.6464  lr: 0.0002 
ep/it:110- 369 niter: 42500  252m 54s (- 3165m 48s) completed:  7%) loss_emb: 0.0028  loss: 1.3901  acc: 0.6502  lr: 0.0002 
Validation time:
Validation loss:1.368, accuracy:0.659
ep/it:111-  36 niter: 42550  253m 18s (- 3166m 47s) completed:  7%) loss_emb: 0.0028  loss: 1.4053  acc: 0.6455  lr: 0.0002 
ep/it:111-  86 niter: 42600  253m 37s (- 3166m 42s) completed:  7%) loss_emb: 0.0028  loss: 1.3844  acc: 0.6504  lr: 0.0002 
ep/it:111- 136 niter: 42650  253m 56s (- 3166m 42s) completed:  7%) loss_emb: 0.0028  loss: 1.3706  acc: 0.6547  lr: 0.0002 
ep/it:111- 186 niter: 42700  254m 17s (- 3167m 7s) completed:  7%) loss_emb: 0.0028  loss: 1.3850  acc: 0.6495  lr: 0.0002 
ep/it:111- 236 niter: 42750  254m 41s (- 3167m 59s) completed:  7%) loss_emb: 0.0027  loss: 1.3622  acc: 0.6563  lr: 0.0002 
ep/it:111- 286 niter: 42800  255m 3s (- 3168m 28s) completed:  7%) loss_emb: 0.0028  loss: 1.3837  acc: 0.6525  lr: 0.0002 
ep/it:111- 336 niter: 42850  255m 25s (- 3169m 1s) completed:  7%) loss_emb: 0.0028  loss: 1.4082  acc: 0.6464  lr: 0.0002 
Validation time:
Validation loss:1.407, accuracy:0.649
ep/it:112-   3 niter: 42900  255m 50s (- 3170m 15s) completed:  7%) loss_emb: 0.0028  loss: 1.3799  acc: 0.6515  lr: 0.0002 
ep/it:112-  53 niter: 42950  256m 10s (- 3170m 28s) completed:  7%) loss_emb: 0.0028  loss: 1.3664  acc: 0.6529  lr: 0.0002 
ep/it:112- 103 niter: 43000  256m 30s (- 3170m 35s) completed:  7%) loss_emb: 0.0028  loss: 1.3901  acc: 0.6486  lr: 0.0002 
ep/it:112- 153 niter: 43050  256m 51s (- 3170m 55s) completed:  7%) loss_emb: 0.0028  loss: 1.3752  acc: 0.6499  lr: 0.0002 
ep/it:112- 203 niter: 43100  257m 9s (- 3170m 40s) completed:  7%) loss_emb: 0.0028  loss: 1.3920  acc: 0.6513  lr: 0.0002 
ep/it:112- 253 niter: 43150  257m 28s (- 3170m 28s) completed:  7%) loss_emb: 0.0028  loss: 1.4035  acc: 0.6457  lr: 0.0002 
ep/it:112- 303 niter: 43200  257m 47s (- 3170m 32s) completed:  7%) loss_emb: 0.0028  loss: 1.4031  acc: 0.6479  lr: 0.0002 
ep/it:112- 353 niter: 43250  258m 7s (- 3170m 42s) completed:  7%) loss_emb: 0.0028  loss: 1.3689  acc: 0.6519  lr: 0.0002 
Validation time:
Validation loss:1.357, accuracy:0.662
ep/it:113-  20 niter: 43300  258m 32s (- 3171m 43s) completed:  7%) loss_emb: 0.0028  loss: 1.4043  acc: 0.6443  lr: 0.0002 
ep/it:113-  70 niter: 43350  258m 51s (- 3171m 37s) completed:  7%) loss_emb: 0.0028  loss: 1.3952  acc: 0.6481  lr: 0.0002 
ep/it:113- 120 niter: 43400  259m 11s (- 3171m 45s) completed:  7%) loss_emb: 0.0028  loss: 1.3700  acc: 0.6536  lr: 0.0002 
ep/it:113- 170 niter: 43450  259m 30s (- 3171m 42s) completed:  7%) loss_emb: 0.0028  loss: 1.3741  acc: 0.6520  lr: 0.0002 
ep/it:113- 220 niter: 43500  259m 52s (- 3172m 14s) completed:  7%) loss_emb: 0.0028  loss: 1.3855  acc: 0.6513  lr: 0.0002 
ep/it:113- 270 niter: 43550  260m 13s (- 3172m 30s) completed:  7%) loss_emb: 0.0028  loss: 1.4131  acc: 0.6419  lr: 0.0002 
ep/it:113- 320 niter: 43600  260m 34s (- 3173m 0s) completed:  7%) loss_emb: 0.0028  loss: 1.3856  acc: 0.6493  lr: 0.0002 
ep/it:113- 370 niter: 43650  260m 55s (- 3173m 9s) completed:  7%) loss_emb: 0.0028  loss: 1.3928  acc: 0.6462  lr: 0.0002 
Validation time:
Validation loss:1.347, accuracy:0.662
ep/it:114-  37 niter: 43700  261m 15s (- 3173m 23s) completed:  7%) loss_emb: 0.0028  loss: 1.3668  acc: 0.6522  lr: 0.0002 
ep/it:114-  87 niter: 43750  261m 35s (- 3173m 25s) completed:  7%) loss_emb: 0.0028  loss: 1.3890  acc: 0.6481  lr: 0.0002 
ep/it:114- 137 niter: 43800  261m 53s (- 3173m 10s) completed:  7%) loss_emb: 0.0028  loss: 1.4059  acc: 0.6429  lr: 0.0002 
ep/it:114- 187 niter: 43850  262m 11s (- 3172m 56s) completed:  7%) loss_emb: 0.0028  loss: 1.3803  acc: 0.6528  lr: 0.0002 
ep/it:114- 237 niter: 43900  262m 30s (- 3172m 46s) completed:  7%) loss_emb: 0.0028  loss: 1.3927  acc: 0.6464  lr: 0.0002 
ep/it:114- 287 niter: 43950  262m 49s (- 3172m 43s) completed:  7%) loss_emb: 0.0028  loss: 1.3919  acc: 0.6476  lr: 0.0002 
ep/it:114- 337 niter: 44000  263m 8s (- 3172m 38s) completed:  7%) loss_emb: 0.0028  loss: 1.3855  acc: 0.6539  lr: 0.0002 
Validation time:
Validation loss:1.339, accuracy:0.666
--> 	 Eva. Ep 115 :, FID. 4.2150, Diversity Real. 9.3673, Diversity. 7.6983, R_precision_real. [0.51329787 0.68882979 0.79255319], R_precision. [0.32978723 0.50398936 0.61303191], matching_score_real. 2.9267871379852295, matching_score_pred. 4.38985013961792
--> --> 	 matching_score Improved from 4.39218 to 4.38985 !!!
--> --> 	 Top1 Improved from 0.3105 to 0.3298 !!!
--> --> 	 Top2 Improved from 0.4834 to 0.5040 !!!
--> --> 	 Top3 Improved from 0.5957 to 0.6130 !!!
ep/it:115-   4 niter: 44050  263m 39s (- 3175m 0s) completed:  7%) loss_emb: 0.0028  loss: 1.3846  acc: 0.6484  lr: 0.0002 
ep/it:115-  54 niter: 44100  263m 57s (- 3174m 37s) completed:  7%) loss_emb: 0.0028  loss: 1.4002  acc: 0.6490  lr: 0.0002 
ep/it:115- 104 niter: 44150  264m 17s (- 3174m 45s) completed:  7%) loss_emb: 0.0028  loss: 1.3987  acc: 0.6479  lr: 0.0002 
ep/it:115- 154 niter: 44200  264m 36s (- 3174m 43s) completed:  7%) loss_emb: 0.0028  loss: 1.3999  acc: 0.6482  lr: 0.0002 
ep/it:115- 204 niter: 44250  264m 56s (- 3174m 52s) completed:  7%) loss_emb: 0.0027  loss: 1.3482  acc: 0.6580  lr: 0.0002 
ep/it:115- 254 niter: 44300  265m 16s (- 3174m 56s) completed:  7%) loss_emb: 0.0028  loss: 1.4028  acc: 0.6433  lr: 0.0002 
ep/it:115- 304 niter: 44350  265m 36s (- 3174m 56s) completed:  7%) loss_emb: 0.0027  loss: 1.3474  acc: 0.6583  lr: 0.0002 
ep/it:115- 354 niter: 44400  265m 54s (- 3174m 39s) completed:  7%) loss_emb: 0.0027  loss: 1.3650  acc: 0.6557  lr: 0.0002 
Validation time:
Validation loss:1.360, accuracy:0.663
ep/it:116-  21 niter: 44450  266m 15s (- 3174m 59s) completed:  7%) loss_emb: 0.0027  loss: 1.3430  acc: 0.6597  lr: 0.0002 
ep/it:116-  71 niter: 44500  266m 33s (- 3174m 49s) completed:  7%) loss_emb: 0.0028  loss: 1.3905  acc: 0.6492  lr: 0.0002 
ep/it:116- 121 niter: 44550  266m 53s (- 3174m 51s) completed:  7%) loss_emb: 0.0028  loss: 1.3848  acc: 0.6503  lr: 0.0002 
ep/it:116- 171 niter: 44600  267m 13s (- 3174m 52s) completed:  7%) loss_emb: 0.0028  loss: 1.3838  acc: 0.6511  lr: 0.0002 
ep/it:116- 221 niter: 44650  267m 31s (- 3174m 39s) completed:  7%) loss_emb: 0.0027  loss: 1.3505  acc: 0.6576  lr: 0.0002 
ep/it:116- 271 niter: 44700  267m 50s (- 3174m 33s) completed:  7%) loss_emb: 0.0028  loss: 1.4026  acc: 0.6447  lr: 0.0002 
ep/it:116- 321 niter: 44750  268m 9s (- 3174m 31s) completed:  7%) loss_emb: 0.0027  loss: 1.3645  acc: 0.6550  lr: 0.0002 
ep/it:116- 371 niter: 44800  268m 29s (- 3174m 27s) completed:  7%) loss_emb: 0.0028  loss: 1.3705  acc: 0.6524  lr: 0.0002 
Validation time:
Validation loss:1.322, accuracy:0.673
Improved accuracy from 0.67 to 0.673452483571094!!!
ep/it:117-  38 niter: 44850  268m 50s (- 3174m 52s) completed:  7%) loss_emb: 0.0028  loss: 1.3679  acc: 0.6536  lr: 0.0002 
ep/it:117-  88 niter: 44900  269m 9s (- 3174m 48s) completed:  7%) loss_emb: 0.0028  loss: 1.3938  acc: 0.6440  lr: 0.0002 
ep/it:117- 138 niter: 44950  269m 28s (- 3174m 43s) completed:  7%) loss_emb: 0.0027  loss: 1.3639  acc: 0.6539  lr: 0.0002 
ep/it:117- 188 niter: 45000  269m 48s (- 3174m 46s) completed:  7%) loss_emb: 0.0028  loss: 1.4001  acc: 0.6447  lr: 0.0002 
ep/it:117- 238 niter: 45050  270m 8s (- 3174m 46s) completed:  7%) loss_emb: 0.0028  loss: 1.3822  acc: 0.6511  lr: 0.0002 
ep/it:117- 288 niter: 45100  270m 27s (- 3174m 45s) completed:  7%) loss_emb: 0.0028  loss: 1.3701  acc: 0.6540  lr: 0.0002 
ep/it:117- 338 niter: 45150  270m 46s (- 3174m 41s) completed:  7%) loss_emb: 0.0028  loss: 1.4062  acc: 0.6481  lr: 0.0002 
Validation time:
Validation loss:1.330, accuracy:0.673
ep/it:118-   5 niter: 45200  271m 8s (- 3175m 5s) completed:  7%) loss_emb: 0.0028  loss: 1.3694  acc: 0.6532  lr: 0.0002 
ep/it:118-  55 niter: 45250  271m 26s (- 3174m 51s) completed:  7%) loss_emb: 0.0027  loss: 1.3570  acc: 0.6565  lr: 0.0002 
ep/it:118- 105 niter: 45300  271m 45s (- 3174m 42s) completed:  7%) loss_emb: 0.0028  loss: 1.3693  acc: 0.6511  lr: 0.0002 
ep/it:118- 155 niter: 45350  272m 4s (- 3174m 34s) completed:  7%) loss_emb: 0.0027  loss: 1.3665  acc: 0.6561  lr: 0.0002 
ep/it:118- 205 niter: 45400  272m 24s (- 3174m 36s) completed:  7%) loss_emb: 0.0028  loss: 1.3928  acc: 0.6464  lr: 0.0002 
ep/it:118- 255 niter: 45450  272m 42s (- 3174m 18s) completed:  7%) loss_emb: 0.0028  loss: 1.3626  acc: 0.6536  lr: 0.0002 
ep/it:118- 305 niter: 45500  273m 0s (- 3174m 8s) completed:  7%) loss_emb: 0.0028  loss: 1.3925  acc: 0.6460  lr: 0.0002 
ep/it:118- 355 niter: 45550  273m 19s (- 3173m 57s) completed:  7%) loss_emb: 0.0027  loss: 1.3737  acc: 0.6545  lr: 0.0002 
Validation time:
Validation loss:1.342, accuracy:0.667
ep/it:119-  22 niter: 45600  273m 41s (- 3174m 27s) completed:  7%) loss_emb: 0.0028  loss: 1.3857  acc: 0.6484  lr: 0.0002 
ep/it:119-  72 niter: 45650  274m 0s (- 3174m 17s) completed:  7%) loss_emb: 0.0028  loss: 1.3810  acc: 0.6486  lr: 0.0002 
ep/it:119- 122 niter: 45700  274m 18s (- 3173m 59s) completed:  7%) loss_emb: 0.0028  loss: 1.3911  acc: 0.6467  lr: 0.0002 
ep/it:119- 172 niter: 45750  274m 36s (- 3173m 46s) completed:  7%) loss_emb: 0.0028  loss: 1.3830  acc: 0.6490  lr: 0.0002 
ep/it:119- 222 niter: 45800  274m 56s (- 3173m 51s) completed:  7%) loss_emb: 0.0027  loss: 1.3504  acc: 0.6558  lr: 0.0002 
ep/it:119- 272 niter: 45850  275m 15s (- 3173m 39s) completed:  7%) loss_emb: 0.0028  loss: 1.3763  acc: 0.6506  lr: 0.0002 
ep/it:119- 322 niter: 45900  275m 33s (- 3173m 23s) completed:  7%) loss_emb: 0.0028  loss: 1.4073  acc: 0.6466  lr: 0.0002 
ep/it:119- 372 niter: 45950  275m 51s (- 3173m 12s) completed:  7%) loss_emb: 0.0028  loss: 1.3827  acc: 0.6522  lr: 0.0002 
Validation time:
Validation loss:1.329, accuracy:0.671
--> 	 Eva. Ep 120 :, FID. 4.2662, Diversity Real. 9.4555, Diversity. 7.7685, R_precision_real. [0.50797872 0.69281915 0.79055851], R_precision. [0.31183511 0.48537234 0.60837766], matching_score_real. 2.951064109802246, matching_score_pred. 4.369094371795654
--> --> 	 matching_score Improved from 4.38985 to 4.36909 !!!
ep/it:120-  39 niter: 46000  276m 22s (- 3175m 18s) completed:  8%) loss_emb: 0.0028  loss: 1.3781  acc: 0.6531  lr: 0.0002 
ep/it:120-  89 niter: 46050  276m 40s (- 3175m 2s) completed:  8%) loss_emb: 0.0028  loss: 1.3931  acc: 0.6448  lr: 0.0002 
ep/it:120- 139 niter: 46100  276m 59s (- 3174m 52s) completed:  8%) loss_emb: 0.0027  loss: 1.3643  acc: 0.6552  lr: 0.0002 
ep/it:120- 189 niter: 46150  277m 18s (- 3174m 46s) completed:  8%) loss_emb: 0.0028  loss: 1.3679  acc: 0.6528  lr: 0.0002 
ep/it:120- 239 niter: 46200  277m 38s (- 3174m 45s) completed:  8%) loss_emb: 0.0028  loss: 1.4050  acc: 0.6452  lr: 0.0002 
ep/it:120- 289 niter: 46250  277m 55s (- 3174m 23s) completed:  8%) loss_emb: 0.0028  loss: 1.3767  acc: 0.6539  lr: 0.0002 
ep/it:120- 339 niter: 46300  278m 15s (- 3174m 22s) completed:  8%) loss_emb: 0.0027  loss: 1.3428  acc: 0.6590  lr: 0.0002 
Validation time:
Validation loss:1.308, accuracy:0.671
ep/it:121-   6 niter: 46350  278m 36s (- 3174m 36s) completed:  8%) loss_emb: 0.0028  loss: 1.3848  acc: 0.6499  lr: 0.0002 
ep/it:121-  56 niter: 46400  278m 53s (- 3174m 14s) completed:  8%) loss_emb: 0.0028  loss: 1.3833  acc: 0.6479  lr: 0.0002 
ep/it:121- 106 niter: 46450  279m 10s (- 3173m 44s) completed:  8%) loss_emb: 0.0027  loss: 1.3492  acc: 0.6577  lr: 0.0002 
ep/it:121- 156 niter: 46500  279m 28s (- 3173m 22s) completed:  8%) loss_emb: 0.0027  loss: 1.3471  acc: 0.6583  lr: 0.0002 
ep/it:121- 206 niter: 46550  279m 47s (- 3173m 17s) completed:  8%) loss_emb: 0.0028  loss: 1.3700  acc: 0.6526  lr: 0.0002 
ep/it:121- 256 niter: 46600  280m 6s (- 3173m 13s) completed:  8%) loss_emb: 0.0027  loss: 1.3607  acc: 0.6561  lr: 0.0002 
ep/it:121- 306 niter: 46650  280m 25s (- 3172m 59s) completed:  8%) loss_emb: 0.0028  loss: 1.3819  acc: 0.6523  lr: 0.0002 
ep/it:121- 356 niter: 46700  280m 44s (- 3172m 51s) completed:  8%) loss_emb: 0.0028  loss: 1.3833  acc: 0.6498  lr: 0.0002 
Validation time:
Validation loss:1.355, accuracy:0.663
ep/it:122-  23 niter: 46750  281m 6s (- 3173m 21s) completed:  8%) loss_emb: 0.0028  loss: 1.4000  acc: 0.6457  lr: 0.0002 
ep/it:122-  73 niter: 46800  281m 25s (- 3173m 17s) completed:  8%) loss_emb: 0.0027  loss: 1.3519  acc: 0.6569  lr: 0.0002 
ep/it:122- 123 niter: 46850  281m 44s (- 3173m 4s) completed:  8%) loss_emb: 0.0027  loss: 1.3474  acc: 0.6581  lr: 0.0002 
ep/it:122- 173 niter: 46900  282m 2s (- 3172m 50s) completed:  8%) loss_emb: 0.0028  loss: 1.3721  acc: 0.6518  lr: 0.0002 
ep/it:122- 223 niter: 46950  282m 23s (- 3173m 1s) completed:  8%) loss_emb: 0.0028  loss: 1.3740  acc: 0.6515  lr: 0.0002 
ep/it:122- 273 niter: 47000  282m 43s (- 3173m 5s) completed:  8%) loss_emb: 0.0028  loss: 1.3868  acc: 0.6484  lr: 0.0002 
ep/it:122- 323 niter: 47050  283m 1s (- 3172m 48s) completed:  8%) loss_emb: 0.0028  loss: 1.3945  acc: 0.6469  lr: 0.0002 
ep/it:122- 373 niter: 47100  283m 20s (- 3172m 45s) completed:  8%) loss_emb: 0.0028  loss: 1.3868  acc: 0.6515  lr: 0.0002 
Validation time:
Validation loss:1.334, accuracy:0.667
ep/it:123-  40 niter: 47150  283m 41s (- 3173m 1s) completed:  8%) loss_emb: 0.0028  loss: 1.3728  acc: 0.6541  lr: 0.0002 
ep/it:123-  90 niter: 47200  283m 59s (- 3172m 41s) completed:  8%) loss_emb: 0.0027  loss: 1.3361  acc: 0.6588  lr: 0.0002 
ep/it:123- 140 niter: 47250  284m 17s (- 3172m 18s) completed:  8%) loss_emb: 0.0028  loss: 1.3725  acc: 0.6531  lr: 0.0002 
ep/it:123- 190 niter: 47300  284m 36s (- 3172m 17s) completed:  8%) loss_emb: 0.0028  loss: 1.3914  acc: 0.6475  lr: 0.0002 
ep/it:123- 240 niter: 47350  284m 55s (- 3172m 2s) completed:  8%) loss_emb: 0.0028  loss: 1.4141  acc: 0.6437  lr: 0.0002 
ep/it:123- 290 niter: 47400  285m 15s (- 3172m 3s) completed:  8%) loss_emb: 0.0028  loss: 1.3818  acc: 0.6530  lr: 0.0002 
ep/it:123- 340 niter: 47450  285m 32s (- 3171m 44s) completed:  8%) loss_emb: 0.0027  loss: 1.3602  acc: 0.6571  lr: 0.0002 
Validation time:
Validation loss:1.328, accuracy:0.668
ep/it:124-   7 niter: 47500  285m 53s (- 3171m 48s) completed:  8%) loss_emb: 0.0027  loss: 1.3664  acc: 0.6553  lr: 0.0002 
ep/it:124-  57 niter: 47550  286m 12s (- 3171m 44s) completed:  8%) loss_emb: 0.0027  loss: 1.3416  acc: 0.6588  lr: 0.0002 
ep/it:124- 107 niter: 47600  286m 30s (- 3171m 26s) completed:  8%) loss_emb: 0.0028  loss: 1.3773  acc: 0.6524  lr: 0.0002 
ep/it:124- 157 niter: 47650  286m 48s (- 3171m 8s) completed:  8%) loss_emb: 0.0028  loss: 1.3755  acc: 0.6507  lr: 0.0002 
ep/it:124- 207 niter: 47700  287m 5s (- 3170m 40s) completed:  8%) loss_emb: 0.0028  loss: 1.3746  acc: 0.6496  lr: 0.0002 
ep/it:124- 257 niter: 47750  287m 23s (- 3170m 15s) completed:  8%) loss_emb: 0.0027  loss: 1.3553  acc: 0.6562  lr: 0.0002 
ep/it:124- 307 niter: 47800  287m 41s (- 3170m 0s) completed:  8%) loss_emb: 0.0028  loss: 1.3754  acc: 0.6523  lr: 0.0002 
ep/it:124- 357 niter: 47850  288m 0s (- 3169m 49s) completed:  8%) loss_emb: 0.0028  loss: 1.4023  acc: 0.6454  lr: 0.0002 
Validation time:
Validation loss:1.351, accuracy:0.661
--> 	 Eva. Ep 125 :, FID. 4.3183, Diversity Real. 9.4561, Diversity. 7.4733, R_precision_real. [0.51462766 0.69281915 0.79853723], R_precision. [0.27460106 0.44148936 0.55851064], matching_score_real. 2.9617085456848145, matching_score_pred. 4.610322952270508
ep/it:125-  24 niter: 47900  288m 33s (- 3172m 15s) completed:  8%) loss_emb: 0.0028  loss: 1.4085  acc: 0.6410  lr: 0.0002 
ep/it:125-  74 niter: 47950  288m 52s (- 3172m 11s) completed:  8%) loss_emb: 0.0028  loss: 1.3959  acc: 0.6482  lr: 0.0002 
ep/it:125- 124 niter: 48000  289m 12s (- 3172m 15s) completed:  8%) loss_emb: 0.0028  loss: 1.3609  acc: 0.6513  lr: 0.0002 
ep/it:125- 174 niter: 48050  289m 30s (- 3171m 52s) completed:  8%) loss_emb: 0.0028  loss: 1.3709  acc: 0.6516  lr: 0.0002 
ep/it:125- 224 niter: 48100  289m 48s (- 3171m 34s) completed:  8%) loss_emb: 0.0027  loss: 1.3550  acc: 0.6567  lr: 0.0002 
ep/it:125- 274 niter: 48150  290m 6s (- 3171m 13s) completed:  8%) loss_emb: 0.0027  loss: 1.3557  acc: 0.6585  lr: 0.0002 
ep/it:125- 324 niter: 48200  290m 24s (- 3171m 3s) completed:  8%) loss_emb: 0.0028  loss: 1.3779  acc: 0.6524  lr: 0.0002 
ep/it:125- 374 niter: 48250  290m 43s (- 3170m 47s) completed:  8%) loss_emb: 0.0028  loss: 1.3826  acc: 0.6492  lr: 0.0002 
Validation time:
Validation loss:1.375, accuracy:0.658
ep/it:126-  41 niter: 48300  291m 5s (- 3171m 17s) completed:  8%) loss_emb: 0.0028  loss: 1.3699  acc: 0.6521  lr: 0.0002 
ep/it:126-  91 niter: 48350  291m 25s (- 3171m 15s) completed:  8%) loss_emb: 0.0028  loss: 1.3826  acc: 0.6474  lr: 0.0002 
ep/it:126- 141 niter: 48400  291m 44s (- 3171m 14s) completed:  8%) loss_emb: 0.0028  loss: 1.3738  acc: 0.6521  lr: 0.0002 
ep/it:126- 191 niter: 48450  292m 3s (- 3171m 5s) completed:  8%) loss_emb: 0.0027  loss: 1.3611  acc: 0.6557  lr: 0.0002 
ep/it:126- 241 niter: 48500  292m 22s (- 3170m 55s) completed:  8%) loss_emb: 0.0027  loss: 1.3531  acc: 0.6552  lr: 0.0002 
ep/it:126- 291 niter: 48550  292m 42s (- 3170m 57s) completed:  8%) loss_emb: 0.0027  loss: 1.3697  acc: 0.6547  lr: 0.0002 
ep/it:126- 341 niter: 48600  293m 1s (- 3170m 45s) completed:  8%) loss_emb: 0.0028  loss: 1.3637  acc: 0.6538  lr: 0.0002 
Validation time:
Validation loss:1.326, accuracy:0.669
ep/it:127-   8 niter: 48650  293m 24s (- 3171m 25s) completed:  8%) loss_emb: 0.0028  loss: 1.3696  acc: 0.6530  lr: 0.0002 
ep/it:127-  58 niter: 48700  293m 44s (- 3171m 22s) completed:  8%) loss_emb: 0.0028  loss: 1.3850  acc: 0.6478  lr: 0.0002 
ep/it:127- 108 niter: 48750  294m 3s (- 3171m 18s) completed:  8%) loss_emb: 0.0027  loss: 1.3626  acc: 0.6538  lr: 0.0002 
ep/it:127- 158 niter: 48800  294m 22s (- 3171m 9s) completed:  8%) loss_emb: 0.0028  loss: 1.3797  acc: 0.6508  lr: 0.0002 
ep/it:127- 208 niter: 48850  294m 40s (- 3170m 49s) completed:  8%) loss_emb: 0.0028  loss: 1.3776  acc: 0.6518  lr: 0.0002 
ep/it:127- 258 niter: 48900  295m 0s (- 3170m 51s) completed:  8%) loss_emb: 0.0027  loss: 1.3721  acc: 0.6554  lr: 0.0002 
ep/it:127- 308 niter: 48950  295m 20s (- 3170m 51s) completed:  8%) loss_emb: 0.0027  loss: 1.3540  acc: 0.6557  lr: 0.0002 
ep/it:127- 358 niter: 49000  295m 39s (- 3170m 42s) completed:  8%) loss_emb: 0.0027  loss: 1.3621  acc: 0.6528  lr: 0.0002 
Validation time:
Validation loss:1.333, accuracy:0.669
ep/it:128-  25 niter: 49050  296m 0s (- 3170m 55s) completed:  8%) loss_emb: 0.0027  loss: 1.3630  acc: 0.6547  lr: 0.0002 
ep/it:128-  75 niter: 49100  296m 20s (- 3171m 4s) completed:  8%) loss_emb: 0.0027  loss: 1.3507  acc: 0.6542  lr: 0.0002 
ep/it:128- 125 niter: 49150  296m 41s (- 3171m 10s) completed:  8%) loss_emb: 0.0028  loss: 1.3704  acc: 0.6514  lr: 0.0002 
ep/it:128- 175 niter: 49200  296m 59s (- 3170m 56s) completed:  8%) loss_emb: 0.0027  loss: 1.3600  acc: 0.6545  lr: 0.0002 
ep/it:128- 225 niter: 49250  297m 17s (- 3170m 38s) completed:  8%) loss_emb: 0.0028  loss: 1.3642  acc: 0.6509  lr: 0.0002 
ep/it:128- 275 niter: 49300  297m 37s (- 3170m 37s) completed:  8%) loss_emb: 0.0027  loss: 1.3579  acc: 0.6571  lr: 0.0002 
ep/it:128- 325 niter: 49350  297m 56s (- 3170m 33s) completed:  8%) loss_emb: 0.0028  loss: 1.3652  acc: 0.6516  lr: 0.0002 
ep/it:128- 375 niter: 49400  298m 16s (- 3170m 29s) completed:  8%) loss_emb: 0.0028  loss: 1.3933  acc: 0.6511  lr: 0.0002 
Validation time:
Validation loss:1.342, accuracy:0.662
ep/it:129-  42 niter: 49450  298m 37s (- 3170m 46s) completed:  8%) loss_emb: 0.0028  loss: 1.3800  acc: 0.6498  lr: 0.0002 
ep/it:129-  92 niter: 49500  298m 56s (- 3170m 39s) completed:  8%) loss_emb: 0.0027  loss: 1.3549  acc: 0.6581  lr: 0.0002 
ep/it:129- 142 niter: 49550  299m 17s (- 3170m 52s) completed:  8%) loss_emb: 0.0027  loss: 1.3498  acc: 0.6582  lr: 0.0002 
ep/it:129- 192 niter: 49600  299m 39s (- 3171m 15s) completed:  8%) loss_emb: 0.0027  loss: 1.3456  acc: 0.6616  lr: 0.0002 
ep/it:129- 242 niter: 49650  299m 57s (- 3170m 51s) completed:  8%) loss_emb: 0.0028  loss: 1.3835  acc: 0.6486  lr: 0.0002 
ep/it:129- 292 niter: 49700  300m 15s (- 3170m 31s) completed:  8%) loss_emb: 0.0027  loss: 1.3519  acc: 0.6597  lr: 0.0002 
ep/it:129- 342 niter: 49750  300m 33s (- 3170m 16s) completed:  8%) loss_emb: 0.0027  loss: 1.3603  acc: 0.6541  lr: 0.0002 
Validation time:
Validation loss:1.326, accuracy:0.670
--> 	 Eva. Ep 130 :, FID. 4.0908, Diversity Real. 9.3770, Diversity. 7.5693, R_precision_real. [0.50664894 0.70944149 0.80385638], R_precision. [0.33111702 0.50531915 0.61569149], matching_score_real. 2.902946949005127, matching_score_pred. 4.2899861335754395
--> --> 	 matching_score Improved from 4.36909 to 4.28999 !!!
--> --> 	 Top1 Improved from 0.3298 to 0.3311 !!!
--> --> 	 Top2 Improved from 0.5040 to 0.5053 !!!
--> --> 	 Top3 Improved from 0.6130 to 0.6157 !!!
ep/it:130-   9 niter: 49800  301m 3s (- 3171m 55s) completed:  8%) loss_emb: 0.0028  loss: 1.3653  acc: 0.6524  lr: 0.0002 
ep/it:130-  59 niter: 49850  301m 21s (- 3171m 37s) completed:  8%) loss_emb: 0.0028  loss: 1.3755  acc: 0.6518  lr: 0.0002 
ep/it:130- 109 niter: 49900  301m 41s (- 3171m 45s) completed:  8%) loss_emb: 0.0027  loss: 1.3477  acc: 0.6609  lr: 0.0002 
ep/it:130- 159 niter: 49950  302m 0s (- 3171m 32s) completed:  8%) loss_emb: 0.0027  loss: 1.3570  acc: 0.6557  lr: 0.0002 
ep/it:130- 209 niter: 50000  302m 17s (- 3171m 0s) completed:  8%) loss_emb: 0.0028  loss: 1.3832  acc: 0.6495  lr: 0.0002 
ep/it:130- 259 niter: 50050  302m 36s (- 3170m 52s) completed:  8%) loss_emb: 0.0028  loss: 1.3723  acc: 0.6532  lr: 0.0000 
ep/it:130- 309 niter: 50100  302m 54s (- 3170m 30s) completed:  8%) loss_emb: 0.0028  loss: 1.3542  acc: 0.6522  lr: 0.0000 
ep/it:130- 359 niter: 50150  303m 12s (- 3170m 14s) completed:  8%) loss_emb: 0.0027  loss: 1.3606  acc: 0.6551  lr: 0.0000 
Validation time:
Validation loss:1.344, accuracy:0.665
ep/it:131-  26 niter: 50200  303m 33s (- 3170m 27s) completed:  8%) loss_emb: 0.0027  loss: 1.3481  acc: 0.6574  lr: 0.0000 
ep/it:131-  76 niter: 50250  303m 51s (- 3170m 6s) completed:  8%) loss_emb: 0.0027  loss: 1.3437  acc: 0.6533  lr: 0.0000 
ep/it:131- 126 niter: 50300  304m 9s (- 3169m 47s) completed:  8%) loss_emb: 0.0027  loss: 1.3319  acc: 0.6591  lr: 0.0000 
ep/it:131- 176 niter: 50350  304m 27s (- 3169m 26s) completed:  8%) loss_emb: 0.0027  loss: 1.3200  acc: 0.6614  lr: 0.0000 
ep/it:131- 226 niter: 50400  304m 44s (- 3169m 0s) completed:  8%) loss_emb: 0.0027  loss: 1.3451  acc: 0.6549  lr: 0.0000 
ep/it:131- 276 niter: 50450  305m 2s (- 3168m 37s) completed:  8%) loss_emb: 0.0028  loss: 1.3664  acc: 0.6509  lr: 0.0000 
ep/it:131- 326 niter: 50500  305m 19s (- 3168m 9s) completed:  8%) loss_emb: 0.0027  loss: 1.3349  acc: 0.6580  lr: 0.0000 
ep/it:131- 376 niter: 50550  305m 39s (- 3168m 4s) completed:  8%) loss_emb: 0.0027  loss: 1.3279  acc: 0.6604  lr: 0.0000 
Validation time:
Validation loss:1.354, accuracy:0.663
ep/it:132-  43 niter: 50600  306m 0s (- 3168m 15s) completed:  8%) loss_emb: 0.0027  loss: 1.3001  acc: 0.6678  lr: 0.0000 
ep/it:132-  93 niter: 50650  306m 20s (- 3168m 24s) completed:  8%) loss_emb: 0.0027  loss: 1.3517  acc: 0.6544  lr: 0.0000 
ep/it:132- 143 niter: 50700  306m 43s (- 3168m 50s) completed:  8%) loss_emb: 0.0027  loss: 1.3521  acc: 0.6562  lr: 0.0000 
ep/it:132- 193 niter: 50750  307m 6s (- 3169m 20s) completed:  8%) loss_emb: 0.0027  loss: 1.3258  acc: 0.6616  lr: 0.0000 
ep/it:132- 243 niter: 50800  307m 25s (- 3169m 20s) completed:  8%) loss_emb: 0.0027  loss: 1.3234  acc: 0.6614  lr: 0.0000 
ep/it:132- 293 niter: 50850  307m 46s (- 3169m 24s) completed:  8%) loss_emb: 0.0027  loss: 1.3197  acc: 0.6622  lr: 0.0000 
ep/it:132- 343 niter: 50900  308m 6s (- 3169m 24s) completed:  8%) loss_emb: 0.0027  loss: 1.3513  acc: 0.6543  lr: 0.0000 
Validation time:
Validation loss:1.339, accuracy:0.665
ep/it:133-  10 niter: 50950  308m 31s (- 3170m 24s) completed:  8%) loss_emb: 0.0027  loss: 1.3391  acc: 0.6572  lr: 0.0000 
ep/it:133-  60 niter: 51000  308m 53s (- 3170m 36s) completed:  8%) loss_emb: 0.0027  loss: 1.3392  acc: 0.6571  lr: 0.0000 
ep/it:133- 110 niter: 51050  309m 11s (- 3170m 18s) completed:  8%) loss_emb: 0.0027  loss: 1.3402  acc: 0.6588  lr: 0.0000 
ep/it:133- 160 niter: 51100  309m 29s (- 3170m 3s) completed:  8%) loss_emb: 0.0027  loss: 1.3218  acc: 0.6627  lr: 0.0000 
ep/it:133- 210 niter: 51150  309m 47s (- 3169m 41s) completed:  8%) loss_emb: 0.0027  loss: 1.3092  acc: 0.6634  lr: 0.0000 
ep/it:133- 260 niter: 51200  310m 4s (- 3169m 8s) completed:  8%) loss_emb: 0.0027  loss: 1.3209  acc: 0.6618  lr: 0.0000 
ep/it:133- 310 niter: 51250  310m 22s (- 3168m 50s) completed:  8%) loss_emb: 0.0027  loss: 1.3431  acc: 0.6547  lr: 0.0000 
ep/it:133- 360 niter: 51300  310m 39s (- 3168m 16s) completed:  8%) loss_emb: 0.0027  loss: 1.3295  acc: 0.6585  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.667
ep/it:134-  27 niter: 51350  310m 58s (- 3168m 8s) completed:  8%) loss_emb: 0.0027  loss: 1.3207  acc: 0.6617  lr: 0.0000 
ep/it:134-  77 niter: 51400  311m 15s (- 3167m 37s) completed:  8%) loss_emb: 0.0027  loss: 1.3447  acc: 0.6558  lr: 0.0000 
ep/it:134- 127 niter: 51450  311m 32s (- 3167m 9s) completed:  8%) loss_emb: 0.0027  loss: 1.3472  acc: 0.6546  lr: 0.0000 
ep/it:134- 177 niter: 51500  311m 52s (- 3167m 10s) completed:  8%) loss_emb: 0.0027  loss: 1.3255  acc: 0.6587  lr: 0.0000 
ep/it:134- 227 niter: 51550  312m 10s (- 3166m 50s) completed:  8%) loss_emb: 0.0027  loss: 1.3167  acc: 0.6616  lr: 0.0000 
ep/it:134- 277 niter: 51600  312m 27s (- 3166m 19s) completed:  8%) loss_emb: 0.0027  loss: 1.3241  acc: 0.6615  lr: 0.0000 
ep/it:134- 327 niter: 51650  312m 43s (- 3165m 44s) completed:  8%) loss_emb: 0.0027  loss: 1.3365  acc: 0.6584  lr: 0.0000 
ep/it:134- 377 niter: 51700  313m 0s (- 3165m 9s) completed:  8%) loss_emb: 0.0027  loss: 1.3278  acc: 0.6585  lr: 0.0000 
Validation time:
Validation loss:1.334, accuracy:0.665
--> 	 Eva. Ep 135 :, FID. 3.9671, Diversity Real. 9.4998, Diversity. 7.8197, R_precision_real. [0.50797872 0.72007979 0.8125    ], R_precision. [0.30851064 0.49135638 0.60172872], matching_score_real. 2.884185791015625, matching_score_pred. 4.356537818908691
ep/it:135-  44 niter: 51750  313m 28s (- 3166m 33s) completed:  9%) loss_emb: 0.0027  loss: 1.3235  acc: 0.6624  lr: 0.0000 
ep/it:135-  94 niter: 51800  313m 45s (- 3166m 7s) completed:  9%) loss_emb: 0.0027  loss: 1.3230  acc: 0.6596  lr: 0.0000 
ep/it:135- 144 niter: 51850  314m 2s (- 3165m 37s) completed:  9%) loss_emb: 0.0027  loss: 1.3397  acc: 0.6588  lr: 0.0000 
ep/it:135- 194 niter: 51900  314m 19s (- 3165m 4s) completed:  9%) loss_emb: 0.0027  loss: 1.3374  acc: 0.6569  lr: 0.0000 
ep/it:135- 244 niter: 51950  314m 36s (- 3164m 33s) completed:  9%) loss_emb: 0.0027  loss: 1.3114  acc: 0.6613  lr: 0.0000 
ep/it:135- 294 niter: 52000  314m 53s (- 3164m 2s) completed:  9%) loss_emb: 0.0027  loss: 1.3138  acc: 0.6628  lr: 0.0000 
ep/it:135- 344 niter: 52050  315m 10s (- 3163m 32s) completed:  9%) loss_emb: 0.0027  loss: 1.3029  acc: 0.6677  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.669
ep/it:136-  11 niter: 52100  315m 29s (- 3163m 28s) completed:  9%) loss_emb: 0.0027  loss: 1.3475  acc: 0.6542  lr: 0.0000 
ep/it:136-  61 niter: 52150  315m 46s (- 3162m 55s) completed:  9%) loss_emb: 0.0027  loss: 1.3254  acc: 0.6594  lr: 0.0000 
ep/it:136- 111 niter: 52200  316m 3s (- 3162m 25s) completed:  9%) loss_emb: 0.0027  loss: 1.3024  acc: 0.6664  lr: 0.0000 
ep/it:136- 161 niter: 52250  316m 21s (- 3162m 9s) completed:  9%) loss_emb: 0.0027  loss: 1.3170  acc: 0.6600  lr: 0.0000 
ep/it:136- 211 niter: 52300  316m 39s (- 3161m 45s) completed:  9%) loss_emb: 0.0027  loss: 1.3352  acc: 0.6562  lr: 0.0000 
ep/it:136- 261 niter: 52350  316m 57s (- 3161m 21s) completed:  9%) loss_emb: 0.0027  loss: 1.3288  acc: 0.6583  lr: 0.0000 
ep/it:136- 311 niter: 52400  317m 13s (- 3160m 48s) completed:  9%) loss_emb: 0.0027  loss: 1.3267  acc: 0.6630  lr: 0.0000 
ep/it:136- 361 niter: 52450  317m 30s (- 3160m 18s) completed:  9%) loss_emb: 0.0027  loss: 1.3389  acc: 0.6555  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.671
ep/it:137-  28 niter: 52500  317m 50s (- 3160m 14s) completed:  9%) loss_emb: 0.0027  loss: 1.3272  acc: 0.6579  lr: 0.0000 
ep/it:137-  78 niter: 52550  318m 7s (- 3159m 42s) completed:  9%) loss_emb: 0.0027  loss: 1.2961  acc: 0.6656  lr: 0.0000 
ep/it:137- 128 niter: 52600  318m 24s (- 3159m 14s) completed:  9%) loss_emb: 0.0027  loss: 1.3163  acc: 0.6621  lr: 0.0000 
ep/it:137- 178 niter: 52650  318m 41s (- 3158m 45s) completed:  9%) loss_emb: 0.0027  loss: 1.3255  acc: 0.6612  lr: 0.0000 
ep/it:137- 228 niter: 52700  318m 59s (- 3158m 21s) completed:  9%) loss_emb: 0.0027  loss: 1.3094  acc: 0.6666  lr: 0.0000 
ep/it:137- 278 niter: 52750  319m 15s (- 3157m 49s) completed:  9%) loss_emb: 0.0027  loss: 1.3066  acc: 0.6643  lr: 0.0000 
ep/it:137- 328 niter: 52800  319m 33s (- 3157m 24s) completed:  9%) loss_emb: 0.0027  loss: 1.3089  acc: 0.6635  lr: 0.0000 
ep/it:137- 378 niter: 52850  319m 49s (- 3156m 52s) completed:  9%) loss_emb: 0.0027  loss: 1.3301  acc: 0.6598  lr: 0.0000 
Validation time:
Validation loss:1.335, accuracy:0.668
ep/it:138-  45 niter: 52900  320m 9s (- 3156m 46s) completed:  9%) loss_emb: 0.0027  loss: 1.3276  acc: 0.6600  lr: 0.0000 
ep/it:138-  95 niter: 52950  320m 25s (- 3156m 11s) completed:  9%) loss_emb: 0.0027  loss: 1.3148  acc: 0.6609  lr: 0.0000 
ep/it:138- 145 niter: 53000  320m 42s (- 3155m 39s) completed:  9%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6585  lr: 0.0000 
ep/it:138- 195 niter: 53050  320m 59s (- 3155m 11s) completed:  9%) loss_emb: 0.0027  loss: 1.3072  acc: 0.6642  lr: 0.0000 
ep/it:138- 245 niter: 53100  321m 16s (- 3154m 43s) completed:  9%) loss_emb: 0.0027  loss: 1.2922  acc: 0.6653  lr: 0.0000 
ep/it:138- 295 niter: 53150  321m 33s (- 3154m 12s) completed:  9%) loss_emb: 0.0027  loss: 1.3306  acc: 0.6592  lr: 0.0000 
ep/it:138- 345 niter: 53200  321m 53s (- 3154m 6s) completed:  9%) loss_emb: 0.0027  loss: 1.3259  acc: 0.6613  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.671
ep/it:139-  12 niter: 53250  322m 12s (- 3153m 56s) completed:  9%) loss_emb: 0.0027  loss: 1.3411  acc: 0.6548  lr: 0.0000 
ep/it:139-  62 niter: 53300  322m 29s (- 3153m 28s) completed:  9%) loss_emb: 0.0027  loss: 1.3463  acc: 0.6557  lr: 0.0000 
ep/it:139- 112 niter: 53350  322m 46s (- 3153m 3s) completed:  9%) loss_emb: 0.0027  loss: 1.3337  acc: 0.6572  lr: 0.0000 
ep/it:139- 162 niter: 53400  323m 4s (- 3152m 39s) completed:  9%) loss_emb: 0.0027  loss: 1.3220  acc: 0.6614  lr: 0.0000 
ep/it:139- 212 niter: 53450  323m 21s (- 3152m 13s) completed:  9%) loss_emb: 0.0027  loss: 1.3052  acc: 0.6633  lr: 0.0000 
ep/it:139- 262 niter: 53500  323m 39s (- 3151m 50s) completed:  9%) loss_emb: 0.0027  loss: 1.3330  acc: 0.6551  lr: 0.0000 
ep/it:139- 312 niter: 53550  323m 57s (- 3151m 36s) completed:  9%) loss_emb: 0.0027  loss: 1.3206  acc: 0.6608  lr: 0.0000 
ep/it:139- 362 niter: 53600  324m 14s (- 3151m 7s) completed:  9%) loss_emb: 0.0026  loss: 1.2920  acc: 0.6681  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.671
--> 	 Eva. Ep 140 :, FID. 4.4349, Diversity Real. 9.7381, Diversity. 7.9346, R_precision_real. [0.51994681 0.7087766  0.8018617 ], R_precision. [0.3231383  0.49401596 0.60638298], matching_score_real. 2.8947806358337402, matching_score_pred. 4.3844380378723145
ep/it:140-  29 niter: 53650  324m 43s (- 3152m 31s) completed:  9%) loss_emb: 0.0027  loss: 1.3326  acc: 0.6562  lr: 0.0000 
ep/it:140-  79 niter: 53700  325m 0s (- 3152m 0s) completed:  9%) loss_emb: 0.0027  loss: 1.3430  acc: 0.6578  lr: 0.0000 
ep/it:140- 129 niter: 53750  325m 16s (- 3151m 24s) completed:  9%) loss_emb: 0.0027  loss: 1.3185  acc: 0.6603  lr: 0.0000 
ep/it:140- 179 niter: 53800  325m 33s (- 3150m 51s) completed:  9%) loss_emb: 0.0028  loss: 1.3487  acc: 0.6541  lr: 0.0000 
ep/it:140- 229 niter: 53850  325m 49s (- 3150m 17s) completed:  9%) loss_emb: 0.0027  loss: 1.3359  acc: 0.6574  lr: 0.0000 
ep/it:140- 279 niter: 53900  326m 6s (- 3149m 49s) completed:  9%) loss_emb: 0.0027  loss: 1.3100  acc: 0.6602  lr: 0.0000 
ep/it:140- 329 niter: 53950  326m 23s (- 3149m 18s) completed:  9%) loss_emb: 0.0027  loss: 1.3360  acc: 0.6588  lr: 0.0000 
ep/it:140- 379 niter: 54000  326m 40s (- 3148m 45s) completed:  9%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6638  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.672
ep/it:141-  46 niter: 54050  327m 0s (- 3148m 43s) completed:  9%) loss_emb: 0.0027  loss: 1.3106  acc: 0.6636  lr: 0.0000 
ep/it:141-  96 niter: 54100  327m 16s (- 3148m 12s) completed:  9%) loss_emb: 0.0027  loss: 1.3200  acc: 0.6622  lr: 0.0000 
ep/it:141- 146 niter: 54150  327m 34s (- 3147m 44s) completed:  9%) loss_emb: 0.0027  loss: 1.3237  acc: 0.6587  lr: 0.0000 
ep/it:141- 196 niter: 54200  327m 51s (- 3147m 17s) completed:  9%) loss_emb: 0.0027  loss: 1.3060  acc: 0.6619  lr: 0.0000 
ep/it:141- 246 niter: 54250  328m 7s (- 3146m 44s) completed:  9%) loss_emb: 0.0027  loss: 1.3442  acc: 0.6544  lr: 0.0000 
ep/it:141- 296 niter: 54300  328m 25s (- 3146m 23s) completed:  9%) loss_emb: 0.0027  loss: 1.3189  acc: 0.6635  lr: 0.0000 
ep/it:141- 346 niter: 54350  328m 42s (- 3145m 55s) completed:  9%) loss_emb: 0.0028  loss: 1.3480  acc: 0.6532  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.678
Improved accuracy from 0.67 to 0.6776831616526064!!!
ep/it:142-  13 niter: 54400  329m 4s (- 3146m 10s) completed:  9%) loss_emb: 0.0027  loss: 1.3235  acc: 0.6579  lr: 0.0000 
ep/it:142-  63 niter: 54450  329m 21s (- 3145m 38s) completed:  9%) loss_emb: 0.0027  loss: 1.3376  acc: 0.6562  lr: 0.0000 
ep/it:142- 113 niter: 54500  329m 39s (- 3145m 22s) completed:  9%) loss_emb: 0.0027  loss: 1.3265  acc: 0.6588  lr: 0.0000 
ep/it:142- 163 niter: 54550  329m 57s (- 3145m 5s) completed:  9%) loss_emb: 0.0027  loss: 1.3101  acc: 0.6640  lr: 0.0000 
ep/it:142- 213 niter: 54600  330m 15s (- 3144m 38s) completed:  9%) loss_emb: 0.0027  loss: 1.3268  acc: 0.6599  lr: 0.0000 
ep/it:142- 263 niter: 54650  330m 31s (- 3144m 7s) completed:  9%) loss_emb: 0.0027  loss: 1.3283  acc: 0.6589  lr: 0.0000 
ep/it:142- 313 niter: 54700  330m 49s (- 3143m 48s) completed:  9%) loss_emb: 0.0027  loss: 1.3416  acc: 0.6536  lr: 0.0000 
ep/it:142- 363 niter: 54750  331m 6s (- 3143m 14s) completed:  9%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6621  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.669
ep/it:143-  30 niter: 54800  331m 26s (- 3143m 15s) completed:  9%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6680  lr: 0.0000 
ep/it:143-  80 niter: 54850  331m 43s (- 3142m 47s) completed:  9%) loss_emb: 0.0027  loss: 1.3299  acc: 0.6584  lr: 0.0000 
ep/it:143- 130 niter: 54900  332m 0s (- 3142m 18s) completed:  9%) loss_emb: 0.0027  loss: 1.3256  acc: 0.6568  lr: 0.0000 
ep/it:143- 180 niter: 54950  332m 18s (- 3141m 57s) completed:  9%) loss_emb: 0.0027  loss: 1.3330  acc: 0.6580  lr: 0.0000 
ep/it:143- 230 niter: 55000  332m 35s (- 3141m 26s) completed:  9%) loss_emb: 0.0027  loss: 1.3346  acc: 0.6566  lr: 0.0000 
ep/it:143- 280 niter: 55050  332m 52s (- 3140m 57s) completed:  9%) loss_emb: 0.0027  loss: 1.3099  acc: 0.6659  lr: 0.0000 
ep/it:143- 330 niter: 55100  333m 8s (- 3140m 21s) completed:  9%) loss_emb: 0.0027  loss: 1.3088  acc: 0.6609  lr: 0.0000 
ep/it:143- 380 niter: 55150  333m 26s (- 3140m 1s) completed:  9%) loss_emb: 0.0027  loss: 1.3349  acc: 0.6595  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.672
ep/it:144-  47 niter: 55200  333m 47s (- 3140m 7s) completed:  9%) loss_emb: 0.0027  loss: 1.3278  acc: 0.6600  lr: 0.0000 
ep/it:144-  97 niter: 55250  334m 4s (- 3139m 41s) completed:  9%) loss_emb: 0.0027  loss: 1.3082  acc: 0.6645  lr: 0.0000 
ep/it:144- 147 niter: 55300  334m 21s (- 3139m 16s) completed:  9%) loss_emb: 0.0027  loss: 1.3163  acc: 0.6625  lr: 0.0000 
ep/it:144- 197 niter: 55350  334m 40s (- 3138m 59s) completed:  9%) loss_emb: 0.0027  loss: 1.3244  acc: 0.6615  lr: 0.0000 
ep/it:144- 247 niter: 55400  334m 57s (- 3138m 30s) completed:  9%) loss_emb: 0.0026  loss: 1.2958  acc: 0.6677  lr: 0.0000 
ep/it:144- 297 niter: 55450  335m 14s (- 3138m 2s) completed:  9%) loss_emb: 0.0027  loss: 1.3239  acc: 0.6606  lr: 0.0000 
ep/it:144- 347 niter: 55500  335m 31s (- 3137m 37s) completed:  9%) loss_emb: 0.0027  loss: 1.3079  acc: 0.6620  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.665
--> 	 Eva. Ep 145 :, FID. 4.4002, Diversity Real. 9.4252, Diversity. 7.5801, R_precision_real. [0.51396277 0.71010638 0.79720745], R_precision. [0.31117021 0.47273936 0.5837766 ], matching_score_real. 2.922288179397583, matching_score_pred. 4.432499408721924
ep/it:145-  14 niter: 55550  336m 1s (- 3139m 4s) completed:  9%) loss_emb: 0.0027  loss: 1.3168  acc: 0.6629  lr: 0.0000 
ep/it:145-  64 niter: 55600  336m 18s (- 3138m 38s) completed:  9%) loss_emb: 0.0027  loss: 1.3209  acc: 0.6603  lr: 0.0000 
ep/it:145- 114 niter: 55650  336m 35s (- 3138m 7s) completed:  9%) loss_emb: 0.0027  loss: 1.3318  acc: 0.6552  lr: 0.0000 
ep/it:145- 164 niter: 55700  336m 52s (- 3137m 40s) completed:  9%) loss_emb: 0.0027  loss: 1.3178  acc: 0.6595  lr: 0.0000 
ep/it:145- 214 niter: 55750  337m 9s (- 3137m 9s) completed:  9%) loss_emb: 0.0027  loss: 1.3307  acc: 0.6604  lr: 0.0000 
ep/it:145- 264 niter: 55800  337m 25s (- 3136m 38s) completed:  9%) loss_emb: 0.0027  loss: 1.3258  acc: 0.6566  lr: 0.0000 
ep/it:145- 314 niter: 55850  337m 42s (- 3136m 8s) completed:  9%) loss_emb: 0.0027  loss: 1.3191  acc: 0.6619  lr: 0.0000 
ep/it:145- 364 niter: 55900  337m 59s (- 3135m 38s) completed:  9%) loss_emb: 0.0027  loss: 1.3252  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.663
ep/it:146-  31 niter: 55950  338m 18s (- 3135m 27s) completed:  9%) loss_emb: 0.0027  loss: 1.3040  acc: 0.6625  lr: 0.0000 
ep/it:146-  81 niter: 56000  338m 35s (- 3134m 58s) completed:  9%) loss_emb: 0.0027  loss: 1.3221  acc: 0.6610  lr: 0.0000 
ep/it:146- 131 niter: 56050  338m 52s (- 3134m 29s) completed:  9%) loss_emb: 0.0027  loss: 1.3116  acc: 0.6615  lr: 0.0000 
ep/it:146- 181 niter: 56100  339m 9s (- 3134m 1s) completed:  9%) loss_emb: 0.0027  loss: 1.3359  acc: 0.6585  lr: 0.0000 
ep/it:146- 231 niter: 56150  339m 26s (- 3133m 35s) completed:  9%) loss_emb: 0.0027  loss: 1.3270  acc: 0.6635  lr: 0.0000 
ep/it:146- 281 niter: 56200  339m 44s (- 3133m 12s) completed:  9%) loss_emb: 0.0027  loss: 1.2964  acc: 0.6648  lr: 0.0000 
ep/it:146- 331 niter: 56250  340m 1s (- 3132m 42s) completed:  9%) loss_emb: 0.0027  loss: 1.3264  acc: 0.6577  lr: 0.0000 
ep/it:146- 381 niter: 56300  340m 17s (- 3132m 11s) completed:  9%) loss_emb: 0.0027  loss: 1.3111  acc: 0.6632  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.677
ep/it:147-  48 niter: 56350  340m 37s (- 3132m 6s) completed:  9%) loss_emb: 0.0026  loss: 1.2844  acc: 0.6703  lr: 0.0000 
ep/it:147-  98 niter: 56400  340m 54s (- 3131m 39s) completed:  9%) loss_emb: 0.0027  loss: 1.2975  acc: 0.6640  lr: 0.0000 
ep/it:147- 148 niter: 56450  341m 11s (- 3131m 13s) completed:  9%) loss_emb: 0.0027  loss: 1.3089  acc: 0.6629  lr: 0.0000 
ep/it:147- 198 niter: 56500  341m 29s (- 3130m 47s) completed:  9%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6591  lr: 0.0000 
ep/it:147- 248 niter: 56550  341m 46s (- 3130m 22s) completed:  9%) loss_emb: 0.0027  loss: 1.3135  acc: 0.6628  lr: 0.0000 
ep/it:147- 298 niter: 56600  342m 4s (- 3130m 1s) completed:  9%) loss_emb: 0.0027  loss: 1.3196  acc: 0.6609  lr: 0.0000 
ep/it:147- 348 niter: 56650  342m 21s (- 3129m 34s) completed:  9%) loss_emb: 0.0027  loss: 1.3258  acc: 0.6599  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.668
ep/it:148-  15 niter: 56700  342m 41s (- 3129m 28s) completed:  9%) loss_emb: 0.0027  loss: 1.3185  acc: 0.6616  lr: 0.0000 
ep/it:148-  65 niter: 56750  342m 58s (- 3129m 2s) completed:  9%) loss_emb: 0.0027  loss: 1.2939  acc: 0.6668  lr: 0.0000 
ep/it:148- 115 niter: 56800  343m 15s (- 3128m 33s) completed:  9%) loss_emb: 0.0027  loss: 1.3184  acc: 0.6572  lr: 0.0000 
ep/it:148- 165 niter: 56850  343m 32s (- 3128m 6s) completed:  9%) loss_emb: 0.0027  loss: 1.3052  acc: 0.6644  lr: 0.0000 
ep/it:148- 215 niter: 56900  343m 49s (- 3127m 37s) completed:  9%) loss_emb: 0.0027  loss: 1.3231  acc: 0.6615  lr: 0.0000 
ep/it:148- 265 niter: 56950  344m 7s (- 3127m 21s) completed:  9%) loss_emb: 0.0027  loss: 1.3133  acc: 0.6623  lr: 0.0000 
ep/it:148- 315 niter: 57000  344m 24s (- 3126m 53s) completed:  9%) loss_emb: 0.0026  loss: 1.2931  acc: 0.6683  lr: 0.0000 
ep/it:148- 365 niter: 57050  344m 42s (- 3126m 33s) completed:  9%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6686  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.678
Improved accuracy from 0.68 to 0.67836768730827!!!
ep/it:149-  32 niter: 57100  345m 4s (- 3126m 47s) completed:  9%) loss_emb: 0.0027  loss: 1.3017  acc: 0.6643  lr: 0.0000 
ep/it:149-  82 niter: 57150  345m 21s (- 3126m 23s) completed:  9%) loss_emb: 0.0027  loss: 1.3346  acc: 0.6590  lr: 0.0000 
ep/it:149- 132 niter: 57200  345m 38s (- 3125m 55s) completed:  9%) loss_emb: 0.0027  loss: 1.3271  acc: 0.6605  lr: 0.0000 
ep/it:149- 182 niter: 57250  345m 56s (- 3125m 33s) completed:  9%) loss_emb: 0.0027  loss: 1.3253  acc: 0.6616  lr: 0.0000 
ep/it:149- 232 niter: 57300  346m 13s (- 3125m 6s) completed:  9%) loss_emb: 0.0027  loss: 1.3284  acc: 0.6576  lr: 0.0000 
ep/it:149- 282 niter: 57350  346m 30s (- 3124m 40s) completed:  9%) loss_emb: 0.0027  loss: 1.3159  acc: 0.6574  lr: 0.0000 
ep/it:149- 332 niter: 57400  346m 47s (- 3124m 12s) completed:  9%) loss_emb: 0.0027  loss: 1.3300  acc: 0.6585  lr: 0.0000 
ep/it:149- 382 niter: 57450  347m 5s (- 3123m 47s) completed: 10%) loss_emb: 0.0027  loss: 1.3157  acc: 0.6601  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.665
--> 	 Eva. Ep 150 :, FID. 4.1411, Diversity Real. 9.1660, Diversity. 7.9900, R_precision_real. [0.51196809 0.7087766  0.79321809], R_precision. [0.30984043 0.47739362 0.60638298], matching_score_real. 2.906505823135376, matching_score_pred. 4.371143817901611
ep/it:150-  49 niter: 57500  347m 34s (- 3125m 6s) completed: 10%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6706  lr: 0.0000 
ep/it:150-  99 niter: 57550  347m 51s (- 3124m 44s) completed: 10%) loss_emb: 0.0027  loss: 1.2984  acc: 0.6660  lr: 0.0000 
ep/it:150- 149 niter: 57600  348m 9s (- 3124m 20s) completed: 10%) loss_emb: 0.0027  loss: 1.3312  acc: 0.6563  lr: 0.0000 
ep/it:150- 199 niter: 57650  348m 27s (- 3123m 58s) completed: 10%) loss_emb: 0.0027  loss: 1.3381  acc: 0.6558  lr: 0.0000 
ep/it:150- 249 niter: 57700  348m 44s (- 3123m 29s) completed: 10%) loss_emb: 0.0027  loss: 1.3103  acc: 0.6634  lr: 0.0000 
ep/it:150- 299 niter: 57750  349m 1s (- 3123m 3s) completed: 10%) loss_emb: 0.0027  loss: 1.3146  acc: 0.6625  lr: 0.0000 
ep/it:150- 349 niter: 57800  349m 18s (- 3122m 37s) completed: 10%) loss_emb: 0.0027  loss: 1.3281  acc: 0.6610  lr: 0.0000 
Validation time:
Validation loss:1.306, accuracy:0.671
ep/it:151-  16 niter: 57850  349m 38s (- 3122m 34s) completed: 10%) loss_emb: 0.0027  loss: 1.3272  acc: 0.6582  lr: 0.0000 
ep/it:151-  66 niter: 57900  349m 55s (- 3122m 4s) completed: 10%) loss_emb: 0.0027  loss: 1.3399  acc: 0.6559  lr: 0.0000 
ep/it:151- 116 niter: 57950  350m 12s (- 3121m 35s) completed: 10%) loss_emb: 0.0027  loss: 1.3174  acc: 0.6587  lr: 0.0000 
ep/it:151- 166 niter: 58000  350m 29s (- 3121m 7s) completed: 10%) loss_emb: 0.0027  loss: 1.3074  acc: 0.6632  lr: 0.0000 
ep/it:151- 216 niter: 58050  350m 45s (- 3120m 38s) completed: 10%) loss_emb: 0.0027  loss: 1.3149  acc: 0.6607  lr: 0.0000 
ep/it:151- 266 niter: 58100  351m 2s (- 3120m 8s) completed: 10%) loss_emb: 0.0026  loss: 1.2935  acc: 0.6678  lr: 0.0000 
ep/it:151- 316 niter: 58150  351m 19s (- 3119m 38s) completed: 10%) loss_emb: 0.0027  loss: 1.3156  acc: 0.6596  lr: 0.0000 
ep/it:151- 366 niter: 58200  351m 36s (- 3119m 6s) completed: 10%) loss_emb: 0.0027  loss: 1.2987  acc: 0.6641  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.671
ep/it:152-  33 niter: 58250  351m 56s (- 3119m 4s) completed: 10%) loss_emb: 0.0027  loss: 1.3320  acc: 0.6573  lr: 0.0000 
ep/it:152-  83 niter: 58300  352m 13s (- 3118m 36s) completed: 10%) loss_emb: 0.0027  loss: 1.3168  acc: 0.6624  lr: 0.0000 
ep/it:152- 133 niter: 58350  352m 30s (- 3118m 9s) completed: 10%) loss_emb: 0.0027  loss: 1.3049  acc: 0.6644  lr: 0.0000 
ep/it:152- 183 niter: 58400  352m 47s (- 3117m 43s) completed: 10%) loss_emb: 0.0027  loss: 1.3265  acc: 0.6584  lr: 0.0000 
ep/it:152- 233 niter: 58450  353m 4s (- 3117m 14s) completed: 10%) loss_emb: 0.0027  loss: 1.2979  acc: 0.6679  lr: 0.0000 
ep/it:152- 283 niter: 58500  353m 21s (- 3116m 49s) completed: 10%) loss_emb: 0.0027  loss: 1.3302  acc: 0.6579  lr: 0.0000 
ep/it:152- 333 niter: 58550  353m 38s (- 3116m 24s) completed: 10%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6701  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.673
ep/it:153-   0 niter: 58600  353m 58s (- 3116m 14s) completed: 10%) loss_emb: 0.0027  loss: 1.3152  acc: 0.6623  lr: 0.0000 
ep/it:153-  50 niter: 58650  354m 15s (- 3115m 49s) completed: 10%) loss_emb: 0.0027  loss: 1.3292  acc: 0.6567  lr: 0.0000 
ep/it:153- 100 niter: 58700  354m 33s (- 3115m 32s) completed: 10%) loss_emb: 0.0026  loss: 1.2861  acc: 0.6678  lr: 0.0000 
ep/it:153- 150 niter: 58750  354m 51s (- 3115m 8s) completed: 10%) loss_emb: 0.0027  loss: 1.3051  acc: 0.6652  lr: 0.0000 
ep/it:153- 200 niter: 58800  355m 8s (- 3114m 47s) completed: 10%) loss_emb: 0.0027  loss: 1.3209  acc: 0.6611  lr: 0.0000 
ep/it:153- 250 niter: 58850  355m 25s (- 3114m 20s) completed: 10%) loss_emb: 0.0026  loss: 1.2934  acc: 0.6674  lr: 0.0000 
ep/it:153- 300 niter: 58900  355m 42s (- 3113m 52s) completed: 10%) loss_emb: 0.0028  loss: 1.3503  acc: 0.6516  lr: 0.0000 
ep/it:153- 350 niter: 58950  355m 59s (- 3113m 24s) completed: 10%) loss_emb: 0.0027  loss: 1.3380  acc: 0.6552  lr: 0.0000 
Validation time:
Validation loss:1.307, accuracy:0.672
ep/it:154-  17 niter: 59000  356m 19s (- 3113m 22s) completed: 10%) loss_emb: 0.0027  loss: 1.3049  acc: 0.6621  lr: 0.0000 
ep/it:154-  67 niter: 59050  356m 37s (- 3112m 57s) completed: 10%) loss_emb: 0.0027  loss: 1.2922  acc: 0.6642  lr: 0.0000 
ep/it:154- 117 niter: 59100  356m 54s (- 3112m 32s) completed: 10%) loss_emb: 0.0027  loss: 1.3229  acc: 0.6594  lr: 0.0000 
ep/it:154- 167 niter: 59150  357m 12s (- 3112m 15s) completed: 10%) loss_emb: 0.0027  loss: 1.3153  acc: 0.6623  lr: 0.0000 
ep/it:154- 217 niter: 59200  357m 32s (- 3112m 10s) completed: 10%) loss_emb: 0.0027  loss: 1.3364  acc: 0.6592  lr: 0.0000 
ep/it:154- 267 niter: 59250  357m 49s (- 3111m 46s) completed: 10%) loss_emb: 0.0027  loss: 1.3146  acc: 0.6603  lr: 0.0000 
ep/it:154- 317 niter: 59300  358m 7s (- 3111m 22s) completed: 10%) loss_emb: 0.0026  loss: 1.2779  acc: 0.6695  lr: 0.0000 
ep/it:154- 367 niter: 59350  358m 24s (- 3110m 53s) completed: 10%) loss_emb: 0.0027  loss: 1.3136  acc: 0.6588  lr: 0.0000 
Validation time:
Validation loss:1.333, accuracy:0.665
--> 	 Eva. Ep 155 :, FID. 4.1646, Diversity Real. 9.9639, Diversity. 7.6833, R_precision_real. [0.51928191 0.71875    0.80718085], R_precision. [0.30718085 0.48204787 0.59507979], matching_score_real. 2.8652215003967285, matching_score_pred. 4.362228870391846
ep/it:155-  34 niter: 59400  358m 53s (- 3112m 8s) completed: 10%) loss_emb: 0.0027  loss: 1.3152  acc: 0.6590  lr: 0.0000 
ep/it:155-  84 niter: 59450  359m 9s (- 3111m 36s) completed: 10%) loss_emb: 0.0027  loss: 1.3354  acc: 0.6547  lr: 0.0000 
ep/it:155- 134 niter: 59500  359m 27s (- 3111m 12s) completed: 10%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6637  lr: 0.0000 
ep/it:155- 184 niter: 59550  359m 43s (- 3110m 42s) completed: 10%) loss_emb: 0.0027  loss: 1.3101  acc: 0.6632  lr: 0.0000 
ep/it:155- 234 niter: 59600  360m 0s (- 3110m 14s) completed: 10%) loss_emb: 0.0027  loss: 1.3268  acc: 0.6597  lr: 0.0000 
ep/it:155- 284 niter: 59650  360m 17s (- 3109m 46s) completed: 10%) loss_emb: 0.0027  loss: 1.3011  acc: 0.6637  lr: 0.0000 
ep/it:155- 334 niter: 59700  360m 34s (- 3109m 17s) completed: 10%) loss_emb: 0.0027  loss: 1.3074  acc: 0.6616  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.668
ep/it:156-   1 niter: 59750  360m 54s (- 3109m 11s) completed: 10%) loss_emb: 0.0027  loss: 1.3152  acc: 0.6604  lr: 0.0000 
ep/it:156-  51 niter: 59800  361m 10s (- 3108m 38s) completed: 10%) loss_emb: 0.0027  loss: 1.3094  acc: 0.6631  lr: 0.0000 
ep/it:156- 101 niter: 59850  361m 28s (- 3108m 18s) completed: 10%) loss_emb: 0.0027  loss: 1.3145  acc: 0.6594  lr: 0.0000 
ep/it:156- 151 niter: 59900  361m 45s (- 3107m 54s) completed: 10%) loss_emb: 0.0027  loss: 1.3097  acc: 0.6625  lr: 0.0000 
ep/it:156- 201 niter: 59950  362m 3s (- 3107m 33s) completed: 10%) loss_emb: 0.0027  loss: 1.3087  acc: 0.6645  lr: 0.0000 
ep/it:156- 251 niter: 60000  362m 21s (- 3107m 12s) completed: 10%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6720  lr: 0.0000 
ep/it:156- 301 niter: 60050  362m 38s (- 3106m 48s) completed: 10%) loss_emb: 0.0027  loss: 1.3167  acc: 0.6587  lr: 0.0000 
ep/it:156- 351 niter: 60100  362m 55s (- 3106m 19s) completed: 10%) loss_emb: 0.0027  loss: 1.3064  acc: 0.6627  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.672
ep/it:157-  18 niter: 60150  363m 15s (- 3106m 15s) completed: 10%) loss_emb: 0.0027  loss: 1.3312  acc: 0.6570  lr: 0.0000 
ep/it:157-  68 niter: 60200  363m 33s (- 3105m 57s) completed: 10%) loss_emb: 0.0027  loss: 1.2991  acc: 0.6644  lr: 0.0000 
ep/it:157- 118 niter: 60250  363m 51s (- 3105m 35s) completed: 10%) loss_emb: 0.0027  loss: 1.3019  acc: 0.6613  lr: 0.0000 
ep/it:157- 168 niter: 60300  364m 9s (- 3105m 15s) completed: 10%) loss_emb: 0.0027  loss: 1.3073  acc: 0.6606  lr: 0.0000 
ep/it:157- 218 niter: 60350  364m 26s (- 3104m 50s) completed: 10%) loss_emb: 0.0027  loss: 1.3010  acc: 0.6665  lr: 0.0000 
ep/it:157- 268 niter: 60400  364m 44s (- 3104m 35s) completed: 10%) loss_emb: 0.0027  loss: 1.3090  acc: 0.6625  lr: 0.0000 
ep/it:157- 318 niter: 60450  365m 2s (- 3104m 11s) completed: 10%) loss_emb: 0.0027  loss: 1.3040  acc: 0.6628  lr: 0.0000 
ep/it:157- 368 niter: 60500  365m 19s (- 3103m 47s) completed: 10%) loss_emb: 0.0027  loss: 1.3001  acc: 0.6651  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.671
ep/it:158-  35 niter: 60550  365m 40s (- 3103m 53s) completed: 10%) loss_emb: 0.0027  loss: 1.3380  acc: 0.6565  lr: 0.0000 
ep/it:158-  85 niter: 60600  365m 58s (- 3103m 33s) completed: 10%) loss_emb: 0.0027  loss: 1.3363  acc: 0.6574  lr: 0.0000 
ep/it:158- 135 niter: 60650  366m 16s (- 3103m 11s) completed: 10%) loss_emb: 0.0027  loss: 1.3278  acc: 0.6580  lr: 0.0000 
ep/it:158- 185 niter: 60700  366m 33s (- 3102m 47s) completed: 10%) loss_emb: 0.0027  loss: 1.2979  acc: 0.6637  lr: 0.0000 
ep/it:158- 235 niter: 60750  366m 50s (- 3102m 20s) completed: 10%) loss_emb: 0.0027  loss: 1.3186  acc: 0.6593  lr: 0.0000 
ep/it:158- 285 niter: 60800  367m 8s (- 3101m 59s) completed: 10%) loss_emb: 0.0027  loss: 1.3002  acc: 0.6639  lr: 0.0000 
ep/it:158- 335 niter: 60850  367m 25s (- 3101m 35s) completed: 10%) loss_emb: 0.0027  loss: 1.2974  acc: 0.6650  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.667
ep/it:159-   2 niter: 60900  367m 46s (- 3101m 33s) completed: 10%) loss_emb: 0.0026  loss: 1.2910  acc: 0.6680  lr: 0.0000 
ep/it:159-  52 niter: 60950  368m 3s (- 3101m 12s) completed: 10%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6683  lr: 0.0000 
ep/it:159- 102 niter: 61000  368m 21s (- 3100m 48s) completed: 10%) loss_emb: 0.0027  loss: 1.2996  acc: 0.6642  lr: 0.0000 
ep/it:159- 152 niter: 61050  368m 38s (- 3100m 24s) completed: 10%) loss_emb: 0.0027  loss: 1.3428  acc: 0.6548  lr: 0.0000 
ep/it:159- 202 niter: 61100  368m 55s (- 3099m 55s) completed: 10%) loss_emb: 0.0027  loss: 1.3162  acc: 0.6612  lr: 0.0000 
ep/it:159- 252 niter: 61150  369m 12s (- 3099m 25s) completed: 10%) loss_emb: 0.0027  loss: 1.2990  acc: 0.6660  lr: 0.0000 
ep/it:159- 302 niter: 61200  369m 29s (- 3099m 0s) completed: 10%) loss_emb: 0.0027  loss: 1.3122  acc: 0.6606  lr: 0.0000 
ep/it:159- 352 niter: 61250  369m 46s (- 3098m 32s) completed: 10%) loss_emb: 0.0027  loss: 1.3016  acc: 0.6638  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.672
--> 	 Eva. Ep 160 :, FID. 4.4505, Diversity Real. 9.7560, Diversity. 7.5799, R_precision_real. [0.50465426 0.70545213 0.79853723], R_precision. [0.30385638 0.47140957 0.59574468], matching_score_real. 2.879318952560425, matching_score_pred. 4.477046489715576
ep/it:160-  19 niter: 61300  370m 15s (- 3099m 42s) completed: 10%) loss_emb: 0.0027  loss: 1.3264  acc: 0.6564  lr: 0.0000 
ep/it:160-  69 niter: 61350  370m 31s (- 3099m 14s) completed: 10%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6709  lr: 0.0000 
ep/it:160- 119 niter: 61400  370m 49s (- 3098m 52s) completed: 10%) loss_emb: 0.0027  loss: 1.3118  acc: 0.6606  lr: 0.0000 
ep/it:160- 169 niter: 61450  371m 6s (- 3098m 26s) completed: 10%) loss_emb: 0.0027  loss: 1.3063  acc: 0.6613  lr: 0.0000 
ep/it:160- 219 niter: 61500  371m 23s (- 3097m 56s) completed: 10%) loss_emb: 0.0026  loss: 1.2879  acc: 0.6705  lr: 0.0000 
ep/it:160- 269 niter: 61550  371m 40s (- 3097m 30s) completed: 10%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6736  lr: 0.0000 
ep/it:160- 319 niter: 61600  371m 57s (- 3097m 2s) completed: 10%) loss_emb: 0.0027  loss: 1.3146  acc: 0.6573  lr: 0.0000 
ep/it:160- 369 niter: 61650  372m 14s (- 3096m 36s) completed: 10%) loss_emb: 0.0027  loss: 1.3161  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.667
ep/it:161-  36 niter: 61700  372m 34s (- 3096m 34s) completed: 10%) loss_emb: 0.0027  loss: 1.3158  acc: 0.6630  lr: 0.0000 
ep/it:161-  86 niter: 61750  372m 51s (- 3096m 4s) completed: 10%) loss_emb: 0.0027  loss: 1.3260  acc: 0.6589  lr: 0.0000 
ep/it:161- 136 niter: 61800  373m 8s (- 3095m 35s) completed: 10%) loss_emb: 0.0027  loss: 1.3371  acc: 0.6574  lr: 0.0000 
ep/it:161- 186 niter: 61850  373m 25s (- 3095m 9s) completed: 10%) loss_emb: 0.0027  loss: 1.3147  acc: 0.6572  lr: 0.0000 
ep/it:161- 236 niter: 61900  373m 43s (- 3094m 51s) completed: 10%) loss_emb: 0.0027  loss: 1.3217  acc: 0.6605  lr: 0.0000 
ep/it:161- 286 niter: 61950  374m 0s (- 3094m 25s) completed: 10%) loss_emb: 0.0026  loss: 1.2892  acc: 0.6675  lr: 0.0000 
ep/it:161- 336 niter: 62000  374m 17s (- 3093m 57s) completed: 10%) loss_emb: 0.0027  loss: 1.3105  acc: 0.6616  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.663
ep/it:162-   3 niter: 62050  374m 37s (- 3093m 50s) completed: 10%) loss_emb: 0.0027  loss: 1.2936  acc: 0.6655  lr: 0.0000 
ep/it:162-  53 niter: 62100  374m 54s (- 3093m 23s) completed: 10%) loss_emb: 0.0027  loss: 1.2995  acc: 0.6645  lr: 0.0000 
ep/it:162- 103 niter: 62150  375m 11s (- 3092m 56s) completed: 10%) loss_emb: 0.0027  loss: 1.3001  acc: 0.6642  lr: 0.0000 
ep/it:162- 153 niter: 62200  375m 28s (- 3092m 31s) completed: 10%) loss_emb: 0.0027  loss: 1.3126  acc: 0.6612  lr: 0.0000 
ep/it:162- 203 niter: 62250  375m 45s (- 3092m 6s) completed: 10%) loss_emb: 0.0027  loss: 1.3085  acc: 0.6630  lr: 0.0000 
ep/it:162- 253 niter: 62300  376m 3s (- 3091m 44s) completed: 10%) loss_emb: 0.0027  loss: 1.3032  acc: 0.6619  lr: 0.0000 
ep/it:162- 303 niter: 62350  376m 19s (- 3091m 14s) completed: 10%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6682  lr: 0.0000 
ep/it:162- 353 niter: 62400  376m 37s (- 3090m 47s) completed: 10%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6620  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.670
ep/it:163-  20 niter: 62450  376m 56s (- 3090m 37s) completed: 10%) loss_emb: 0.0027  loss: 1.3187  acc: 0.6587  lr: 0.0000 
ep/it:163-  70 niter: 62500  377m 14s (- 3090m 18s) completed: 10%) loss_emb: 0.0027  loss: 1.3103  acc: 0.6630  lr: 0.0000 
ep/it:163- 120 niter: 62550  377m 31s (- 3089m 55s) completed: 10%) loss_emb: 0.0027  loss: 1.3147  acc: 0.6634  lr: 0.0000 
ep/it:163- 170 niter: 62600  377m 49s (- 3089m 37s) completed: 10%) loss_emb: 0.0027  loss: 1.2904  acc: 0.6662  lr: 0.0000 
ep/it:163- 220 niter: 62650  378m 7s (- 3089m 12s) completed: 10%) loss_emb: 0.0027  loss: 1.3098  acc: 0.6627  lr: 0.0000 
ep/it:163- 270 niter: 62700  378m 24s (- 3088m 52s) completed: 10%) loss_emb: 0.0027  loss: 1.3135  acc: 0.6595  lr: 0.0000 
ep/it:163- 320 niter: 62750  378m 42s (- 3088m 31s) completed: 10%) loss_emb: 0.0027  loss: 1.3238  acc: 0.6576  lr: 0.0000 
ep/it:163- 370 niter: 62800  378m 59s (- 3088m 6s) completed: 10%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6704  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.667
ep/it:164-  37 niter: 62850  379m 19s (- 3087m 59s) completed: 10%) loss_emb: 0.0027  loss: 1.2984  acc: 0.6639  lr: 0.0000 
ep/it:164-  87 niter: 62900  379m 36s (- 3087m 34s) completed: 10%) loss_emb: 0.0026  loss: 1.2804  acc: 0.6690  lr: 0.0000 
ep/it:164- 137 niter: 62950  379m 53s (- 3087m 7s) completed: 10%) loss_emb: 0.0027  loss: 1.3059  acc: 0.6645  lr: 0.0000 
ep/it:164- 187 niter: 63000  380m 10s (- 3086m 40s) completed: 10%) loss_emb: 0.0027  loss: 1.3023  acc: 0.6611  lr: 0.0000 
ep/it:164- 237 niter: 63050  380m 27s (- 3086m 15s) completed: 10%) loss_emb: 0.0027  loss: 1.3127  acc: 0.6608  lr: 0.0000 
ep/it:164- 287 niter: 63100  380m 44s (- 3085m 45s) completed: 10%) loss_emb: 0.0027  loss: 1.3096  acc: 0.6617  lr: 0.0000 
ep/it:164- 337 niter: 63150  381m 1s (- 3085m 18s) completed: 10%) loss_emb: 0.0027  loss: 1.3218  acc: 0.6591  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.675
--> 	 Eva. Ep 165 :, FID. 4.6378, Diversity Real. 9.6472, Diversity. 7.5899, R_precision_real. [0.49601064 0.69946809 0.7918883 ], R_precision. [0.30851064 0.47273936 0.58843085], matching_score_real. 2.913261651992798, matching_score_pred. 4.495924472808838
ep/it:165-   4 niter: 63200  381m 30s (- 3086m 29s) completed: 11%) loss_emb: 0.0027  loss: 1.2958  acc: 0.6662  lr: 0.0000 
ep/it:165-  54 niter: 63250  381m 48s (- 3086m 5s) completed: 11%) loss_emb: 0.0027  loss: 1.2913  acc: 0.6670  lr: 0.0000 
ep/it:165- 104 niter: 63300  382m 5s (- 3085m 40s) completed: 11%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6670  lr: 0.0000 
ep/it:165- 154 niter: 63350  382m 22s (- 3085m 18s) completed: 11%) loss_emb: 0.0027  loss: 1.2973  acc: 0.6647  lr: 0.0000 
ep/it:165- 204 niter: 63400  382m 39s (- 3084m 52s) completed: 11%) loss_emb: 0.0027  loss: 1.2897  acc: 0.6666  lr: 0.0000 
ep/it:165- 254 niter: 63450  382m 57s (- 3084m 28s) completed: 11%) loss_emb: 0.0027  loss: 1.3052  acc: 0.6630  lr: 0.0000 
ep/it:165- 304 niter: 63500  383m 15s (- 3084m 7s) completed: 11%) loss_emb: 0.0027  loss: 1.3374  acc: 0.6578  lr: 0.0000 
ep/it:165- 354 niter: 63550  383m 32s (- 3083m 43s) completed: 11%) loss_emb: 0.0027  loss: 1.3301  acc: 0.6593  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.674
ep/it:166-  21 niter: 63600  383m 51s (- 3083m 35s) completed: 11%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6681  lr: 0.0000 
ep/it:166-  71 niter: 63650  384m 8s (- 3083m 8s) completed: 11%) loss_emb: 0.0027  loss: 1.3166  acc: 0.6612  lr: 0.0000 
ep/it:166- 121 niter: 63700  384m 26s (- 3082m 42s) completed: 11%) loss_emb: 0.0027  loss: 1.2907  acc: 0.6652  lr: 0.0000 
ep/it:166- 171 niter: 63750  384m 42s (- 3082m 11s) completed: 11%) loss_emb: 0.0027  loss: 1.3187  acc: 0.6578  lr: 0.0000 
ep/it:166- 221 niter: 63800  384m 59s (- 3081m 45s) completed: 11%) loss_emb: 0.0027  loss: 1.3025  acc: 0.6638  lr: 0.0000 
ep/it:166- 271 niter: 63850  385m 17s (- 3081m 25s) completed: 11%) loss_emb: 0.0027  loss: 1.2988  acc: 0.6645  lr: 0.0000 
ep/it:166- 321 niter: 63900  385m 35s (- 3081m 3s) completed: 11%) loss_emb: 0.0027  loss: 1.3071  acc: 0.6648  lr: 0.0000 
ep/it:166- 371 niter: 63950  385m 52s (- 3080m 38s) completed: 11%) loss_emb: 0.0027  loss: 1.2934  acc: 0.6652  lr: 0.0000 
Validation time:
Validation loss:1.349, accuracy:0.662
ep/it:167-  38 niter: 64000  386m 11s (- 3080m 31s) completed: 11%) loss_emb: 0.0027  loss: 1.3089  acc: 0.6609  lr: 0.0000 
ep/it:167-  88 niter: 64050  386m 28s (- 3080m 5s) completed: 11%) loss_emb: 0.0027  loss: 1.3174  acc: 0.6594  lr: 0.0000 
ep/it:167- 138 niter: 64100  386m 46s (- 3079m 41s) completed: 11%) loss_emb: 0.0027  loss: 1.3002  acc: 0.6653  lr: 0.0000 
ep/it:167- 188 niter: 64150  387m 2s (- 3079m 11s) completed: 11%) loss_emb: 0.0027  loss: 1.3023  acc: 0.6617  lr: 0.0000 
ep/it:167- 238 niter: 64200  387m 19s (- 3078m 41s) completed: 11%) loss_emb: 0.0027  loss: 1.3223  acc: 0.6598  lr: 0.0000 
ep/it:167- 288 niter: 64250  387m 36s (- 3078m 16s) completed: 11%) loss_emb: 0.0027  loss: 1.3140  acc: 0.6603  lr: 0.0000 
ep/it:167- 338 niter: 64300  387m 53s (- 3077m 48s) completed: 11%) loss_emb: 0.0027  loss: 1.3134  acc: 0.6609  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.677
ep/it:168-   5 niter: 64350  388m 12s (- 3077m 40s) completed: 11%) loss_emb: 0.0026  loss: 1.2884  acc: 0.6668  lr: 0.0000 
ep/it:168-  55 niter: 64400  388m 31s (- 3077m 23s) completed: 11%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6718  lr: 0.0000 
ep/it:168- 105 niter: 64450  388m 49s (- 3077m 5s) completed: 11%) loss_emb: 0.0027  loss: 1.3419  acc: 0.6560  lr: 0.0000 
ep/it:168- 155 niter: 64500  389m 7s (- 3076m 48s) completed: 11%) loss_emb: 0.0027  loss: 1.3100  acc: 0.6620  lr: 0.0000 
ep/it:168- 205 niter: 64550  389m 26s (- 3076m 36s) completed: 11%) loss_emb: 0.0027  loss: 1.2992  acc: 0.6624  lr: 0.0000 
ep/it:168- 255 niter: 64600  389m 43s (- 3076m 8s) completed: 11%) loss_emb: 0.0027  loss: 1.3107  acc: 0.6591  lr: 0.0000 
ep/it:168- 305 niter: 64650  390m 0s (- 3075m 43s) completed: 11%) loss_emb: 0.0027  loss: 1.3299  acc: 0.6565  lr: 0.0000 
ep/it:168- 355 niter: 64700  390m 17s (- 3075m 18s) completed: 11%) loss_emb: 0.0027  loss: 1.3077  acc: 0.6647  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.672
ep/it:169-  22 niter: 64750  390m 37s (- 3075m 12s) completed: 11%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6691  lr: 0.0000 
ep/it:169-  72 niter: 64800  390m 54s (- 3074m 44s) completed: 11%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6570  lr: 0.0000 
ep/it:169- 122 niter: 64850  391m 11s (- 3074m 16s) completed: 11%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6718  lr: 0.0000 
ep/it:169- 172 niter: 64900  391m 29s (- 3073m 58s) completed: 11%) loss_emb: 0.0027  loss: 1.3128  acc: 0.6611  lr: 0.0000 
ep/it:169- 222 niter: 64950  391m 45s (- 3073m 26s) completed: 11%) loss_emb: 0.0027  loss: 1.2981  acc: 0.6642  lr: 0.0000 
ep/it:169- 272 niter: 65000  392m 2s (- 3072m 57s) completed: 11%) loss_emb: 0.0027  loss: 1.3055  acc: 0.6621  lr: 0.0000 
ep/it:169- 322 niter: 65050  392m 18s (- 3072m 22s) completed: 11%) loss_emb: 0.0027  loss: 1.2905  acc: 0.6665  lr: 0.0000 
ep/it:169- 372 niter: 65100  392m 37s (- 3072m 11s) completed: 11%) loss_emb: 0.0027  loss: 1.3264  acc: 0.6586  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.666
--> 	 Eva. Ep 170 :, FID. 4.3283, Diversity Real. 9.3538, Diversity. 7.6596, R_precision_real. [0.51595745 0.70678191 0.78457447], R_precision. [0.32579787 0.49202128 0.59640957], matching_score_real. 2.9630162715911865, matching_score_pred. 4.411959648132324
ep/it:170-  39 niter: 65150  393m 7s (- 3073m 29s) completed: 11%) loss_emb: 0.0027  loss: 1.2988  acc: 0.6625  lr: 0.0000 
ep/it:170-  89 niter: 65200  393m 24s (- 3073m 2s) completed: 11%) loss_emb: 0.0027  loss: 1.3103  acc: 0.6639  lr: 0.0000 
ep/it:170- 139 niter: 65250  393m 41s (- 3072m 37s) completed: 11%) loss_emb: 0.0027  loss: 1.3207  acc: 0.6617  lr: 0.0000 
ep/it:170- 189 niter: 65300  393m 58s (- 3072m 10s) completed: 11%) loss_emb: 0.0027  loss: 1.3143  acc: 0.6604  lr: 0.0000 
ep/it:170- 239 niter: 65350  394m 15s (- 3071m 40s) completed: 11%) loss_emb: 0.0027  loss: 1.2982  acc: 0.6654  lr: 0.0000 
ep/it:170- 289 niter: 65400  394m 32s (- 3071m 13s) completed: 11%) loss_emb: 0.0027  loss: 1.3158  acc: 0.6589  lr: 0.0000 
ep/it:170- 339 niter: 65450  394m 48s (- 3070m 43s) completed: 11%) loss_emb: 0.0027  loss: 1.2915  acc: 0.6645  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.669
ep/it:171-   6 niter: 65500  395m 8s (- 3070m 37s) completed: 11%) loss_emb: 0.0027  loss: 1.3029  acc: 0.6661  lr: 0.0000 
ep/it:171-  56 niter: 65550  395m 25s (- 3070m 14s) completed: 11%) loss_emb: 0.0027  loss: 1.3033  acc: 0.6613  lr: 0.0000 
ep/it:171- 106 niter: 65600  395m 43s (- 3069m 55s) completed: 11%) loss_emb: 0.0027  loss: 1.3033  acc: 0.6641  lr: 0.0000 
ep/it:171- 156 niter: 65650  396m 0s (- 3069m 29s) completed: 11%) loss_emb: 0.0027  loss: 1.2969  acc: 0.6650  lr: 0.0000 
ep/it:171- 206 niter: 65700  396m 17s (- 3069m 2s) completed: 11%) loss_emb: 0.0027  loss: 1.3079  acc: 0.6609  lr: 0.0000 
ep/it:171- 256 niter: 65750  396m 35s (- 3068m 37s) completed: 11%) loss_emb: 0.0027  loss: 1.3179  acc: 0.6599  lr: 0.0000 
ep/it:171- 306 niter: 65800  396m 52s (- 3068m 17s) completed: 11%) loss_emb: 0.0027  loss: 1.2970  acc: 0.6654  lr: 0.0000 
ep/it:171- 356 niter: 65850  397m 9s (- 3067m 49s) completed: 11%) loss_emb: 0.0027  loss: 1.3018  acc: 0.6633  lr: 0.0000 
Validation time:
Validation loss:1.338, accuracy:0.663
ep/it:172-  23 niter: 65900  397m 28s (- 3067m 38s) completed: 11%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6706  lr: 0.0000 
ep/it:172-  73 niter: 65950  397m 45s (- 3067m 9s) completed: 11%) loss_emb: 0.0027  loss: 1.3156  acc: 0.6588  lr: 0.0000 
ep/it:172- 123 niter: 66000  398m 2s (- 3066m 44s) completed: 11%) loss_emb: 0.0027  loss: 1.2900  acc: 0.6670  lr: 0.0000 
ep/it:172- 173 niter: 66050  398m 20s (- 3066m 28s) completed: 11%) loss_emb: 0.0027  loss: 1.2933  acc: 0.6631  lr: 0.0000 
ep/it:172- 223 niter: 66100  398m 43s (- 3066m 47s) completed: 11%) loss_emb: 0.0027  loss: 1.2998  acc: 0.6614  lr: 0.0000 
ep/it:172- 273 niter: 66150  399m 4s (- 3066m 47s) completed: 11%) loss_emb: 0.0026  loss: 1.2892  acc: 0.6696  lr: 0.0000 
ep/it:172- 323 niter: 66200  399m 20s (- 3066m 16s) completed: 11%) loss_emb: 0.0027  loss: 1.2992  acc: 0.6641  lr: 0.0000 
ep/it:172- 373 niter: 66250  399m 37s (- 3065m 47s) completed: 11%) loss_emb: 0.0027  loss: 1.3114  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.263, accuracy:0.679
Improved accuracy from 0.68 to 0.6787513883217521!!!
ep/it:173-  40 niter: 66300  399m 57s (- 3065m 48s) completed: 11%) loss_emb: 0.0027  loss: 1.3131  acc: 0.6617  lr: 0.0000 
ep/it:173-  90 niter: 66350  400m 15s (- 3065m 29s) completed: 11%) loss_emb: 0.0027  loss: 1.3044  acc: 0.6646  lr: 0.0000 
ep/it:173- 140 niter: 66400  400m 33s (- 3065m 4s) completed: 11%) loss_emb: 0.0027  loss: 1.3106  acc: 0.6625  lr: 0.0000 
ep/it:173- 190 niter: 66450  400m 49s (- 3064m 36s) completed: 11%) loss_emb: 0.0027  loss: 1.3062  acc: 0.6613  lr: 0.0000 
ep/it:173- 240 niter: 66500  401m 6s (- 3064m 9s) completed: 11%) loss_emb: 0.0027  loss: 1.3003  acc: 0.6648  lr: 0.0000 
ep/it:173- 290 niter: 66550  401m 24s (- 3063m 46s) completed: 11%) loss_emb: 0.0027  loss: 1.2939  acc: 0.6658  lr: 0.0000 
ep/it:173- 340 niter: 66600  401m 41s (- 3063m 19s) completed: 11%) loss_emb: 0.0027  loss: 1.3000  acc: 0.6649  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.672
ep/it:174-   7 niter: 66650  402m 0s (- 3063m 9s) completed: 11%) loss_emb: 0.0027  loss: 1.3161  acc: 0.6598  lr: 0.0000 
ep/it:174-  57 niter: 66700  402m 17s (- 3062m 41s) completed: 11%) loss_emb: 0.0027  loss: 1.3160  acc: 0.6587  lr: 0.0000 
ep/it:174- 107 niter: 66750  402m 33s (- 3062m 9s) completed: 11%) loss_emb: 0.0026  loss: 1.2889  acc: 0.6679  lr: 0.0000 
ep/it:174- 157 niter: 66800  402m 52s (- 3061m 55s) completed: 11%) loss_emb: 0.0027  loss: 1.2817  acc: 0.6667  lr: 0.0000 
ep/it:174- 207 niter: 66850  403m 9s (- 3061m 31s) completed: 11%) loss_emb: 0.0027  loss: 1.3088  acc: 0.6631  lr: 0.0000 
ep/it:174- 257 niter: 66900  403m 26s (- 3061m 5s) completed: 11%) loss_emb: 0.0027  loss: 1.2959  acc: 0.6668  lr: 0.0000 
ep/it:174- 307 niter: 66950  403m 43s (- 3060m 42s) completed: 11%) loss_emb: 0.0026  loss: 1.2790  acc: 0.6709  lr: 0.0000 
ep/it:174- 357 niter: 67000  404m 1s (- 3060m 16s) completed: 11%) loss_emb: 0.0027  loss: 1.3304  acc: 0.6586  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.677
--> 	 Eva. Ep 175 :, FID. 4.2569, Diversity Real. 9.5546, Diversity. 7.6822, R_precision_real. [0.50332447 0.69348404 0.78856383], R_precision. [0.31848404 0.49734043 0.61236702], matching_score_real. 2.9052376747131348, matching_score_pred. 4.364312648773193
ep/it:175-  24 niter: 67050  404m 31s (- 3061m 31s) completed: 11%) loss_emb: 0.0027  loss: 1.2997  acc: 0.6634  lr: 0.0000 
ep/it:175-  74 niter: 67100  404m 48s (- 3061m 5s) completed: 11%) loss_emb: 0.0027  loss: 1.2929  acc: 0.6641  lr: 0.0000 
ep/it:175- 124 niter: 67150  405m 5s (- 3060m 35s) completed: 11%) loss_emb: 0.0027  loss: 1.3192  acc: 0.6599  lr: 0.0000 
ep/it:175- 174 niter: 67200  405m 22s (- 3060m 11s) completed: 11%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6688  lr: 0.0000 
ep/it:175- 224 niter: 67250  405m 41s (- 3060m 3s) completed: 11%) loss_emb: 0.0027  loss: 1.2950  acc: 0.6666  lr: 0.0000 
ep/it:175- 274 niter: 67300  405m 58s (- 3059m 38s) completed: 11%) loss_emb: 0.0027  loss: 1.3012  acc: 0.6658  lr: 0.0000 
ep/it:175- 324 niter: 67350  406m 15s (- 3059m 10s) completed: 11%) loss_emb: 0.0026  loss: 1.2882  acc: 0.6673  lr: 0.0000 
ep/it:175- 374 niter: 67400  406m 32s (- 3058m 44s) completed: 11%) loss_emb: 0.0026  loss: 1.2850  acc: 0.6693  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.674
ep/it:176-  41 niter: 67450  406m 52s (- 3058m 37s) completed: 11%) loss_emb: 0.0027  loss: 1.2947  acc: 0.6647  lr: 0.0000 
ep/it:176-  91 niter: 67500  407m 8s (- 3058m 8s) completed: 11%) loss_emb: 0.0027  loss: 1.3025  acc: 0.6676  lr: 0.0000 
ep/it:176- 141 niter: 67550  407m 26s (- 3057m 43s) completed: 11%) loss_emb: 0.0027  loss: 1.3098  acc: 0.6624  lr: 0.0000 
ep/it:176- 191 niter: 67600  407m 43s (- 3057m 16s) completed: 11%) loss_emb: 0.0027  loss: 1.3035  acc: 0.6639  lr: 0.0000 
ep/it:176- 241 niter: 67650  407m 59s (- 3056m 49s) completed: 11%) loss_emb: 0.0027  loss: 1.2960  acc: 0.6646  lr: 0.0000 
ep/it:176- 291 niter: 67700  408m 17s (- 3056m 24s) completed: 11%) loss_emb: 0.0027  loss: 1.3244  acc: 0.6580  lr: 0.0000 
ep/it:176- 341 niter: 67750  408m 33s (- 3055m 57s) completed: 11%) loss_emb: 0.0027  loss: 1.2977  acc: 0.6656  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.671
ep/it:177-   8 niter: 67800  408m 53s (- 3055m 50s) completed: 11%) loss_emb: 0.0026  loss: 1.2919  acc: 0.6680  lr: 0.0000 
ep/it:177-  58 niter: 67850  409m 10s (- 3055m 21s) completed: 11%) loss_emb: 0.0027  loss: 1.2829  acc: 0.6644  lr: 0.0000 
ep/it:177- 108 niter: 67900  409m 26s (- 3054m 51s) completed: 11%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6746  lr: 0.0000 
ep/it:177- 158 niter: 67950  409m 43s (- 3054m 22s) completed: 11%) loss_emb: 0.0027  loss: 1.2958  acc: 0.6659  lr: 0.0000 
ep/it:177- 208 niter: 68000  410m 0s (- 3053m 59s) completed: 11%) loss_emb: 0.0027  loss: 1.3166  acc: 0.6595  lr: 0.0000 
ep/it:177- 258 niter: 68050  410m 17s (- 3053m 30s) completed: 11%) loss_emb: 0.0027  loss: 1.2946  acc: 0.6635  lr: 0.0000 
ep/it:177- 308 niter: 68100  410m 34s (- 3053m 4s) completed: 11%) loss_emb: 0.0027  loss: 1.3229  acc: 0.6581  lr: 0.0000 
ep/it:177- 358 niter: 68150  410m 51s (- 3052m 36s) completed: 11%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6667  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.673
ep/it:178-  25 niter: 68200  411m 10s (- 3052m 24s) completed: 11%) loss_emb: 0.0027  loss: 1.3033  acc: 0.6631  lr: 0.0000 
ep/it:178-  75 niter: 68250  411m 27s (- 3051m 58s) completed: 11%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6734  lr: 0.0000 
ep/it:178- 125 niter: 68300  411m 43s (- 3051m 29s) completed: 11%) loss_emb: 0.0027  loss: 1.3082  acc: 0.6593  lr: 0.0000 
ep/it:178- 175 niter: 68350  412m 0s (- 3051m 0s) completed: 11%) loss_emb: 0.0027  loss: 1.2911  acc: 0.6650  lr: 0.0000 
ep/it:178- 225 niter: 68400  412m 16s (- 3050m 28s) completed: 11%) loss_emb: 0.0027  loss: 1.2983  acc: 0.6658  lr: 0.0000 
ep/it:178- 275 niter: 68450  412m 33s (- 3050m 2s) completed: 11%) loss_emb: 0.0027  loss: 1.2986  acc: 0.6640  lr: 0.0000 
ep/it:178- 325 niter: 68500  412m 50s (- 3049m 35s) completed: 11%) loss_emb: 0.0027  loss: 1.3062  acc: 0.6638  lr: 0.0000 
ep/it:178- 375 niter: 68550  413m 7s (- 3049m 11s) completed: 11%) loss_emb: 0.0027  loss: 1.3204  acc: 0.6589  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.670
ep/it:179-  42 niter: 68600  413m 28s (- 3049m 12s) completed: 11%) loss_emb: 0.0026  loss: 1.2704  acc: 0.6730  lr: 0.0000 
ep/it:179-  92 niter: 68650  413m 45s (- 3048m 47s) completed: 11%) loss_emb: 0.0027  loss: 1.3193  acc: 0.6572  lr: 0.0000 
ep/it:179- 142 niter: 68700  414m 5s (- 3048m 47s) completed: 11%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6682  lr: 0.0000 
ep/it:179- 192 niter: 68750  414m 26s (- 3048m 47s) completed: 11%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6702  lr: 0.0000 
ep/it:179- 242 niter: 68800  414m 45s (- 3048m 32s) completed: 11%) loss_emb: 0.0027  loss: 1.3035  acc: 0.6645  lr: 0.0000 
ep/it:179- 292 niter: 68850  415m 5s (- 3048m 31s) completed: 11%) loss_emb: 0.0026  loss: 1.2845  acc: 0.6670  lr: 0.0000 
ep/it:179- 342 niter: 68900  415m 26s (- 3048m 35s) completed: 11%) loss_emb: 0.0026  loss: 1.2812  acc: 0.6685  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.674
--> 	 Eva. Ep 180 :, FID. 4.1284, Diversity Real. 9.2374, Diversity. 7.9183, R_precision_real. [0.49335106 0.69880319 0.79654255], R_precision. [0.31648936 0.48803191 0.6037234 ], matching_score_real. 2.9120564460754395, matching_score_pred. 4.277531147003174
--> --> 	 matching_score Improved from 4.28999 to 4.27753 !!!
ep/it:180-   9 niter: 68950  415m 58s (- 3049m 57s) completed: 12%) loss_emb: 0.0027  loss: 1.2886  acc: 0.6673  lr: 0.0000 
ep/it:180-  59 niter: 69000  416m 18s (- 3049m 58s) completed: 12%) loss_emb: 0.0027  loss: 1.2980  acc: 0.6632  lr: 0.0000 
ep/it:180- 109 niter: 69050  416m 37s (- 3049m 45s) completed: 12%) loss_emb: 0.0027  loss: 1.3051  acc: 0.6610  lr: 0.0000 
ep/it:180- 159 niter: 69100  416m 55s (- 3049m 21s) completed: 12%) loss_emb: 0.0027  loss: 1.2846  acc: 0.6657  lr: 0.0000 
ep/it:180- 209 niter: 69150  417m 11s (- 3048m 49s) completed: 12%) loss_emb: 0.0027  loss: 1.3173  acc: 0.6578  lr: 0.0000 
ep/it:180- 259 niter: 69200  417m 29s (- 3048m 34s) completed: 12%) loss_emb: 0.0027  loss: 1.3099  acc: 0.6607  lr: 0.0000 
ep/it:180- 309 niter: 69250  417m 46s (- 3048m 6s) completed: 12%) loss_emb: 0.0027  loss: 1.3034  acc: 0.6657  lr: 0.0000 
ep/it:180- 359 niter: 69300  418m 3s (- 3047m 40s) completed: 12%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6701  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.671
ep/it:181-  26 niter: 69350  418m 23s (- 3047m 33s) completed: 12%) loss_emb: 0.0026  loss: 1.2820  acc: 0.6691  lr: 0.0000 
ep/it:181-  76 niter: 69400  418m 40s (- 3047m 8s) completed: 12%) loss_emb: 0.0027  loss: 1.3137  acc: 0.6606  lr: 0.0000 
ep/it:181- 126 niter: 69450  418m 57s (- 3046m 43s) completed: 12%) loss_emb: 0.0027  loss: 1.2911  acc: 0.6669  lr: 0.0000 
ep/it:181- 176 niter: 69500  419m 14s (- 3046m 20s) completed: 12%) loss_emb: 0.0027  loss: 1.3160  acc: 0.6603  lr: 0.0000 
ep/it:181- 226 niter: 69550  419m 32s (- 3045m 57s) completed: 12%) loss_emb: 0.0027  loss: 1.2922  acc: 0.6628  lr: 0.0000 
ep/it:181- 276 niter: 69600  419m 49s (- 3045m 31s) completed: 12%) loss_emb: 0.0027  loss: 1.2966  acc: 0.6647  lr: 0.0000 
ep/it:181- 326 niter: 69650  420m 6s (- 3045m 6s) completed: 12%) loss_emb: 0.0027  loss: 1.2987  acc: 0.6658  lr: 0.0000 
ep/it:181- 376 niter: 69700  420m 23s (- 3044m 42s) completed: 12%) loss_emb: 0.0027  loss: 1.3149  acc: 0.6603  lr: 0.0000 
Validation time:
Validation loss:1.340, accuracy:0.664
ep/it:182-  43 niter: 69750  420m 44s (- 3044m 40s) completed: 12%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6725  lr: 0.0000 
ep/it:182-  93 niter: 69800  421m 1s (- 3044m 15s) completed: 12%) loss_emb: 0.0027  loss: 1.3099  acc: 0.6606  lr: 0.0000 
ep/it:182- 143 niter: 69850  421m 18s (- 3043m 49s) completed: 12%) loss_emb: 0.0027  loss: 1.3188  acc: 0.6614  lr: 0.0000 
ep/it:182- 193 niter: 69900  421m 34s (- 3043m 21s) completed: 12%) loss_emb: 0.0027  loss: 1.2970  acc: 0.6639  lr: 0.0000 
ep/it:182- 243 niter: 69950  421m 53s (- 3043m 8s) completed: 12%) loss_emb: 0.0027  loss: 1.2901  acc: 0.6614  lr: 0.0000 
ep/it:182- 293 niter: 70000  422m 11s (- 3042m 44s) completed: 12%) loss_emb: 0.0027  loss: 1.3101  acc: 0.6606  lr: 0.0000 
ep/it:182- 343 niter: 70050  422m 27s (- 3042m 15s) completed: 12%) loss_emb: 0.0027  loss: 1.3012  acc: 0.6660  lr: 0.0000 
Validation time:
Validation loss:1.340, accuracy:0.664
ep/it:183-  10 niter: 70100  422m 46s (- 3042m 4s) completed: 12%) loss_emb: 0.0027  loss: 1.3035  acc: 0.6626  lr: 0.0000 
ep/it:183-  60 niter: 70150  423m 3s (- 3041m 36s) completed: 12%) loss_emb: 0.0027  loss: 1.2960  acc: 0.6646  lr: 0.0000 
ep/it:183- 110 niter: 70200  423m 20s (- 3041m 11s) completed: 12%) loss_emb: 0.0027  loss: 1.3106  acc: 0.6577  lr: 0.0000 
ep/it:183- 160 niter: 70250  423m 37s (- 3040m 46s) completed: 12%) loss_emb: 0.0027  loss: 1.2942  acc: 0.6641  lr: 0.0000 
ep/it:183- 210 niter: 70300  423m 55s (- 3040m 25s) completed: 12%) loss_emb: 0.0027  loss: 1.3152  acc: 0.6577  lr: 0.0000 
ep/it:183- 260 niter: 70350  424m 12s (- 3039m 59s) completed: 12%) loss_emb: 0.0027  loss: 1.3142  acc: 0.6601  lr: 0.0000 
ep/it:183- 310 niter: 70400  424m 29s (- 3039m 34s) completed: 12%) loss_emb: 0.0026  loss: 1.2859  acc: 0.6673  lr: 0.0000 
ep/it:183- 360 niter: 70450  424m 46s (- 3039m 11s) completed: 12%) loss_emb: 0.0027  loss: 1.3064  acc: 0.6633  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.663
ep/it:184-  27 niter: 70500  425m 6s (- 3039m 6s) completed: 12%) loss_emb: 0.0027  loss: 1.2898  acc: 0.6673  lr: 0.0000 
ep/it:184-  77 niter: 70550  425m 24s (- 3038m 43s) completed: 12%) loss_emb: 0.0027  loss: 1.2888  acc: 0.6659  lr: 0.0000 
ep/it:184- 127 niter: 70600  425m 41s (- 3038m 20s) completed: 12%) loss_emb: 0.0027  loss: 1.3249  acc: 0.6597  lr: 0.0000 
ep/it:184- 177 niter: 70650  425m 58s (- 3037m 55s) completed: 12%) loss_emb: 0.0027  loss: 1.3168  acc: 0.6599  lr: 0.0000 
ep/it:184- 227 niter: 70700  426m 15s (- 3037m 29s) completed: 12%) loss_emb: 0.0027  loss: 1.2922  acc: 0.6646  lr: 0.0000 
ep/it:184- 277 niter: 70750  426m 32s (- 3037m 5s) completed: 12%) loss_emb: 0.0027  loss: 1.2995  acc: 0.6636  lr: 0.0000 
ep/it:184- 327 niter: 70800  426m 50s (- 3036m 40s) completed: 12%) loss_emb: 0.0027  loss: 1.2927  acc: 0.6644  lr: 0.0000 
ep/it:184- 377 niter: 70850  427m 7s (- 3036m 18s) completed: 12%) loss_emb: 0.0027  loss: 1.3064  acc: 0.6624  lr: 0.0000 
Validation time:
Validation loss:1.254, accuracy:0.681
Improved accuracy from 0.68 to 0.680895763894786!!!
--> 	 Eva. Ep 185 :, FID. 4.2009, Diversity Real. 9.5735, Diversity. 7.5866, R_precision_real. [0.51861702 0.70412234 0.80053191], R_precision. [0.30718085 0.47606383 0.59109043], matching_score_real. 2.9102776050567627, matching_score_pred. 4.383862495422363
ep/it:185-  44 niter: 70900  427m 36s (- 3037m 15s) completed: 12%) loss_emb: 0.0027  loss: 1.2870  acc: 0.6674  lr: 0.0000 
ep/it:185-  94 niter: 70950  427m 52s (- 3036m 45s) completed: 12%) loss_emb: 0.0027  loss: 1.3043  acc: 0.6636  lr: 0.0000 
ep/it:185- 144 niter: 71000  428m 10s (- 3036m 24s) completed: 12%) loss_emb: 0.0027  loss: 1.2934  acc: 0.6649  lr: 0.0000 
ep/it:185- 194 niter: 71050  428m 27s (- 3035m 59s) completed: 12%) loss_emb: 0.0026  loss: 1.2753  acc: 0.6693  lr: 0.0000 
ep/it:185- 244 niter: 71100  428m 46s (- 3035m 45s) completed: 12%) loss_emb: 0.0027  loss: 1.3146  acc: 0.6610  lr: 0.0000 
ep/it:185- 294 niter: 71150  429m 3s (- 3035m 23s) completed: 12%) loss_emb: 0.0027  loss: 1.3146  acc: 0.6590  lr: 0.0000 
ep/it:185- 344 niter: 71200  429m 20s (- 3034m 57s) completed: 12%) loss_emb: 0.0027  loss: 1.2944  acc: 0.6647  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.668
ep/it:186-  11 niter: 71250  429m 40s (- 3034m 49s) completed: 12%) loss_emb: 0.0027  loss: 1.2890  acc: 0.6625  lr: 0.0000 
ep/it:186-  61 niter: 71300  429m 58s (- 3034m 35s) completed: 12%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6697  lr: 0.0000 
ep/it:186- 111 niter: 71350  430m 16s (- 3034m 11s) completed: 12%) loss_emb: 0.0027  loss: 1.3194  acc: 0.6593  lr: 0.0000 
ep/it:186- 161 niter: 71400  430m 33s (- 3033m 45s) completed: 12%) loss_emb: 0.0027  loss: 1.3068  acc: 0.6641  lr: 0.0000 
ep/it:186- 211 niter: 71450  430m 50s (- 3033m 21s) completed: 12%) loss_emb: 0.0027  loss: 1.2909  acc: 0.6648  lr: 0.0000 
ep/it:186- 261 niter: 71500  431m 7s (- 3032m 56s) completed: 12%) loss_emb: 0.0027  loss: 1.3220  acc: 0.6585  lr: 0.0000 
ep/it:186- 311 niter: 71550  431m 24s (- 3032m 31s) completed: 12%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6689  lr: 0.0000 
ep/it:186- 361 niter: 71600  431m 41s (- 3032m 7s) completed: 12%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6753  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.673
ep/it:187-  28 niter: 71650  432m 1s (- 3032m 0s) completed: 12%) loss_emb: 0.0027  loss: 1.3003  acc: 0.6656  lr: 0.0000 
ep/it:187-  78 niter: 71700  432m 20s (- 3031m 50s) completed: 12%) loss_emb: 0.0027  loss: 1.2990  acc: 0.6634  lr: 0.0000 
ep/it:187- 128 niter: 71750  432m 37s (- 3031m 26s) completed: 12%) loss_emb: 0.0027  loss: 1.3134  acc: 0.6610  lr: 0.0000 
ep/it:187- 178 niter: 71800  432m 54s (- 3031m 0s) completed: 12%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6760  lr: 0.0000 
ep/it:187- 228 niter: 71850  433m 11s (- 3030m 32s) completed: 12%) loss_emb: 0.0027  loss: 1.3199  acc: 0.6617  lr: 0.0000 
ep/it:187- 278 niter: 71900  433m 28s (- 3030m 8s) completed: 12%) loss_emb: 0.0027  loss: 1.3041  acc: 0.6639  lr: 0.0000 
ep/it:187- 328 niter: 71950  433m 47s (- 3029m 52s) completed: 12%) loss_emb: 0.0027  loss: 1.3143  acc: 0.6605  lr: 0.0000 
ep/it:187- 378 niter: 72000  434m 4s (- 3029m 27s) completed: 12%) loss_emb: 0.0027  loss: 1.2866  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.671
ep/it:188-  45 niter: 72050  434m 23s (- 3029m 20s) completed: 12%) loss_emb: 0.0027  loss: 1.2919  acc: 0.6629  lr: 0.0000 
ep/it:188-  95 niter: 72100  434m 41s (- 3028m 58s) completed: 12%) loss_emb: 0.0027  loss: 1.3321  acc: 0.6562  lr: 0.0000 
ep/it:188- 145 niter: 72150  434m 58s (- 3028m 35s) completed: 12%) loss_emb: 0.0027  loss: 1.3301  acc: 0.6571  lr: 0.0000 
ep/it:188- 195 niter: 72200  435m 16s (- 3028m 12s) completed: 12%) loss_emb: 0.0027  loss: 1.3008  acc: 0.6611  lr: 0.0000 
ep/it:188- 245 niter: 72250  435m 33s (- 3027m 48s) completed: 12%) loss_emb: 0.0027  loss: 1.2993  acc: 0.6652  lr: 0.0000 
ep/it:188- 295 niter: 72300  435m 50s (- 3027m 22s) completed: 12%) loss_emb: 0.0027  loss: 1.3149  acc: 0.6606  lr: 0.0000 
ep/it:188- 345 niter: 72350  436m 8s (- 3027m 1s) completed: 12%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6736  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.676
ep/it:189-  12 niter: 72400  436m 27s (- 3026m 53s) completed: 12%) loss_emb: 0.0027  loss: 1.2991  acc: 0.6630  lr: 0.0000 
ep/it:189-  62 niter: 72450  436m 44s (- 3026m 28s) completed: 12%) loss_emb: 0.0027  loss: 1.2945  acc: 0.6651  lr: 0.0000 
ep/it:189- 112 niter: 72500  437m 2s (- 3026m 8s) completed: 12%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6699  lr: 0.0000 
ep/it:189- 162 niter: 72550  437m 20s (- 3025m 50s) completed: 12%) loss_emb: 0.0027  loss: 1.3020  acc: 0.6654  lr: 0.0000 
ep/it:189- 212 niter: 72600  437m 37s (- 3025m 25s) completed: 12%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6704  lr: 0.0000 
ep/it:189- 262 niter: 72650  437m 55s (- 3025m 4s) completed: 12%) loss_emb: 0.0027  loss: 1.3089  acc: 0.6613  lr: 0.0000 
ep/it:189- 312 niter: 72700  438m 13s (- 3024m 47s) completed: 12%) loss_emb: 0.0027  loss: 1.3172  acc: 0.6596  lr: 0.0000 
ep/it:189- 362 niter: 72750  438m 31s (- 3024m 26s) completed: 12%) loss_emb: 0.0027  loss: 1.3149  acc: 0.6628  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.671
--> 	 Eva. Ep 190 :, FID. 4.4767, Diversity Real. 9.3947, Diversity. 7.4735, R_precision_real. [0.50132979 0.69547872 0.79521277], R_precision. [0.30718085 0.48404255 0.59707447], matching_score_real. 2.9235329627990723, matching_score_pred. 4.406680583953857
ep/it:190-  29 niter: 72800  439m 1s (- 3025m 33s) completed: 12%) loss_emb: 0.0027  loss: 1.2912  acc: 0.6642  lr: 0.0000 
ep/it:190-  79 niter: 72850  439m 19s (- 3025m 10s) completed: 12%) loss_emb: 0.0027  loss: 1.3064  acc: 0.6644  lr: 0.0000 
ep/it:190- 129 niter: 72900  439m 37s (- 3024m 53s) completed: 12%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6732  lr: 0.0000 
ep/it:190- 179 niter: 72950  439m 55s (- 3024m 35s) completed: 12%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6701  lr: 0.0000 
ep/it:190- 229 niter: 73000  440m 12s (- 3024m 12s) completed: 12%) loss_emb: 0.0027  loss: 1.3233  acc: 0.6568  lr: 0.0000 
ep/it:190- 279 niter: 73050  440m 29s (- 3023m 45s) completed: 12%) loss_emb: 0.0027  loss: 1.3035  acc: 0.6635  lr: 0.0000 
ep/it:190- 329 niter: 73100  440m 46s (- 3023m 18s) completed: 12%) loss_emb: 0.0027  loss: 1.2995  acc: 0.6627  lr: 0.0000 
ep/it:190- 379 niter: 73150  441m 3s (- 3022m 51s) completed: 12%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.666
ep/it:191-  46 niter: 73200  441m 23s (- 3022m 47s) completed: 12%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6696  lr: 0.0000 
ep/it:191-  96 niter: 73250  441m 41s (- 3022m 27s) completed: 12%) loss_emb: 0.0027  loss: 1.2815  acc: 0.6657  lr: 0.0000 
ep/it:191- 146 niter: 73300  441m 58s (- 3022m 5s) completed: 12%) loss_emb: 0.0027  loss: 1.2845  acc: 0.6668  lr: 0.0000 
ep/it:191- 196 niter: 73350  442m 16s (- 3021m 42s) completed: 12%) loss_emb: 0.0027  loss: 1.2969  acc: 0.6642  lr: 0.0000 
ep/it:191- 246 niter: 73400  442m 33s (- 3021m 17s) completed: 12%) loss_emb: 0.0027  loss: 1.3040  acc: 0.6597  lr: 0.0000 
ep/it:191- 296 niter: 73450  442m 49s (- 3020m 50s) completed: 12%) loss_emb: 0.0026  loss: 1.2864  acc: 0.6688  lr: 0.0000 
ep/it:191- 346 niter: 73500  443m 6s (- 3020m 23s) completed: 12%) loss_emb: 0.0027  loss: 1.3071  acc: 0.6608  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.668
ep/it:192-  13 niter: 73550  443m 25s (- 3020m 13s) completed: 12%) loss_emb: 0.0027  loss: 1.2809  acc: 0.6656  lr: 0.0000 
ep/it:192-  63 niter: 73600  443m 43s (- 3019m 48s) completed: 12%) loss_emb: 0.0026  loss: 1.2725  acc: 0.6696  lr: 0.0000 
ep/it:192- 113 niter: 73650  444m 0s (- 3019m 23s) completed: 12%) loss_emb: 0.0027  loss: 1.2896  acc: 0.6637  lr: 0.0000 
ep/it:192- 163 niter: 73700  444m 17s (- 3018m 57s) completed: 12%) loss_emb: 0.0027  loss: 1.3080  acc: 0.6629  lr: 0.0000 
ep/it:192- 213 niter: 73750  444m 36s (- 3018m 52s) completed: 12%) loss_emb: 0.0027  loss: 1.2956  acc: 0.6673  lr: 0.0000 
ep/it:192- 263 niter: 73800  444m 54s (- 3018m 27s) completed: 12%) loss_emb: 0.0026  loss: 1.2818  acc: 0.6679  lr: 0.0000 
ep/it:192- 313 niter: 73850  445m 10s (- 3018m 0s) completed: 12%) loss_emb: 0.0027  loss: 1.2882  acc: 0.6658  lr: 0.0000 
ep/it:192- 363 niter: 73900  445m 27s (- 3017m 31s) completed: 12%) loss_emb: 0.0027  loss: 1.3109  acc: 0.6609  lr: 0.0000 
Validation time:
Validation loss:1.306, accuracy:0.671
ep/it:193-  30 niter: 73950  445m 46s (- 3017m 21s) completed: 12%) loss_emb: 0.0027  loss: 1.2992  acc: 0.6641  lr: 0.0000 
ep/it:193-  80 niter: 74000  446m 3s (- 3016m 57s) completed: 12%) loss_emb: 0.0027  loss: 1.3090  acc: 0.6627  lr: 0.0000 
ep/it:193- 130 niter: 74050  446m 21s (- 3016m 37s) completed: 12%) loss_emb: 0.0027  loss: 1.3040  acc: 0.6616  lr: 0.0000 
ep/it:193- 180 niter: 74100  446m 38s (- 3016m 11s) completed: 12%) loss_emb: 0.0027  loss: 1.2883  acc: 0.6637  lr: 0.0000 
ep/it:193- 230 niter: 74150  446m 55s (- 3015m 46s) completed: 12%) loss_emb: 0.0026  loss: 1.2748  acc: 0.6687  lr: 0.0000 
ep/it:193- 280 niter: 74200  447m 12s (- 3015m 19s) completed: 12%) loss_emb: 0.0027  loss: 1.3074  acc: 0.6608  lr: 0.0000 
ep/it:193- 330 niter: 74250  447m 29s (- 3014m 55s) completed: 12%) loss_emb: 0.0027  loss: 1.3055  acc: 0.6625  lr: 0.0000 
ep/it:193- 380 niter: 74300  447m 47s (- 3014m 33s) completed: 12%) loss_emb: 0.0027  loss: 1.3091  acc: 0.6644  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.671
ep/it:194-  47 niter: 74350  448m 5s (- 3014m 21s) completed: 12%) loss_emb: 0.0027  loss: 1.3158  acc: 0.6591  lr: 0.0000 
ep/it:194-  97 niter: 74400  448m 23s (- 3014m 0s) completed: 12%) loss_emb: 0.0027  loss: 1.2898  acc: 0.6649  lr: 0.0000 
ep/it:194- 147 niter: 74450  448m 40s (- 3013m 31s) completed: 12%) loss_emb: 0.0027  loss: 1.3023  acc: 0.6619  lr: 0.0000 
ep/it:194- 197 niter: 74500  448m 57s (- 3013m 8s) completed: 12%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6704  lr: 0.0000 
ep/it:194- 247 niter: 74550  449m 14s (- 3012m 43s) completed: 12%) loss_emb: 0.0027  loss: 1.2980  acc: 0.6618  lr: 0.0000 
ep/it:194- 297 niter: 74600  449m 31s (- 3012m 19s) completed: 12%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6745  lr: 0.0000 
ep/it:194- 347 niter: 74650  449m 48s (- 3011m 51s) completed: 12%) loss_emb: 0.0026  loss: 1.2775  acc: 0.6679  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.671
--> 	 Eva. Ep 195 :, FID. 4.3542, Diversity Real. 9.1883, Diversity. 7.6923, R_precision_real. [0.52194149 0.70478723 0.79920213], R_precision. [0.31781915 0.48736702 0.60638298], matching_score_real. 2.948310136795044, matching_score_pred. 4.403414726257324
ep/it:195-  14 niter: 74700  450m 16s (- 3012m 40s) completed: 13%) loss_emb: 0.0026  loss: 1.2753  acc: 0.6690  lr: 0.0000 
ep/it:195-  64 niter: 74750  450m 33s (- 3012m 14s) completed: 13%) loss_emb: 0.0027  loss: 1.3074  acc: 0.6604  lr: 0.0000 
ep/it:195- 114 niter: 74800  450m 49s (- 3011m 45s) completed: 13%) loss_emb: 0.0026  loss: 1.2618  acc: 0.6720  lr: 0.0000 
ep/it:195- 164 niter: 74850  451m 6s (- 3011m 18s) completed: 13%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6675  lr: 0.0000 
ep/it:195- 214 niter: 74900  451m 23s (- 3010m 56s) completed: 13%) loss_emb: 0.0027  loss: 1.3228  acc: 0.6599  lr: 0.0000 
ep/it:195- 264 niter: 74950  451m 40s (- 3010m 30s) completed: 13%) loss_emb: 0.0027  loss: 1.2994  acc: 0.6635  lr: 0.0000 
ep/it:195- 314 niter: 75000  451m 57s (- 3010m 4s) completed: 13%) loss_emb: 0.0027  loss: 1.2962  acc: 0.6661  lr: 0.0000 
ep/it:195- 364 niter: 75050  452m 14s (- 3009m 38s) completed: 13%) loss_emb: 0.0026  loss: 1.2736  acc: 0.6724  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.674
ep/it:196-  31 niter: 75100  452m 33s (- 3009m 26s) completed: 13%) loss_emb: 0.0027  loss: 1.3019  acc: 0.6642  lr: 0.0000 
ep/it:196-  81 niter: 75150  452m 50s (- 3008m 59s) completed: 13%) loss_emb: 0.0026  loss: 1.2792  acc: 0.6687  lr: 0.0000 
ep/it:196- 131 niter: 75200  453m 7s (- 3008m 32s) completed: 13%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6606  lr: 0.0000 
ep/it:196- 181 niter: 75250  453m 24s (- 3008m 9s) completed: 13%) loss_emb: 0.0027  loss: 1.2863  acc: 0.6666  lr: 0.0000 
ep/it:196- 231 niter: 75300  453m 41s (- 3007m 44s) completed: 13%) loss_emb: 0.0027  loss: 1.3150  acc: 0.6623  lr: 0.0000 
ep/it:196- 281 niter: 75350  453m 58s (- 3007m 16s) completed: 13%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6722  lr: 0.0000 
ep/it:196- 331 niter: 75400  454m 15s (- 3006m 53s) completed: 13%) loss_emb: 0.0026  loss: 1.2809  acc: 0.6677  lr: 0.0000 
ep/it:196- 381 niter: 75450  454m 32s (- 3006m 30s) completed: 13%) loss_emb: 0.0027  loss: 1.3076  acc: 0.6640  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.680
ep/it:197-  48 niter: 75500  454m 52s (- 3006m 21s) completed: 13%) loss_emb: 0.0027  loss: 1.2851  acc: 0.6661  lr: 0.0000 
ep/it:197-  98 niter: 75550  455m 8s (- 3005m 52s) completed: 13%) loss_emb: 0.0027  loss: 1.2900  acc: 0.6660  lr: 0.0000 
ep/it:197- 148 niter: 75600  455m 25s (- 3005m 25s) completed: 13%) loss_emb: 0.0027  loss: 1.2932  acc: 0.6645  lr: 0.0000 
ep/it:197- 198 niter: 75650  455m 41s (- 3004m 56s) completed: 13%) loss_emb: 0.0027  loss: 1.3219  acc: 0.6565  lr: 0.0000 
ep/it:197- 248 niter: 75700  455m 58s (- 3004m 27s) completed: 13%) loss_emb: 0.0027  loss: 1.3125  acc: 0.6614  lr: 0.0000 
ep/it:197- 298 niter: 75750  456m 14s (- 3003m 59s) completed: 13%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6692  lr: 0.0000 
ep/it:197- 348 niter: 75800  456m 31s (- 3003m 35s) completed: 13%) loss_emb: 0.0027  loss: 1.2873  acc: 0.6662  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.675
ep/it:198-  15 niter: 75850  456m 50s (- 3003m 23s) completed: 13%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6670  lr: 0.0000 
ep/it:198-  65 niter: 75900  457m 7s (- 3002m 59s) completed: 13%) loss_emb: 0.0027  loss: 1.3034  acc: 0.6612  lr: 0.0000 
ep/it:198- 115 niter: 75950  457m 24s (- 3002m 31s) completed: 13%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6707  lr: 0.0000 
ep/it:198- 165 niter: 76000  457m 41s (- 3002m 3s) completed: 13%) loss_emb: 0.0027  loss: 1.2881  acc: 0.6656  lr: 0.0000 
ep/it:198- 215 niter: 76050  457m 58s (- 3001m 38s) completed: 13%) loss_emb: 0.0027  loss: 1.3027  acc: 0.6650  lr: 0.0000 
ep/it:198- 265 niter: 76100  458m 14s (- 3001m 11s) completed: 13%) loss_emb: 0.0027  loss: 1.3126  acc: 0.6591  lr: 0.0000 
ep/it:198- 315 niter: 76150  458m 31s (- 3000m 42s) completed: 13%) loss_emb: 0.0027  loss: 1.2921  acc: 0.6651  lr: 0.0000 
ep/it:198- 365 niter: 76200  458m 48s (- 3000m 17s) completed: 13%) loss_emb: 0.0027  loss: 1.2984  acc: 0.6635  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.676
ep/it:199-  32 niter: 76250  459m 7s (- 3000m 8s) completed: 13%) loss_emb: 0.0027  loss: 1.2997  acc: 0.6631  lr: 0.0000 
ep/it:199-  82 niter: 76300  459m 25s (- 2999m 45s) completed: 13%) loss_emb: 0.0027  loss: 1.2939  acc: 0.6653  lr: 0.0000 
ep/it:199- 132 niter: 76350  459m 41s (- 2999m 19s) completed: 13%) loss_emb: 0.0027  loss: 1.3366  acc: 0.6561  lr: 0.0000 
ep/it:199- 182 niter: 76400  459m 59s (- 2998m 55s) completed: 13%) loss_emb: 0.0026  loss: 1.2834  acc: 0.6677  lr: 0.0000 
ep/it:199- 232 niter: 76450  460m 16s (- 2998m 30s) completed: 13%) loss_emb: 0.0027  loss: 1.3076  acc: 0.6634  lr: 0.0000 
ep/it:199- 282 niter: 76500  460m 32s (- 2998m 2s) completed: 13%) loss_emb: 0.0027  loss: 1.2922  acc: 0.6651  lr: 0.0000 
ep/it:199- 332 niter: 76550  460m 49s (- 2997m 35s) completed: 13%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6755  lr: 0.0000 
ep/it:199- 382 niter: 76600  461m 6s (- 2997m 9s) completed: 13%) loss_emb: 0.0026  loss: 1.2739  acc: 0.6695  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.671
--> 	 Eva. Ep 200 :, FID. 4.6309, Diversity Real. 9.5988, Diversity. 7.4526, R_precision_real. [0.50465426 0.70412234 0.79986702], R_precision. [0.31715426 0.48138298 0.58244681], matching_score_real. 2.9308698177337646, matching_score_pred. 4.493501663208008
ep/it:200-  49 niter: 76650  461m 33s (- 2997m 54s) completed: 13%) loss_emb: 0.0027  loss: 1.2987  acc: 0.6636  lr: 0.0000 
ep/it:200-  99 niter: 76700  461m 50s (- 2997m 26s) completed: 13%) loss_emb: 0.0027  loss: 1.2866  acc: 0.6649  lr: 0.0000 
ep/it:200- 149 niter: 76750  462m 7s (- 2996m 59s) completed: 13%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6677  lr: 0.0000 
ep/it:200- 199 niter: 76800  462m 23s (- 2996m 30s) completed: 13%) loss_emb: 0.0027  loss: 1.2916  acc: 0.6651  lr: 0.0000 
ep/it:200- 249 niter: 76850  462m 40s (- 2996m 4s) completed: 13%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6738  lr: 0.0000 
ep/it:200- 299 niter: 76900  462m 57s (- 2995m 41s) completed: 13%) loss_emb: 0.0027  loss: 1.3046  acc: 0.6637  lr: 0.0000 
ep/it:200- 349 niter: 76950  463m 14s (- 2995m 17s) completed: 13%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6699  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.678
ep/it:201-  16 niter: 77000  463m 33s (- 2995m 6s) completed: 13%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6674  lr: 0.0000 
ep/it:201-  66 niter: 77050  463m 50s (- 2994m 37s) completed: 13%) loss_emb: 0.0027  loss: 1.3101  acc: 0.6606  lr: 0.0000 
ep/it:201- 116 niter: 77100  464m 7s (- 2994m 12s) completed: 13%) loss_emb: 0.0027  loss: 1.3105  acc: 0.6628  lr: 0.0000 
ep/it:201- 166 niter: 77150  464m 24s (- 2993m 47s) completed: 13%) loss_emb: 0.0027  loss: 1.3206  acc: 0.6570  lr: 0.0000 
ep/it:201- 216 niter: 77200  464m 41s (- 2993m 22s) completed: 13%) loss_emb: 0.0026  loss: 1.2790  acc: 0.6671  lr: 0.0000 
ep/it:201- 266 niter: 77250  464m 58s (- 2993m 0s) completed: 13%) loss_emb: 0.0026  loss: 1.2822  acc: 0.6673  lr: 0.0000 
ep/it:201- 316 niter: 77300  465m 16s (- 2992m 38s) completed: 13%) loss_emb: 0.0027  loss: 1.3034  acc: 0.6637  lr: 0.0000 
ep/it:201- 366 niter: 77350  465m 33s (- 2992m 13s) completed: 13%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6705  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.675
ep/it:202-  33 niter: 77400  465m 52s (- 2992m 3s) completed: 13%) loss_emb: 0.0027  loss: 1.2768  acc: 0.6674  lr: 0.0000 
ep/it:202-  83 niter: 77450  466m 9s (- 2991m 36s) completed: 13%) loss_emb: 0.0027  loss: 1.2840  acc: 0.6658  lr: 0.0000 
ep/it:202- 133 niter: 77500  466m 25s (- 2991m 8s) completed: 13%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6688  lr: 0.0000 
ep/it:202- 183 niter: 77550  466m 42s (- 2990m 41s) completed: 13%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6693  lr: 0.0000 
ep/it:202- 233 niter: 77600  466m 59s (- 2990m 17s) completed: 13%) loss_emb: 0.0027  loss: 1.3013  acc: 0.6657  lr: 0.0000 
ep/it:202- 283 niter: 77650  467m 16s (- 2989m 51s) completed: 13%) loss_emb: 0.0027  loss: 1.2998  acc: 0.6641  lr: 0.0000 
ep/it:202- 333 niter: 77700  467m 32s (- 2989m 24s) completed: 13%) loss_emb: 0.0027  loss: 1.2872  acc: 0.6670  lr: 0.0000 
Validation time:
Validation loss:1.321, accuracy:0.668
ep/it:203-   0 niter: 77750  467m 52s (- 2989m 14s) completed: 13%) loss_emb: 0.0027  loss: 1.2950  acc: 0.6616  lr: 0.0000 
ep/it:203-  50 niter: 77800  468m 8s (- 2988m 47s) completed: 13%) loss_emb: 0.0027  loss: 1.3001  acc: 0.6621  lr: 0.0000 
ep/it:203- 100 niter: 77850  468m 25s (- 2988m 21s) completed: 13%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6688  lr: 0.0000 
ep/it:203- 150 niter: 77900  468m 41s (- 2987m 52s) completed: 13%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6563  lr: 0.0000 
ep/it:203- 200 niter: 77950  468m 58s (- 2987m 27s) completed: 13%) loss_emb: 0.0027  loss: 1.3094  acc: 0.6610  lr: 0.0000 
ep/it:203- 250 niter: 78000  469m 15s (- 2987m 0s) completed: 13%) loss_emb: 0.0027  loss: 1.2937  acc: 0.6645  lr: 0.0000 
ep/it:203- 300 niter: 78050  469m 32s (- 2986m 33s) completed: 13%) loss_emb: 0.0027  loss: 1.2840  acc: 0.6653  lr: 0.0000 
ep/it:203- 350 niter: 78100  469m 48s (- 2986m 6s) completed: 13%) loss_emb: 0.0027  loss: 1.2898  acc: 0.6641  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.671
ep/it:204-  17 niter: 78150  470m 8s (- 2985m 58s) completed: 13%) loss_emb: 0.0027  loss: 1.2845  acc: 0.6667  lr: 0.0000 
ep/it:204-  67 niter: 78200  470m 24s (- 2985m 31s) completed: 13%) loss_emb: 0.0027  loss: 1.2959  acc: 0.6664  lr: 0.0000 
ep/it:204- 117 niter: 78250  470m 41s (- 2985m 3s) completed: 13%) loss_emb: 0.0026  loss: 1.2564  acc: 0.6707  lr: 0.0000 
ep/it:204- 167 niter: 78300  470m 57s (- 2984m 34s) completed: 13%) loss_emb: 0.0027  loss: 1.2822  acc: 0.6666  lr: 0.0000 
ep/it:204- 217 niter: 78350  471m 14s (- 2984m 5s) completed: 13%) loss_emb: 0.0027  loss: 1.3058  acc: 0.6628  lr: 0.0000 
ep/it:204- 267 niter: 78400  471m 30s (- 2983m 39s) completed: 13%) loss_emb: 0.0027  loss: 1.3152  acc: 0.6566  lr: 0.0000 
ep/it:204- 317 niter: 78450  471m 47s (- 2983m 10s) completed: 13%) loss_emb: 0.0027  loss: 1.2932  acc: 0.6653  lr: 0.0000 
ep/it:204- 367 niter: 78500  472m 4s (- 2982m 45s) completed: 13%) loss_emb: 0.0027  loss: 1.2888  acc: 0.6655  lr: 0.0000 
Validation time:
Validation loss:1.258, accuracy:0.682
Improved accuracy from 0.68 to 0.6820077481477157!!!
--> 	 Eva. Ep 205 :, FID. 4.4735, Diversity Real. 9.5656, Diversity. 7.7131, R_precision_real. [0.53656915 0.70678191 0.80053191], R_precision. [0.3018617  0.46941489 0.58577128], matching_score_real. 2.9065916538238525, matching_score_pred. 4.4689249992370605
ep/it:205-  34 niter: 78550  472m 32s (- 2983m 31s) completed: 13%) loss_emb: 0.0027  loss: 1.3013  acc: 0.6620  lr: 0.0000 
ep/it:205-  84 niter: 78600  472m 49s (- 2983m 7s) completed: 13%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6789  lr: 0.0000 
ep/it:205- 134 niter: 78650  473m 5s (- 2982m 38s) completed: 13%) loss_emb: 0.0027  loss: 1.2936  acc: 0.6674  lr: 0.0000 
ep/it:205- 184 niter: 78700  473m 22s (- 2982m 10s) completed: 13%) loss_emb: 0.0027  loss: 1.2785  acc: 0.6678  lr: 0.0000 
ep/it:205- 234 niter: 78750  473m 38s (- 2981m 44s) completed: 13%) loss_emb: 0.0026  loss: 1.2835  acc: 0.6682  lr: 0.0000 
ep/it:205- 284 niter: 78800  473m 55s (- 2981m 17s) completed: 13%) loss_emb: 0.0027  loss: 1.3087  acc: 0.6624  lr: 0.0000 
ep/it:205- 334 niter: 78850  474m 12s (- 2980m 49s) completed: 13%) loss_emb: 0.0027  loss: 1.2838  acc: 0.6650  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.674
ep/it:206-   1 niter: 78900  474m 31s (- 2980m 40s) completed: 13%) loss_emb: 0.0027  loss: 1.3040  acc: 0.6619  lr: 0.0000 
ep/it:206-  51 niter: 78950  474m 47s (- 2980m 12s) completed: 13%) loss_emb: 0.0027  loss: 1.2971  acc: 0.6628  lr: 0.0000 
ep/it:206- 101 niter: 79000  475m 4s (- 2979m 45s) completed: 13%) loss_emb: 0.0027  loss: 1.2974  acc: 0.6619  lr: 0.0000 
ep/it:206- 151 niter: 79050  475m 21s (- 2979m 17s) completed: 13%) loss_emb: 0.0027  loss: 1.3130  acc: 0.6598  lr: 0.0000 
ep/it:206- 201 niter: 79100  475m 37s (- 2978m 49s) completed: 13%) loss_emb: 0.0027  loss: 1.2946  acc: 0.6626  lr: 0.0000 
ep/it:206- 251 niter: 79150  475m 53s (- 2978m 21s) completed: 13%) loss_emb: 0.0026  loss: 1.2815  acc: 0.6708  lr: 0.0000 
ep/it:206- 301 niter: 79200  476m 10s (- 2977m 56s) completed: 13%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6713  lr: 0.0000 
ep/it:206- 351 niter: 79250  476m 27s (- 2977m 29s) completed: 13%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.670
ep/it:207-  18 niter: 79300  476m 46s (- 2977m 16s) completed: 13%) loss_emb: 0.0027  loss: 1.2824  acc: 0.6672  lr: 0.0000 
ep/it:207-  68 niter: 79350  477m 3s (- 2976m 50s) completed: 13%) loss_emb: 0.0027  loss: 1.3041  acc: 0.6638  lr: 0.0000 
ep/it:207- 118 niter: 79400  477m 19s (- 2976m 24s) completed: 13%) loss_emb: 0.0027  loss: 1.3036  acc: 0.6607  lr: 0.0000 
ep/it:207- 168 niter: 79450  477m 36s (- 2975m 57s) completed: 13%) loss_emb: 0.0027  loss: 1.2969  acc: 0.6659  lr: 0.0000 
ep/it:207- 218 niter: 79500  477m 53s (- 2975m 33s) completed: 13%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6681  lr: 0.0000 
ep/it:207- 268 niter: 79550  478m 10s (- 2975m 10s) completed: 13%) loss_emb: 0.0027  loss: 1.3087  acc: 0.6628  lr: 0.0000 
ep/it:207- 318 niter: 79600  478m 27s (- 2974m 42s) completed: 13%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6711  lr: 0.0000 
ep/it:207- 368 niter: 79650  478m 44s (- 2974m 17s) completed: 13%) loss_emb: 0.0027  loss: 1.2936  acc: 0.6652  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.671
ep/it:208-  35 niter: 79700  479m 3s (- 2974m 5s) completed: 13%) loss_emb: 0.0026  loss: 1.2768  acc: 0.6687  lr: 0.0000 
ep/it:208-  85 niter: 79750  479m 20s (- 2973m 41s) completed: 13%) loss_emb: 0.0027  loss: 1.3171  acc: 0.6607  lr: 0.0000 
ep/it:208- 135 niter: 79800  479m 37s (- 2973m 17s) completed: 13%) loss_emb: 0.0027  loss: 1.3152  acc: 0.6608  lr: 0.0000 
ep/it:208- 185 niter: 79850  479m 53s (- 2972m 49s) completed: 13%) loss_emb: 0.0027  loss: 1.3011  acc: 0.6651  lr: 0.0000 
ep/it:208- 235 niter: 79900  480m 10s (- 2972m 21s) completed: 13%) loss_emb: 0.0027  loss: 1.2925  acc: 0.6634  lr: 0.0000 
ep/it:208- 285 niter: 79950  480m 26s (- 2971m 52s) completed: 13%) loss_emb: 0.0027  loss: 1.3087  acc: 0.6630  lr: 0.0000 
ep/it:208- 335 niter: 80000  480m 43s (- 2971m 25s) completed: 13%) loss_emb: 0.0027  loss: 1.2779  acc: 0.6668  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.679
ep/it:209-   2 niter: 80050  481m 1s (- 2971m 13s) completed: 13%) loss_emb: 0.0027  loss: 1.2995  acc: 0.6627  lr: 0.0000 
ep/it:209-  52 niter: 80100  481m 18s (- 2970m 47s) completed: 13%) loss_emb: 0.0027  loss: 1.3051  acc: 0.6628  lr: 0.0000 
ep/it:209- 102 niter: 80150  481m 35s (- 2970m 22s) completed: 13%) loss_emb: 0.0027  loss: 1.2985  acc: 0.6638  lr: 0.0000 
ep/it:209- 152 niter: 80200  481m 52s (- 2969m 55s) completed: 13%) loss_emb: 0.0027  loss: 1.3081  acc: 0.6612  lr: 0.0000 
ep/it:209- 202 niter: 80250  482m 9s (- 2969m 30s) completed: 13%) loss_emb: 0.0027  loss: 1.3042  acc: 0.6612  lr: 0.0000 
ep/it:209- 252 niter: 80300  482m 25s (- 2969m 3s) completed: 13%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6699  lr: 0.0000 
ep/it:209- 302 niter: 80350  482m 42s (- 2968m 36s) completed: 13%) loss_emb: 0.0027  loss: 1.2975  acc: 0.6672  lr: 0.0000 
ep/it:209- 352 niter: 80400  482m 58s (- 2968m 10s) completed: 13%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6715  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.676
--> 	 Eva. Ep 210 :, FID. 4.4698, Diversity Real. 9.3553, Diversity. 7.8179, R_precision_real. [0.50066489 0.70212766 0.78989362], R_precision. [0.3224734  0.50066489 0.60505319], matching_score_real. 2.911245584487915, matching_score_pred. 4.390768527984619
ep/it:210-  19 niter: 80450  483m 28s (- 2969m 5s) completed: 14%) loss_emb: 0.0027  loss: 1.2905  acc: 0.6650  lr: 0.0000 
ep/it:210-  69 niter: 80500  483m 45s (- 2968m 40s) completed: 14%) loss_emb: 0.0027  loss: 1.3015  acc: 0.6627  lr: 0.0000 
ep/it:210- 119 niter: 80550  484m 2s (- 2968m 13s) completed: 14%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6681  lr: 0.0000 
ep/it:210- 169 niter: 80600  484m 18s (- 2967m 47s) completed: 14%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6680  lr: 0.0000 
ep/it:210- 219 niter: 80650  484m 35s (- 2967m 23s) completed: 14%) loss_emb: 0.0027  loss: 1.2802  acc: 0.6663  lr: 0.0000 
ep/it:210- 269 niter: 80700  484m 52s (- 2966m 58s) completed: 14%) loss_emb: 0.0027  loss: 1.2881  acc: 0.6655  lr: 0.0000 
ep/it:210- 319 niter: 80750  485m 9s (- 2966m 32s) completed: 14%) loss_emb: 0.0027  loss: 1.2883  acc: 0.6641  lr: 0.0000 
ep/it:210- 369 niter: 80800  485m 26s (- 2966m 6s) completed: 14%) loss_emb: 0.0027  loss: 1.3211  acc: 0.6565  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.673
ep/it:211-  36 niter: 80850  485m 46s (- 2965m 58s) completed: 14%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6733  lr: 0.0000 
ep/it:211-  86 niter: 80900  486m 2s (- 2965m 33s) completed: 14%) loss_emb: 0.0027  loss: 1.3011  acc: 0.6625  lr: 0.0000 
ep/it:211- 136 niter: 80950  486m 19s (- 2965m 6s) completed: 14%) loss_emb: 0.0027  loss: 1.2829  acc: 0.6676  lr: 0.0000 
ep/it:211- 186 niter: 81000  486m 36s (- 2964m 40s) completed: 14%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6704  lr: 0.0000 
ep/it:211- 236 niter: 81050  486m 52s (- 2964m 14s) completed: 14%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6680  lr: 0.0000 
ep/it:211- 286 niter: 81100  487m 9s (- 2963m 48s) completed: 14%) loss_emb: 0.0027  loss: 1.3325  acc: 0.6538  lr: 0.0000 
ep/it:211- 336 niter: 81150  487m 27s (- 2963m 26s) completed: 14%) loss_emb: 0.0027  loss: 1.2969  acc: 0.6653  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.672
ep/it:212-   3 niter: 81200  487m 46s (- 2963m 15s) completed: 14%) loss_emb: 0.0027  loss: 1.2805  acc: 0.6665  lr: 0.0000 
ep/it:212-  53 niter: 81250  488m 2s (- 2962m 47s) completed: 14%) loss_emb: 0.0027  loss: 1.2846  acc: 0.6663  lr: 0.0000 
ep/it:212- 103 niter: 81300  488m 19s (- 2962m 22s) completed: 14%) loss_emb: 0.0027  loss: 1.2961  acc: 0.6660  lr: 0.0000 
ep/it:212- 153 niter: 81350  488m 35s (- 2961m 54s) completed: 14%) loss_emb: 0.0026  loss: 1.2803  acc: 0.6689  lr: 0.0000 
ep/it:212- 203 niter: 81400  488m 52s (- 2961m 28s) completed: 14%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6702  lr: 0.0000 
ep/it:212- 253 niter: 81450  489m 9s (- 2961m 3s) completed: 14%) loss_emb: 0.0027  loss: 1.2909  acc: 0.6640  lr: 0.0000 
ep/it:212- 303 niter: 81500  489m 26s (- 2960m 39s) completed: 14%) loss_emb: 0.0027  loss: 1.3133  acc: 0.6613  lr: 0.0000 
ep/it:212- 353 niter: 81550  489m 43s (- 2960m 19s) completed: 14%) loss_emb: 0.0027  loss: 1.2901  acc: 0.6616  lr: 0.0000 
Validation time:
Validation loss:1.341, accuracy:0.663
ep/it:213-  20 niter: 81600  490m 2s (- 2960m 7s) completed: 14%) loss_emb: 0.0027  loss: 1.2958  acc: 0.6643  lr: 0.0000 
ep/it:213-  70 niter: 81650  490m 19s (- 2959m 40s) completed: 14%) loss_emb: 0.0027  loss: 1.2917  acc: 0.6664  lr: 0.0000 
ep/it:213- 120 niter: 81700  490m 36s (- 2959m 14s) completed: 14%) loss_emb: 0.0027  loss: 1.2775  acc: 0.6661  lr: 0.0000 
ep/it:213- 170 niter: 81750  490m 52s (- 2958m 47s) completed: 14%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6707  lr: 0.0000 
ep/it:213- 220 niter: 81800  491m 9s (- 2958m 20s) completed: 14%) loss_emb: 0.0027  loss: 1.3014  acc: 0.6635  lr: 0.0000 
ep/it:213- 270 niter: 81850  491m 26s (- 2957m 55s) completed: 14%) loss_emb: 0.0027  loss: 1.3145  acc: 0.6580  lr: 0.0000 
ep/it:213- 320 niter: 81900  491m 42s (- 2957m 28s) completed: 14%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6711  lr: 0.0000 
ep/it:213- 370 niter: 81950  491m 59s (- 2957m 1s) completed: 14%) loss_emb: 0.0027  loss: 1.2874  acc: 0.6650  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.674
ep/it:214-  37 niter: 82000  492m 18s (- 2956m 49s) completed: 14%) loss_emb: 0.0026  loss: 1.2758  acc: 0.6677  lr: 0.0000 
ep/it:214-  87 niter: 82050  492m 35s (- 2956m 26s) completed: 14%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6695  lr: 0.0000 
ep/it:214- 137 niter: 82100  492m 51s (- 2955m 59s) completed: 14%) loss_emb: 0.0027  loss: 1.2941  acc: 0.6646  lr: 0.0000 
ep/it:214- 187 niter: 82150  493m 8s (- 2955m 31s) completed: 14%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6721  lr: 0.0000 
ep/it:214- 237 niter: 82200  493m 25s (- 2955m 7s) completed: 14%) loss_emb: 0.0026  loss: 1.2770  acc: 0.6697  lr: 0.0000 
ep/it:214- 287 niter: 82250  493m 41s (- 2954m 39s) completed: 14%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6710  lr: 0.0000 
ep/it:214- 337 niter: 82300  493m 58s (- 2954m 12s) completed: 14%) loss_emb: 0.0027  loss: 1.3068  acc: 0.6636  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.677
--> 	 Eva. Ep 215 :, FID. 4.1959, Diversity Real. 9.2772, Diversity. 7.9129, R_precision_real. [0.50864362 0.71675532 0.79986702], R_precision. [0.32446809 0.49867021 0.6037234 ], matching_score_real. 2.893613815307617, matching_score_pred. 4.396234035491943
ep/it:215-   4 niter: 82350  494m 27s (- 2955m 0s) completed: 14%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6719  lr: 0.0000 
ep/it:215-  54 niter: 82400  494m 43s (- 2954m 33s) completed: 14%) loss_emb: 0.0027  loss: 1.2819  acc: 0.6666  lr: 0.0000 
ep/it:215- 104 niter: 82450  495m 0s (- 2954m 7s) completed: 14%) loss_emb: 0.0027  loss: 1.2886  acc: 0.6651  lr: 0.0000 
ep/it:215- 154 niter: 82500  495m 17s (- 2953m 42s) completed: 14%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6720  lr: 0.0000 
ep/it:215- 204 niter: 82550  495m 33s (- 2953m 16s) completed: 14%) loss_emb: 0.0027  loss: 1.2977  acc: 0.6636  lr: 0.0000 
ep/it:215- 254 niter: 82600  495m 50s (- 2952m 50s) completed: 14%) loss_emb: 0.0026  loss: 1.2773  acc: 0.6700  lr: 0.0000 
ep/it:215- 304 niter: 82650  496m 8s (- 2952m 29s) completed: 14%) loss_emb: 0.0027  loss: 1.2947  acc: 0.6655  lr: 0.0000 
ep/it:215- 354 niter: 82700  496m 24s (- 2952m 4s) completed: 14%) loss_emb: 0.0026  loss: 1.2892  acc: 0.6666  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.669
ep/it:216-  21 niter: 82750  496m 44s (- 2951m 53s) completed: 14%) loss_emb: 0.0027  loss: 1.3037  acc: 0.6621  lr: 0.0000 
ep/it:216-  71 niter: 82800  497m 0s (- 2951m 24s) completed: 14%) loss_emb: 0.0027  loss: 1.2928  acc: 0.6654  lr: 0.0000 
ep/it:216- 121 niter: 82850  497m 16s (- 2950m 57s) completed: 14%) loss_emb: 0.0027  loss: 1.2982  acc: 0.6632  lr: 0.0000 
ep/it:216- 171 niter: 82900  497m 33s (- 2950m 32s) completed: 14%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6730  lr: 0.0000 
ep/it:216- 221 niter: 82950  497m 50s (- 2950m 5s) completed: 14%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6686  lr: 0.0000 
ep/it:216- 271 niter: 83000  498m 6s (- 2949m 40s) completed: 14%) loss_emb: 0.0027  loss: 1.2907  acc: 0.6660  lr: 0.0000 
ep/it:216- 321 niter: 83050  498m 23s (- 2949m 16s) completed: 14%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6688  lr: 0.0000 
ep/it:216- 371 niter: 83100  498m 40s (- 2948m 50s) completed: 14%) loss_emb: 0.0026  loss: 1.2753  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.674
ep/it:217-  38 niter: 83150  498m 59s (- 2948m 38s) completed: 14%) loss_emb: 0.0027  loss: 1.2979  acc: 0.6649  lr: 0.0000 
ep/it:217-  88 niter: 83200  499m 16s (- 2948m 11s) completed: 14%) loss_emb: 0.0027  loss: 1.2984  acc: 0.6645  lr: 0.0000 
ep/it:217- 138 niter: 83250  499m 32s (- 2947m 44s) completed: 14%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6686  lr: 0.0000 
ep/it:217- 188 niter: 83300  499m 49s (- 2947m 20s) completed: 14%) loss_emb: 0.0027  loss: 1.2845  acc: 0.6663  lr: 0.0000 
ep/it:217- 238 niter: 83350  500m 6s (- 2946m 55s) completed: 14%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6702  lr: 0.0000 
ep/it:217- 288 niter: 83400  500m 23s (- 2946m 30s) completed: 14%) loss_emb: 0.0027  loss: 1.2938  acc: 0.6635  lr: 0.0000 
ep/it:217- 338 niter: 83450  500m 39s (- 2946m 4s) completed: 14%) loss_emb: 0.0027  loss: 1.3045  acc: 0.6623  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.672
ep/it:218-   5 niter: 83500  500m 59s (- 2945m 54s) completed: 14%) loss_emb: 0.0027  loss: 1.2948  acc: 0.6631  lr: 0.0000 
ep/it:218-  55 niter: 83550  501m 15s (- 2945m 29s) completed: 14%) loss_emb: 0.0027  loss: 1.3007  acc: 0.6610  lr: 0.0000 
ep/it:218- 105 niter: 83600  501m 32s (- 2945m 4s) completed: 14%) loss_emb: 0.0027  loss: 1.2924  acc: 0.6662  lr: 0.0000 
ep/it:218- 155 niter: 83650  501m 49s (- 2944m 38s) completed: 14%) loss_emb: 0.0027  loss: 1.2968  acc: 0.6624  lr: 0.0000 
ep/it:218- 205 niter: 83700  502m 5s (- 2944m 11s) completed: 14%) loss_emb: 0.0027  loss: 1.3077  acc: 0.6603  lr: 0.0000 
ep/it:218- 255 niter: 83750  502m 22s (- 2943m 45s) completed: 14%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6719  lr: 0.0000 
ep/it:218- 305 niter: 83800  502m 39s (- 2943m 20s) completed: 14%) loss_emb: 0.0027  loss: 1.2882  acc: 0.6639  lr: 0.0000 
ep/it:218- 355 niter: 83850  502m 56s (- 2942m 55s) completed: 14%) loss_emb: 0.0027  loss: 1.3003  acc: 0.6622  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.666
ep/it:219-  22 niter: 83900  503m 15s (- 2942m 44s) completed: 14%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6693  lr: 0.0000 
ep/it:219-  72 niter: 83950  503m 31s (- 2942m 17s) completed: 14%) loss_emb: 0.0027  loss: 1.2810  acc: 0.6658  lr: 0.0000 
ep/it:219- 122 niter: 84000  503m 48s (- 2941m 52s) completed: 14%) loss_emb: 0.0026  loss: 1.2770  acc: 0.6700  lr: 0.0000 
ep/it:219- 172 niter: 84050  504m 5s (- 2941m 27s) completed: 14%) loss_emb: 0.0026  loss: 1.2861  acc: 0.6674  lr: 0.0000 
ep/it:219- 222 niter: 84100  504m 21s (- 2941m 1s) completed: 14%) loss_emb: 0.0027  loss: 1.2908  acc: 0.6660  lr: 0.0000 
ep/it:219- 272 niter: 84150  504m 38s (- 2940m 33s) completed: 14%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6675  lr: 0.0000 
ep/it:219- 322 niter: 84200  504m 55s (- 2940m 11s) completed: 14%) loss_emb: 0.0027  loss: 1.2940  acc: 0.6665  lr: 0.0000 
ep/it:219- 372 niter: 84250  505m 11s (- 2939m 45s) completed: 14%) loss_emb: 0.0027  loss: 1.3161  acc: 0.6568  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.674
--> 	 Eva. Ep 220 :, FID. 3.9757, Diversity Real. 9.5322, Diversity. 7.6824, R_precision_real. [0.53125    0.70146277 0.8018617 ], R_precision. [0.31582447 0.50265957 0.61901596], matching_score_real. 2.8894593715667725, matching_score_pred. 4.315422534942627
--> --> 	 Top3 Improved from 0.6157 to 0.6190 !!!
ep/it:220-  39 niter: 84300  505m 40s (- 2940m 25s) completed: 14%) loss_emb: 0.0027  loss: 1.2927  acc: 0.6624  lr: 0.0000 
ep/it:220-  89 niter: 84350  505m 56s (- 2939m 59s) completed: 14%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6710  lr: 0.0000 
ep/it:220- 139 niter: 84400  506m 13s (- 2939m 35s) completed: 14%) loss_emb: 0.0027  loss: 1.2827  acc: 0.6669  lr: 0.0000 
ep/it:220- 189 niter: 84450  506m 30s (- 2939m 11s) completed: 14%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6707  lr: 0.0000 
ep/it:220- 239 niter: 84500  506m 46s (- 2938m 44s) completed: 14%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6704  lr: 0.0000 
ep/it:220- 289 niter: 84550  507m 3s (- 2938m 18s) completed: 14%) loss_emb: 0.0027  loss: 1.3008  acc: 0.6625  lr: 0.0000 
ep/it:220- 339 niter: 84600  507m 20s (- 2937m 53s) completed: 14%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6720  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.674
ep/it:221-   6 niter: 84650  507m 39s (- 2937m 41s) completed: 14%) loss_emb: 0.0026  loss: 1.2848  acc: 0.6687  lr: 0.0000 
ep/it:221-  56 niter: 84700  507m 56s (- 2937m 17s) completed: 14%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6696  lr: 0.0000 
ep/it:221- 106 niter: 84750  508m 12s (- 2936m 50s) completed: 14%) loss_emb: 0.0027  loss: 1.2867  acc: 0.6666  lr: 0.0000 
ep/it:221- 156 niter: 84800  508m 30s (- 2936m 28s) completed: 14%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6752  lr: 0.0000 
ep/it:221- 206 niter: 84850  508m 47s (- 2936m 8s) completed: 14%) loss_emb: 0.0027  loss: 1.3011  acc: 0.6611  lr: 0.0000 
ep/it:221- 256 niter: 84900  509m 4s (- 2935m 45s) completed: 14%) loss_emb: 0.0027  loss: 1.2938  acc: 0.6659  lr: 0.0000 
ep/it:221- 306 niter: 84950  509m 21s (- 2935m 21s) completed: 14%) loss_emb: 0.0027  loss: 1.2899  acc: 0.6644  lr: 0.0000 
ep/it:221- 356 niter: 85000  509m 38s (- 2934m 55s) completed: 14%) loss_emb: 0.0027  loss: 1.2891  acc: 0.6659  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.679
ep/it:222-  23 niter: 85050  509m 57s (- 2934m 42s) completed: 14%) loss_emb: 0.0027  loss: 1.2849  acc: 0.6674  lr: 0.0000 
ep/it:222-  73 niter: 85100  510m 14s (- 2934m 17s) completed: 14%) loss_emb: 0.0027  loss: 1.2948  acc: 0.6642  lr: 0.0000 
ep/it:222- 123 niter: 85150  510m 31s (- 2933m 55s) completed: 14%) loss_emb: 0.0026  loss: 1.2785  acc: 0.6681  lr: 0.0000 
ep/it:222- 173 niter: 85200  510m 47s (- 2933m 27s) completed: 14%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6702  lr: 0.0000 
ep/it:222- 223 niter: 85250  511m 4s (- 2933m 1s) completed: 14%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6673  lr: 0.0000 
ep/it:222- 273 niter: 85300  511m 20s (- 2932m 36s) completed: 14%) loss_emb: 0.0026  loss: 1.2748  acc: 0.6691  lr: 0.0000 
ep/it:222- 323 niter: 85350  511m 37s (- 2932m 12s) completed: 14%) loss_emb: 0.0027  loss: 1.2906  acc: 0.6634  lr: 0.0000 
ep/it:222- 373 niter: 85400  511m 55s (- 2931m 52s) completed: 14%) loss_emb: 0.0026  loss: 1.2759  acc: 0.6705  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.673
ep/it:223-  40 niter: 85450  512m 14s (- 2931m 40s) completed: 14%) loss_emb: 0.0027  loss: 1.3006  acc: 0.6637  lr: 0.0000 
ep/it:223-  90 niter: 85500  512m 30s (- 2931m 13s) completed: 14%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6682  lr: 0.0000 
ep/it:223- 140 niter: 85550  512m 47s (- 2930m 48s) completed: 14%) loss_emb: 0.0027  loss: 1.2910  acc: 0.6628  lr: 0.0000 
ep/it:223- 190 niter: 85600  513m 4s (- 2930m 22s) completed: 14%) loss_emb: 0.0027  loss: 1.3135  acc: 0.6597  lr: 0.0000 
ep/it:223- 240 niter: 85650  513m 20s (- 2929m 55s) completed: 14%) loss_emb: 0.0027  loss: 1.2901  acc: 0.6634  lr: 0.0000 
ep/it:223- 290 niter: 85700  513m 37s (- 2929m 32s) completed: 14%) loss_emb: 0.0027  loss: 1.3026  acc: 0.6615  lr: 0.0000 
ep/it:223- 340 niter: 85750  513m 54s (- 2929m 7s) completed: 14%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6714  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.673
ep/it:224-   7 niter: 85800  514m 13s (- 2928m 55s) completed: 14%) loss_emb: 0.0027  loss: 1.2913  acc: 0.6640  lr: 0.0000 
ep/it:224-  57 niter: 85850  514m 29s (- 2928m 28s) completed: 14%) loss_emb: 0.0027  loss: 1.2900  acc: 0.6661  lr: 0.0000 
ep/it:224- 107 niter: 85900  514m 46s (- 2928m 5s) completed: 14%) loss_emb: 0.0027  loss: 1.2812  acc: 0.6670  lr: 0.0000 
ep/it:224- 157 niter: 85950  515m 3s (- 2927m 38s) completed: 14%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6670  lr: 0.0000 
ep/it:224- 207 niter: 86000  515m 19s (- 2927m 12s) completed: 14%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6672  lr: 0.0000 
ep/it:224- 257 niter: 86050  515m 36s (- 2926m 46s) completed: 14%) loss_emb: 0.0027  loss: 1.2966  acc: 0.6646  lr: 0.0000 
ep/it:224- 307 niter: 86100  515m 53s (- 2926m 25s) completed: 14%) loss_emb: 0.0027  loss: 1.2932  acc: 0.6634  lr: 0.0000 
ep/it:224- 357 niter: 86150  516m 11s (- 2926m 3s) completed: 14%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6706  lr: 0.0000 
Validation time:
Validation loss:1.336, accuracy:0.666
--> 	 Eva. Ep 225 :, FID. 4.4935, Diversity Real. 9.3527, Diversity. 7.5285, R_precision_real. [0.53125    0.71210106 0.8018617 ], R_precision. [0.32047872 0.48337766 0.59507979], matching_score_real. 2.8842692375183105, matching_score_pred. 4.366466045379639
ep/it:225-  24 niter: 86200  516m 40s (- 2926m 51s) completed: 15%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6700  lr: 0.0000 
ep/it:225-  74 niter: 86250  516m 57s (- 2926m 25s) completed: 15%) loss_emb: 0.0027  loss: 1.2850  acc: 0.6653  lr: 0.0000 
ep/it:225- 124 niter: 86300  517m 14s (- 2926m 0s) completed: 15%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6753  lr: 0.0000 
ep/it:225- 174 niter: 86350  517m 30s (- 2925m 35s) completed: 15%) loss_emb: 0.0027  loss: 1.3069  acc: 0.6618  lr: 0.0000 
ep/it:225- 224 niter: 86400  517m 47s (- 2925m 9s) completed: 15%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6738  lr: 0.0000 
ep/it:225- 274 niter: 86450  518m 4s (- 2924m 44s) completed: 15%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6728  lr: 0.0000 
ep/it:225- 324 niter: 86500  518m 20s (- 2924m 18s) completed: 15%) loss_emb: 0.0027  loss: 1.3063  acc: 0.6616  lr: 0.0000 
ep/it:225- 374 niter: 86550  518m 37s (- 2923m 52s) completed: 15%) loss_emb: 0.0026  loss: 1.2840  acc: 0.6666  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.681
ep/it:226-  41 niter: 86600  518m 56s (- 2923m 40s) completed: 15%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6686  lr: 0.0000 
ep/it:226-  91 niter: 86650  519m 13s (- 2923m 16s) completed: 15%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6703  lr: 0.0000 
ep/it:226- 141 niter: 86700  519m 30s (- 2922m 52s) completed: 15%) loss_emb: 0.0027  loss: 1.2897  acc: 0.6667  lr: 0.0000 
ep/it:226- 191 niter: 86750  519m 46s (- 2922m 26s) completed: 15%) loss_emb: 0.0026  loss: 1.2838  acc: 0.6684  lr: 0.0000 
ep/it:226- 241 niter: 86800  520m 3s (- 2921m 59s) completed: 15%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6706  lr: 0.0000 
ep/it:226- 291 niter: 86850  520m 19s (- 2921m 34s) completed: 15%) loss_emb: 0.0027  loss: 1.2989  acc: 0.6632  lr: 0.0000 
ep/it:226- 341 niter: 86900  520m 36s (- 2921m 9s) completed: 15%) loss_emb: 0.0027  loss: 1.2891  acc: 0.6648  lr: 0.0000 
Validation time:
Validation loss:1.279, accuracy:0.679
ep/it:227-   8 niter: 86950  520m 55s (- 2920m 56s) completed: 15%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6714  lr: 0.0000 
ep/it:227-  58 niter: 87000  521m 12s (- 2920m 31s) completed: 15%) loss_emb: 0.0027  loss: 1.2777  acc: 0.6675  lr: 0.0000 
ep/it:227- 108 niter: 87050  521m 29s (- 2920m 10s) completed: 15%) loss_emb: 0.0027  loss: 1.2809  acc: 0.6639  lr: 0.0000 
ep/it:227- 158 niter: 87100  521m 46s (- 2919m 48s) completed: 15%) loss_emb: 0.0027  loss: 1.2986  acc: 0.6632  lr: 0.0000 
ep/it:227- 208 niter: 87150  522m 4s (- 2919m 28s) completed: 15%) loss_emb: 0.0027  loss: 1.2960  acc: 0.6659  lr: 0.0000 
ep/it:227- 258 niter: 87200  522m 21s (- 2919m 3s) completed: 15%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6687  lr: 0.0000 
ep/it:227- 308 niter: 87250  522m 38s (- 2918m 40s) completed: 15%) loss_emb: 0.0027  loss: 1.2857  acc: 0.6670  lr: 0.0000 
ep/it:227- 358 niter: 87300  522m 55s (- 2918m 17s) completed: 15%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6695  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.671
ep/it:228-  25 niter: 87350  523m 15s (- 2918m 10s) completed: 15%) loss_emb: 0.0027  loss: 1.2811  acc: 0.6656  lr: 0.0000 
ep/it:228-  75 niter: 87400  523m 32s (- 2917m 49s) completed: 15%) loss_emb: 0.0027  loss: 1.2870  acc: 0.6650  lr: 0.0000 
ep/it:228- 125 niter: 87450  523m 49s (- 2917m 25s) completed: 15%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6709  lr: 0.0000 
ep/it:228- 175 niter: 87500  524m 6s (- 2917m 0s) completed: 15%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6715  lr: 0.0000 
ep/it:228- 225 niter: 87550  524m 22s (- 2916m 34s) completed: 15%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6677  lr: 0.0000 
ep/it:228- 275 niter: 87600  524m 39s (- 2916m 7s) completed: 15%) loss_emb: 0.0027  loss: 1.2888  acc: 0.6655  lr: 0.0000 
ep/it:228- 325 niter: 87650  524m 55s (- 2915m 41s) completed: 15%) loss_emb: 0.0027  loss: 1.2854  acc: 0.6673  lr: 0.0000 
ep/it:228- 375 niter: 87700  525m 11s (- 2915m 13s) completed: 15%) loss_emb: 0.0027  loss: 1.2985  acc: 0.6652  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.676
ep/it:229-  42 niter: 87750  525m 30s (- 2915m 2s) completed: 15%) loss_emb: 0.0027  loss: 1.2772  acc: 0.6658  lr: 0.0000 
ep/it:229-  92 niter: 87800  525m 48s (- 2914m 43s) completed: 15%) loss_emb: 0.0026  loss: 1.2803  acc: 0.6676  lr: 0.0000 
ep/it:229- 142 niter: 87850  526m 5s (- 2914m 16s) completed: 15%) loss_emb: 0.0027  loss: 1.2872  acc: 0.6653  lr: 0.0000 
ep/it:229- 192 niter: 87900  526m 22s (- 2913m 53s) completed: 15%) loss_emb: 0.0026  loss: 1.2511  acc: 0.6732  lr: 0.0000 
ep/it:229- 242 niter: 87950  526m 39s (- 2913m 30s) completed: 15%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6722  lr: 0.0000 
ep/it:229- 292 niter: 88000  526m 56s (- 2913m 6s) completed: 15%) loss_emb: 0.0027  loss: 1.2954  acc: 0.6663  lr: 0.0000 
ep/it:229- 342 niter: 88050  527m 13s (- 2912m 43s) completed: 15%) loss_emb: 0.0026  loss: 1.2873  acc: 0.6681  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.676
--> 	 Eva. Ep 230 :, FID. 4.4724, Diversity Real. 9.4039, Diversity. 7.5208, R_precision_real. [0.51662234 0.71010638 0.79920213], R_precision. [0.30452128 0.48803191 0.60172872], matching_score_real. 2.867333173751831, matching_score_pred. 4.431489944458008
ep/it:230-   9 niter: 88100  527m 41s (- 2913m 23s) completed: 15%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6703  lr: 0.0000 
ep/it:230-  59 niter: 88150  527m 57s (- 2912m 56s) completed: 15%) loss_emb: 0.0027  loss: 1.2798  acc: 0.6663  lr: 0.0000 
ep/it:230- 109 niter: 88200  528m 14s (- 2912m 30s) completed: 15%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6662  lr: 0.0000 
ep/it:230- 159 niter: 88250  528m 31s (- 2912m 4s) completed: 15%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6742  lr: 0.0000 
ep/it:230- 209 niter: 88300  528m 47s (- 2911m 37s) completed: 15%) loss_emb: 0.0026  loss: 1.2764  acc: 0.6688  lr: 0.0000 
ep/it:230- 259 niter: 88350  529m 3s (- 2911m 10s) completed: 15%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6699  lr: 0.0000 
ep/it:230- 309 niter: 88400  529m 20s (- 2910m 46s) completed: 15%) loss_emb: 0.0026  loss: 1.2758  acc: 0.6688  lr: 0.0000 
ep/it:230- 359 niter: 88450  529m 36s (- 2910m 20s) completed: 15%) loss_emb: 0.0026  loss: 1.2846  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.669
ep/it:231-  26 niter: 88500  529m 55s (- 2910m 7s) completed: 15%) loss_emb: 0.0027  loss: 1.2917  acc: 0.6626  lr: 0.0000 
ep/it:231-  76 niter: 88550  530m 13s (- 2909m 45s) completed: 15%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6711  lr: 0.0000 
ep/it:231- 126 niter: 88600  530m 30s (- 2909m 24s) completed: 15%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6719  lr: 0.0000 
ep/it:231- 176 niter: 88650  530m 47s (- 2909m 0s) completed: 15%) loss_emb: 0.0026  loss: 1.2781  acc: 0.6673  lr: 0.0000 
ep/it:231- 226 niter: 88700  531m 4s (- 2908m 35s) completed: 15%) loss_emb: 0.0027  loss: 1.2904  acc: 0.6663  lr: 0.0000 
ep/it:231- 276 niter: 88750  531m 20s (- 2908m 12s) completed: 15%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6706  lr: 0.0000 
ep/it:231- 326 niter: 88800  531m 37s (- 2907m 45s) completed: 15%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6685  lr: 0.0000 
ep/it:231- 376 niter: 88850  531m 54s (- 2907m 20s) completed: 15%) loss_emb: 0.0027  loss: 1.2906  acc: 0.6642  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.674
ep/it:232-  43 niter: 88900  532m 13s (- 2907m 10s) completed: 15%) loss_emb: 0.0026  loss: 1.2886  acc: 0.6679  lr: 0.0000 
ep/it:232-  93 niter: 88950  532m 30s (- 2906m 48s) completed: 15%) loss_emb: 0.0026  loss: 1.2817  acc: 0.6673  lr: 0.0000 
ep/it:232- 143 niter: 89000  532m 47s (- 2906m 25s) completed: 15%) loss_emb: 0.0027  loss: 1.2838  acc: 0.6666  lr: 0.0000 
ep/it:232- 193 niter: 89050  533m 4s (- 2906m 0s) completed: 15%) loss_emb: 0.0027  loss: 1.2874  acc: 0.6646  lr: 0.0000 
ep/it:232- 243 niter: 89100  533m 21s (- 2905m 37s) completed: 15%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6693  lr: 0.0000 
ep/it:232- 293 niter: 89150  533m 38s (- 2905m 14s) completed: 15%) loss_emb: 0.0027  loss: 1.2896  acc: 0.6638  lr: 0.0000 
ep/it:232- 343 niter: 89200  533m 55s (- 2904m 49s) completed: 15%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6671  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.677
ep/it:233-  10 niter: 89250  534m 13s (- 2904m 36s) completed: 15%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6697  lr: 0.0000 
ep/it:233-  60 niter: 89300  534m 30s (- 2904m 10s) completed: 15%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6684  lr: 0.0000 
ep/it:233- 110 niter: 89350  534m 47s (- 2903m 46s) completed: 15%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6689  lr: 0.0000 
ep/it:233- 160 niter: 89400  535m 4s (- 2903m 25s) completed: 15%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6739  lr: 0.0000 
ep/it:233- 210 niter: 89450  535m 21s (- 2903m 1s) completed: 15%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6711  lr: 0.0000 
ep/it:233- 260 niter: 89500  535m 38s (- 2902m 36s) completed: 15%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6686  lr: 0.0000 
ep/it:233- 310 niter: 89550  535m 55s (- 2902m 12s) completed: 15%) loss_emb: 0.0027  loss: 1.3036  acc: 0.6625  lr: 0.0000 
ep/it:233- 360 niter: 89600  536m 12s (- 2901m 50s) completed: 15%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6695  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.671
ep/it:234-  27 niter: 89650  536m 31s (- 2901m 38s) completed: 15%) loss_emb: 0.0026  loss: 1.2573  acc: 0.6730  lr: 0.0000 
ep/it:234-  77 niter: 89700  536m 48s (- 2901m 17s) completed: 15%) loss_emb: 0.0027  loss: 1.2817  acc: 0.6668  lr: 0.0000 
ep/it:234- 127 niter: 89750  537m 5s (- 2900m 52s) completed: 15%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6673  lr: 0.0000 
ep/it:234- 177 niter: 89800  537m 21s (- 2900m 27s) completed: 15%) loss_emb: 0.0027  loss: 1.2991  acc: 0.6601  lr: 0.0000 
ep/it:234- 227 niter: 89850  537m 39s (- 2900m 7s) completed: 15%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6725  lr: 0.0000 
ep/it:234- 277 niter: 89900  537m 56s (- 2899m 45s) completed: 15%) loss_emb: 0.0027  loss: 1.2980  acc: 0.6647  lr: 0.0000 
ep/it:234- 327 niter: 89950  538m 13s (- 2899m 22s) completed: 15%) loss_emb: 0.0027  loss: 1.2932  acc: 0.6638  lr: 0.0000 
ep/it:234- 377 niter: 90000  538m 31s (- 2899m 1s) completed: 15%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6692  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.664
--> 	 Eva. Ep 235 :, FID. 4.5940, Diversity Real. 9.7434, Diversity. 7.8410, R_precision_real. [0.53191489 0.72672872 0.81715426], R_precision. [0.3231383  0.49401596 0.59574468], matching_score_real. 2.8784725666046143, matching_score_pred. 4.39647102355957
ep/it:235-  44 niter: 90050  538m 59s (- 2899m 42s) completed: 15%) loss_emb: 0.0026  loss: 1.2755  acc: 0.6693  lr: 0.0000 
ep/it:235-  94 niter: 90100  539m 17s (- 2899m 20s) completed: 15%) loss_emb: 0.0027  loss: 1.3019  acc: 0.6597  lr: 0.0000 
ep/it:235- 144 niter: 90150  539m 33s (- 2898m 54s) completed: 15%) loss_emb: 0.0027  loss: 1.2804  acc: 0.6664  lr: 0.0000 
ep/it:235- 194 niter: 90200  539m 50s (- 2898m 28s) completed: 15%) loss_emb: 0.0026  loss: 1.2708  acc: 0.6716  lr: 0.0000 
ep/it:235- 244 niter: 90250  540m 6s (- 2898m 1s) completed: 15%) loss_emb: 0.0026  loss: 1.2394  acc: 0.6765  lr: 0.0000 
ep/it:235- 294 niter: 90300  540m 22s (- 2897m 34s) completed: 15%) loss_emb: 0.0027  loss: 1.2921  acc: 0.6663  lr: 0.0000 
ep/it:235- 344 niter: 90350  540m 39s (- 2897m 11s) completed: 15%) loss_emb: 0.0027  loss: 1.3160  acc: 0.6577  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.671
ep/it:236-  11 niter: 90400  540m 58s (- 2896m 58s) completed: 15%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6684  lr: 0.0000 
ep/it:236-  61 niter: 90450  541m 15s (- 2896m 32s) completed: 15%) loss_emb: 0.0027  loss: 1.3049  acc: 0.6621  lr: 0.0000 
ep/it:236- 111 niter: 90500  541m 31s (- 2896m 7s) completed: 15%) loss_emb: 0.0027  loss: 1.2950  acc: 0.6626  lr: 0.0000 
ep/it:236- 161 niter: 90550  541m 48s (- 2895m 42s) completed: 15%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6732  lr: 0.0000 
ep/it:236- 211 niter: 90600  542m 5s (- 2895m 18s) completed: 15%) loss_emb: 0.0026  loss: 1.2773  acc: 0.6683  lr: 0.0000 
ep/it:236- 261 niter: 90650  542m 21s (- 2894m 54s) completed: 15%) loss_emb: 0.0027  loss: 1.2965  acc: 0.6611  lr: 0.0000 
ep/it:236- 311 niter: 90700  542m 39s (- 2894m 32s) completed: 15%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6690  lr: 0.0000 
ep/it:236- 361 niter: 90750  542m 55s (- 2894m 7s) completed: 15%) loss_emb: 0.0027  loss: 1.2956  acc: 0.6626  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.665
ep/it:237-  28 niter: 90800  543m 14s (- 2893m 55s) completed: 15%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6730  lr: 0.0000 
ep/it:237-  78 niter: 90850  543m 31s (- 2893m 30s) completed: 15%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6723  lr: 0.0000 
ep/it:237- 128 niter: 90900  543m 47s (- 2893m 4s) completed: 15%) loss_emb: 0.0027  loss: 1.3025  acc: 0.6634  lr: 0.0000 
ep/it:237- 178 niter: 90950  544m 4s (- 2892m 39s) completed: 15%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6677  lr: 0.0000 
ep/it:237- 228 niter: 91000  544m 21s (- 2892m 15s) completed: 15%) loss_emb: 0.0027  loss: 1.2824  acc: 0.6656  lr: 0.0000 
ep/it:237- 278 niter: 91050  544m 37s (- 2891m 50s) completed: 15%) loss_emb: 0.0026  loss: 1.2861  acc: 0.6687  lr: 0.0000 
ep/it:237- 328 niter: 91100  544m 55s (- 2891m 28s) completed: 15%) loss_emb: 0.0027  loss: 1.3034  acc: 0.6608  lr: 0.0000 
ep/it:237- 378 niter: 91150  545m 11s (- 2891m 4s) completed: 15%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6691  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.665
ep/it:238-  45 niter: 91200  545m 31s (- 2890m 54s) completed: 15%) loss_emb: 0.0026  loss: 1.2820  acc: 0.6675  lr: 0.0000 
ep/it:238-  95 niter: 91250  545m 48s (- 2890m 32s) completed: 15%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6730  lr: 0.0000 
ep/it:238- 145 niter: 91300  546m 5s (- 2890m 8s) completed: 15%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6721  lr: 0.0000 
ep/it:238- 195 niter: 91350  546m 22s (- 2889m 46s) completed: 15%) loss_emb: 0.0027  loss: 1.2966  acc: 0.6615  lr: 0.0000 
ep/it:238- 245 niter: 91400  546m 39s (- 2889m 21s) completed: 15%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6703  lr: 0.0000 
ep/it:238- 295 niter: 91450  546m 55s (- 2888m 57s) completed: 15%) loss_emb: 0.0027  loss: 1.2931  acc: 0.6646  lr: 0.0000 
ep/it:238- 345 niter: 91500  547m 12s (- 2888m 33s) completed: 15%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6700  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.672
ep/it:239-  12 niter: 91550  547m 31s (- 2888m 21s) completed: 15%) loss_emb: 0.0027  loss: 1.2918  acc: 0.6643  lr: 0.0000 
ep/it:239-  62 niter: 91600  547m 48s (- 2887m 56s) completed: 15%) loss_emb: 0.0027  loss: 1.2835  acc: 0.6652  lr: 0.0000 
ep/it:239- 112 niter: 91650  548m 4s (- 2887m 30s) completed: 15%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6711  lr: 0.0000 
ep/it:239- 162 niter: 91700  548m 21s (- 2887m 4s) completed: 15%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6689  lr: 0.0000 
ep/it:239- 212 niter: 91750  548m 38s (- 2886m 41s) completed: 15%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6694  lr: 0.0000 
ep/it:239- 262 niter: 91800  548m 54s (- 2886m 15s) completed: 15%) loss_emb: 0.0027  loss: 1.2893  acc: 0.6653  lr: 0.0000 
ep/it:239- 312 niter: 91850  549m 11s (- 2885m 51s) completed: 15%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6709  lr: 0.0000 
ep/it:239- 362 niter: 91900  549m 27s (- 2885m 24s) completed: 15%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6718  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.676
--> 	 Eva. Ep 240 :, FID. 4.4569, Diversity Real. 9.6070, Diversity. 7.5928, R_precision_real. [0.50731383 0.69946809 0.78989362], R_precision. [0.31382979 0.48869681 0.59574468], matching_score_real. 2.957141876220703, matching_score_pred. 4.373899936676025
ep/it:240-  29 niter: 91950  549m 55s (- 2886m 0s) completed: 16%) loss_emb: 0.0027  loss: 1.2925  acc: 0.6651  lr: 0.0000 
ep/it:240-  79 niter: 92000  550m 12s (- 2885m 35s) completed: 16%) loss_emb: 0.0027  loss: 1.2873  acc: 0.6665  lr: 0.0000 
ep/it:240- 129 niter: 92050  550m 29s (- 2885m 11s) completed: 16%) loss_emb: 0.0027  loss: 1.2979  acc: 0.6625  lr: 0.0000 
ep/it:240- 179 niter: 92100  550m 45s (- 2884m 45s) completed: 16%) loss_emb: 0.0026  loss: 1.2611  acc: 0.6727  lr: 0.0000 
ep/it:240- 229 niter: 92150  551m 2s (- 2884m 22s) completed: 16%) loss_emb: 0.0027  loss: 1.3098  acc: 0.6601  lr: 0.0000 
ep/it:240- 279 niter: 92200  551m 19s (- 2884m 0s) completed: 16%) loss_emb: 0.0027  loss: 1.2838  acc: 0.6671  lr: 0.0000 
ep/it:240- 329 niter: 92250  551m 36s (- 2883m 37s) completed: 16%) loss_emb: 0.0027  loss: 1.2854  acc: 0.6666  lr: 0.0000 
ep/it:240- 379 niter: 92300  551m 53s (- 2883m 13s) completed: 16%) loss_emb: 0.0027  loss: 1.2944  acc: 0.6622  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.676
ep/it:241-  46 niter: 92350  552m 12s (- 2883m 0s) completed: 16%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6682  lr: 0.0000 
ep/it:241-  96 niter: 92400  552m 28s (- 2882m 35s) completed: 16%) loss_emb: 0.0027  loss: 1.2960  acc: 0.6646  lr: 0.0000 
ep/it:241- 146 niter: 92450  552m 45s (- 2882m 9s) completed: 16%) loss_emb: 0.0026  loss: 1.2407  acc: 0.6764  lr: 0.0000 
ep/it:241- 196 niter: 92500  553m 2s (- 2881m 45s) completed: 16%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6694  lr: 0.0000 
ep/it:241- 246 niter: 92550  553m 18s (- 2881m 20s) completed: 16%) loss_emb: 0.0027  loss: 1.2917  acc: 0.6627  lr: 0.0000 
ep/it:241- 296 niter: 92600  553m 35s (- 2880m 57s) completed: 16%) loss_emb: 0.0027  loss: 1.2847  acc: 0.6649  lr: 0.0000 
ep/it:241- 346 niter: 92650  553m 52s (- 2880m 34s) completed: 16%) loss_emb: 0.0027  loss: 1.2823  acc: 0.6642  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.667
ep/it:242-  13 niter: 92700  554m 11s (- 2880m 22s) completed: 16%) loss_emb: 0.0027  loss: 1.3178  acc: 0.6576  lr: 0.0000 
ep/it:242-  63 niter: 92750  554m 28s (- 2879m 57s) completed: 16%) loss_emb: 0.0027  loss: 1.2776  acc: 0.6663  lr: 0.0000 
ep/it:242- 113 niter: 92800  554m 45s (- 2879m 34s) completed: 16%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6716  lr: 0.0000 
ep/it:242- 163 niter: 92850  555m 1s (- 2879m 6s) completed: 16%) loss_emb: 0.0027  loss: 1.2906  acc: 0.6654  lr: 0.0000 
ep/it:242- 213 niter: 92900  555m 17s (- 2878m 42s) completed: 16%) loss_emb: 0.0026  loss: 1.2817  acc: 0.6713  lr: 0.0000 
ep/it:242- 263 niter: 92950  555m 34s (- 2878m 19s) completed: 16%) loss_emb: 0.0026  loss: 1.2840  acc: 0.6684  lr: 0.0000 
ep/it:242- 313 niter: 93000  555m 51s (- 2877m 55s) completed: 16%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6675  lr: 0.0000 
ep/it:242- 363 niter: 93050  556m 8s (- 2877m 30s) completed: 16%) loss_emb: 0.0027  loss: 1.2867  acc: 0.6669  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.668
ep/it:243-  30 niter: 93100  556m 27s (- 2877m 18s) completed: 16%) loss_emb: 0.0027  loss: 1.2883  acc: 0.6652  lr: 0.0000 
ep/it:243-  80 niter: 93150  556m 43s (- 2876m 52s) completed: 16%) loss_emb: 0.0027  loss: 1.2911  acc: 0.6621  lr: 0.0000 
ep/it:243- 130 niter: 93200  557m 0s (- 2876m 27s) completed: 16%) loss_emb: 0.0027  loss: 1.2902  acc: 0.6630  lr: 0.0000 
ep/it:243- 180 niter: 93250  557m 16s (- 2876m 1s) completed: 16%) loss_emb: 0.0027  loss: 1.2894  acc: 0.6648  lr: 0.0000 
ep/it:243- 230 niter: 93300  557m 33s (- 2875m 38s) completed: 16%) loss_emb: 0.0027  loss: 1.3265  acc: 0.6567  lr: 0.0000 
ep/it:243- 280 niter: 93350  557m 50s (- 2875m 14s) completed: 16%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6702  lr: 0.0000 
ep/it:243- 330 niter: 93400  558m 6s (- 2874m 47s) completed: 16%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6670  lr: 0.0000 
ep/it:243- 380 niter: 93450  558m 23s (- 2874m 23s) completed: 16%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6712  lr: 0.0000 
Validation time:
Validation loss:1.258, accuracy:0.680
ep/it:244-  47 niter: 93500  558m 42s (- 2874m 11s) completed: 16%) loss_emb: 0.0027  loss: 1.2715  acc: 0.6674  lr: 0.0000 
ep/it:244-  97 niter: 93550  558m 58s (- 2873m 46s) completed: 16%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6713  lr: 0.0000 
ep/it:244- 147 niter: 93600  559m 15s (- 2873m 21s) completed: 16%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6706  lr: 0.0000 
ep/it:244- 197 niter: 93650  559m 31s (- 2872m 55s) completed: 16%) loss_emb: 0.0027  loss: 1.2896  acc: 0.6647  lr: 0.0000 
ep/it:244- 247 niter: 93700  559m 48s (- 2872m 31s) completed: 16%) loss_emb: 0.0026  loss: 1.2704  acc: 0.6710  lr: 0.0000 
ep/it:244- 297 niter: 93750  560m 5s (- 2872m 8s) completed: 16%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6708  lr: 0.0000 
ep/it:244- 347 niter: 93800  560m 22s (- 2871m 45s) completed: 16%) loss_emb: 0.0027  loss: 1.2963  acc: 0.6621  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.672
--> 	 Eva. Ep 245 :, FID. 4.3558, Diversity Real. 9.0378, Diversity. 7.6301, R_precision_real. [0.52327128 0.70279255 0.79853723], R_precision. [0.31848404 0.47739362 0.59640957], matching_score_real. 2.923337936401367, matching_score_pred. 4.382091999053955
ep/it:245-  14 niter: 93850  560m 50s (- 2872m 19s) completed: 16%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6736  lr: 0.0000 
ep/it:245-  64 niter: 93900  561m 6s (- 2871m 54s) completed: 16%) loss_emb: 0.0027  loss: 1.2777  acc: 0.6679  lr: 0.0000 
ep/it:245- 114 niter: 93950  561m 23s (- 2871m 30s) completed: 16%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6691  lr: 0.0000 
ep/it:245- 164 niter: 94000  561m 40s (- 2871m 6s) completed: 16%) loss_emb: 0.0027  loss: 1.2941  acc: 0.6639  lr: 0.0000 
ep/it:245- 214 niter: 94050  561m 57s (- 2870m 42s) completed: 16%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6667  lr: 0.0000 
ep/it:245- 264 niter: 94100  562m 13s (- 2870m 17s) completed: 16%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6635  lr: 0.0000 
ep/it:245- 314 niter: 94150  562m 30s (- 2869m 51s) completed: 16%) loss_emb: 0.0027  loss: 1.2931  acc: 0.6616  lr: 0.0000 
ep/it:245- 364 niter: 94200  562m 46s (- 2869m 26s) completed: 16%) loss_emb: 0.0027  loss: 1.2928  acc: 0.6666  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.667
ep/it:246-  31 niter: 94250  563m 5s (- 2869m 14s) completed: 16%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6746  lr: 0.0000 
ep/it:246-  81 niter: 94300  563m 23s (- 2868m 53s) completed: 16%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6672  lr: 0.0000 
ep/it:246- 131 niter: 94350  563m 40s (- 2868m 32s) completed: 16%) loss_emb: 0.0027  loss: 1.2848  acc: 0.6640  lr: 0.0000 
ep/it:246- 181 niter: 94400  563m 57s (- 2868m 11s) completed: 16%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6675  lr: 0.0000 
ep/it:246- 231 niter: 94450  564m 14s (- 2867m 48s) completed: 16%) loss_emb: 0.0027  loss: 1.3022  acc: 0.6637  lr: 0.0000 
ep/it:246- 281 niter: 94500  564m 31s (- 2867m 23s) completed: 16%) loss_emb: 0.0027  loss: 1.2828  acc: 0.6661  lr: 0.0000 
ep/it:246- 331 niter: 94550  564m 47s (- 2866m 59s) completed: 16%) loss_emb: 0.0027  loss: 1.2871  acc: 0.6666  lr: 0.0000 
ep/it:246- 381 niter: 94600  565m 5s (- 2866m 38s) completed: 16%) loss_emb: 0.0027  loss: 1.2755  acc: 0.6659  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.675
ep/it:247-  48 niter: 94650  565m 24s (- 2866m 28s) completed: 16%) loss_emb: 0.0027  loss: 1.2951  acc: 0.6646  lr: 0.0000 
ep/it:247-  98 niter: 94700  565m 41s (- 2866m 5s) completed: 16%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6692  lr: 0.0000 
ep/it:247- 148 niter: 94750  565m 58s (- 2865m 45s) completed: 16%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6710  lr: 0.0000 
ep/it:247- 198 niter: 94800  566m 16s (- 2865m 24s) completed: 16%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6670  lr: 0.0000 
ep/it:247- 248 niter: 94850  566m 33s (- 2865m 2s) completed: 16%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6705  lr: 0.0000 
ep/it:247- 298 niter: 94900  566m 49s (- 2864m 35s) completed: 16%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6722  lr: 0.0000 
ep/it:247- 348 niter: 94950  567m 5s (- 2864m 8s) completed: 16%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6713  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.670
ep/it:248-  15 niter: 95000  567m 24s (- 2863m 54s) completed: 16%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6697  lr: 0.0000 
ep/it:248-  65 niter: 95050  567m 41s (- 2863m 30s) completed: 16%) loss_emb: 0.0026  loss: 1.2692  acc: 0.6692  lr: 0.0000 
ep/it:248- 115 niter: 95100  567m 58s (- 2863m 9s) completed: 16%) loss_emb: 0.0027  loss: 1.2991  acc: 0.6631  lr: 0.0000 
ep/it:248- 165 niter: 95150  568m 14s (- 2862m 43s) completed: 16%) loss_emb: 0.0027  loss: 1.2853  acc: 0.6657  lr: 0.0000 
ep/it:248- 215 niter: 95200  568m 31s (- 2862m 20s) completed: 16%) loss_emb: 0.0027  loss: 1.2855  acc: 0.6661  lr: 0.0000 
ep/it:248- 265 niter: 95250  568m 48s (- 2861m 56s) completed: 16%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6744  lr: 0.0000 
ep/it:248- 315 niter: 95300  569m 5s (- 2861m 36s) completed: 16%) loss_emb: 0.0027  loss: 1.2854  acc: 0.6668  lr: 0.0000 
ep/it:248- 365 niter: 95350  569m 23s (- 2861m 16s) completed: 16%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6646  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.673
ep/it:249-  32 niter: 95400  569m 41s (- 2861m 2s) completed: 16%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6702  lr: 0.0000 
ep/it:249-  82 niter: 95450  569m 58s (- 2860m 36s) completed: 16%) loss_emb: 0.0027  loss: 1.2836  acc: 0.6664  lr: 0.0000 
ep/it:249- 132 niter: 95500  570m 14s (- 2860m 11s) completed: 16%) loss_emb: 0.0027  loss: 1.2922  acc: 0.6641  lr: 0.0000 
ep/it:249- 182 niter: 95550  570m 31s (- 2859m 45s) completed: 16%) loss_emb: 0.0026  loss: 1.2442  acc: 0.6753  lr: 0.0000 
ep/it:249- 232 niter: 95600  570m 47s (- 2859m 20s) completed: 16%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6684  lr: 0.0000 
ep/it:249- 282 niter: 95650  571m 3s (- 2858m 54s) completed: 16%) loss_emb: 0.0026  loss: 1.2712  acc: 0.6681  lr: 0.0000 
ep/it:249- 332 niter: 95700  571m 20s (- 2858m 30s) completed: 16%) loss_emb: 0.0027  loss: 1.2812  acc: 0.6651  lr: 0.0000 
ep/it:249- 382 niter: 95750  571m 36s (- 2858m 4s) completed: 16%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.331, accuracy:0.666
--> 	 Eva. Ep 250 :, FID. 4.3664, Diversity Real. 9.5932, Diversity. 7.5689, R_precision_real. [0.50731383 0.70744681 0.80385638], R_precision. [0.32380319 0.49135638 0.60239362], matching_score_real. 2.925816059112549, matching_score_pred. 4.422115325927734
ep/it:250-  49 niter: 95800  572m 5s (- 2858m 37s) completed: 16%) loss_emb: 0.0027  loss: 1.3068  acc: 0.6610  lr: 0.0000 
ep/it:250-  99 niter: 95850  572m 21s (- 2858m 12s) completed: 16%) loss_emb: 0.0027  loss: 1.2931  acc: 0.6643  lr: 0.0000 
ep/it:250- 149 niter: 95900  572m 38s (- 2857m 48s) completed: 16%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6721  lr: 0.0000 
ep/it:250- 199 niter: 95950  572m 55s (- 2857m 25s) completed: 16%) loss_emb: 0.0027  loss: 1.3007  acc: 0.6620  lr: 0.0000 
ep/it:250- 249 niter: 96000  573m 11s (- 2857m 0s) completed: 16%) loss_emb: 0.0027  loss: 1.2924  acc: 0.6641  lr: 0.0000 
ep/it:250- 299 niter: 96050  573m 28s (- 2856m 35s) completed: 16%) loss_emb: 0.0027  loss: 1.2825  acc: 0.6650  lr: 0.0000 
ep/it:250- 349 niter: 96100  573m 44s (- 2856m 10s) completed: 16%) loss_emb: 0.0027  loss: 1.2892  acc: 0.6636  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.667
ep/it:251-  16 niter: 96150  574m 3s (- 2855m 57s) completed: 16%) loss_emb: 0.0027  loss: 1.2947  acc: 0.6646  lr: 0.0000 
ep/it:251-  66 niter: 96200  574m 19s (- 2855m 30s) completed: 16%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6727  lr: 0.0000 
ep/it:251- 116 niter: 96250  574m 36s (- 2855m 7s) completed: 16%) loss_emb: 0.0027  loss: 1.2820  acc: 0.6658  lr: 0.0000 
ep/it:251- 166 niter: 96300  574m 52s (- 2854m 42s) completed: 16%) loss_emb: 0.0027  loss: 1.2919  acc: 0.6642  lr: 0.0000 
ep/it:251- 216 niter: 96350  575m 9s (- 2854m 15s) completed: 16%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6705  lr: 0.0000 
ep/it:251- 266 niter: 96400  575m 25s (- 2853m 51s) completed: 16%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6720  lr: 0.0000 
ep/it:251- 316 niter: 96450  575m 41s (- 2853m 24s) completed: 16%) loss_emb: 0.0026  loss: 1.2885  acc: 0.6682  lr: 0.0000 
ep/it:251- 366 niter: 96500  575m 57s (- 2852m 57s) completed: 16%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6705  lr: 0.0000 
Validation time:
Validation loss:1.281, accuracy:0.675
ep/it:252-  33 niter: 96550  576m 16s (- 2852m 45s) completed: 16%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6721  lr: 0.0000 
ep/it:252-  83 niter: 96600  576m 34s (- 2852m 24s) completed: 16%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6766  lr: 0.0000 
ep/it:252- 133 niter: 96650  576m 51s (- 2852m 3s) completed: 16%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6751  lr: 0.0000 
ep/it:252- 183 niter: 96700  577m 8s (- 2851m 38s) completed: 16%) loss_emb: 0.0027  loss: 1.2881  acc: 0.6651  lr: 0.0000 
ep/it:252- 233 niter: 96750  577m 25s (- 2851m 16s) completed: 16%) loss_emb: 0.0027  loss: 1.3056  acc: 0.6581  lr: 0.0000 
ep/it:252- 283 niter: 96800  577m 42s (- 2850m 54s) completed: 16%) loss_emb: 0.0027  loss: 1.3113  acc: 0.6606  lr: 0.0000 
ep/it:252- 333 niter: 96850  577m 59s (- 2850m 33s) completed: 16%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6726  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.683
Improved accuracy from 0.68 to 0.6830648883529331!!!
ep/it:253-   0 niter: 96900  578m 18s (- 2850m 24s) completed: 16%) loss_emb: 0.0026  loss: 1.2810  acc: 0.6667  lr: 0.0000 
ep/it:253-  50 niter: 96950  578m 36s (- 2850m 4s) completed: 16%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6718  lr: 0.0000 
ep/it:253- 100 niter: 97000  578m 53s (- 2849m 41s) completed: 16%) loss_emb: 0.0027  loss: 1.3019  acc: 0.6628  lr: 0.0000 
ep/it:253- 150 niter: 97050  579m 10s (- 2849m 17s) completed: 16%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6697  lr: 0.0000 
ep/it:253- 200 niter: 97100  579m 26s (- 2848m 52s) completed: 16%) loss_emb: 0.0026  loss: 1.2787  acc: 0.6673  lr: 0.0000 
ep/it:253- 250 niter: 97150  579m 43s (- 2848m 27s) completed: 16%) loss_emb: 0.0027  loss: 1.2854  acc: 0.6645  lr: 0.0000 
ep/it:253- 300 niter: 97200  579m 59s (- 2848m 1s) completed: 16%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6680  lr: 0.0000 
ep/it:253- 350 niter: 97250  580m 15s (- 2847m 35s) completed: 16%) loss_emb: 0.0027  loss: 1.2924  acc: 0.6640  lr: 0.0000 
Validation time:
Validation loss:1.254, accuracy:0.684
Improved accuracy from 0.68 to 0.6837288374486177!!!
ep/it:254-  17 niter: 97300  580m 35s (- 2847m 28s) completed: 16%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6707  lr: 0.0000 
ep/it:254-  67 niter: 97350  580m 52s (- 2847m 6s) completed: 16%) loss_emb: 0.0027  loss: 1.2813  acc: 0.6664  lr: 0.0000 
ep/it:254- 117 niter: 97400  581m 9s (- 2846m 44s) completed: 16%) loss_emb: 0.0027  loss: 1.2890  acc: 0.6649  lr: 0.0000 
ep/it:254- 167 niter: 97450  581m 26s (- 2846m 20s) completed: 16%) loss_emb: 0.0027  loss: 1.2894  acc: 0.6638  lr: 0.0000 
ep/it:254- 217 niter: 97500  581m 42s (- 2845m 55s) completed: 16%) loss_emb: 0.0027  loss: 1.2893  acc: 0.6644  lr: 0.0000 
ep/it:254- 267 niter: 97550  581m 59s (- 2845m 30s) completed: 16%) loss_emb: 0.0026  loss: 1.2654  acc: 0.6707  lr: 0.0000 
ep/it:254- 317 niter: 97600  582m 15s (- 2845m 3s) completed: 16%) loss_emb: 0.0027  loss: 1.2916  acc: 0.6641  lr: 0.0000 
ep/it:254- 367 niter: 97650  582m 31s (- 2844m 37s) completed: 16%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6676  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.670
--> 	 Eva. Ep 255 :, FID. 4.3177, Diversity Real. 9.3527, Diversity. 7.7089, R_precision_real. [0.49534574 0.6981383  0.78656915], R_precision. [0.30984043 0.48138298 0.59840426], matching_score_real. 2.9406983852386475, matching_score_pred. 4.406865119934082
ep/it:255-  34 niter: 97700  582m 58s (- 2845m 5s) completed: 17%) loss_emb: 0.0027  loss: 1.2825  acc: 0.6663  lr: 0.0000 
ep/it:255-  84 niter: 97750  583m 15s (- 2844m 40s) completed: 17%) loss_emb: 0.0026  loss: 1.2768  acc: 0.6687  lr: 0.0000 
ep/it:255- 134 niter: 97800  583m 31s (- 2844m 13s) completed: 17%) loss_emb: 0.0027  loss: 1.2910  acc: 0.6649  lr: 0.0000 
ep/it:255- 184 niter: 97850  583m 48s (- 2843m 49s) completed: 17%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6691  lr: 0.0000 
ep/it:255- 234 niter: 97900  584m 4s (- 2843m 23s) completed: 17%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6722  lr: 0.0000 
ep/it:255- 284 niter: 97950  584m 20s (- 2842m 59s) completed: 17%) loss_emb: 0.0027  loss: 1.2954  acc: 0.6642  lr: 0.0000 
ep/it:255- 334 niter: 98000  584m 36s (- 2842m 32s) completed: 17%) loss_emb: 0.0027  loss: 1.2918  acc: 0.6654  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.673
ep/it:256-   1 niter: 98050  584m 56s (- 2842m 21s) completed: 17%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6677  lr: 0.0000 
ep/it:256-  51 niter: 98100  585m 12s (- 2841m 56s) completed: 17%) loss_emb: 0.0027  loss: 1.2919  acc: 0.6646  lr: 0.0000 
ep/it:256- 101 niter: 98150  585m 29s (- 2841m 33s) completed: 17%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6730  lr: 0.0000 
ep/it:256- 151 niter: 98200  585m 45s (- 2841m 6s) completed: 17%) loss_emb: 0.0027  loss: 1.2852  acc: 0.6661  lr: 0.0000 
ep/it:256- 201 niter: 98250  586m 1s (- 2840m 40s) completed: 17%) loss_emb: 0.0027  loss: 1.2824  acc: 0.6659  lr: 0.0000 
ep/it:256- 251 niter: 98300  586m 18s (- 2840m 14s) completed: 17%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6739  lr: 0.0000 
ep/it:256- 301 niter: 98350  586m 34s (- 2839m 48s) completed: 17%) loss_emb: 0.0027  loss: 1.3078  acc: 0.6609  lr: 0.0000 
ep/it:256- 351 niter: 98400  586m 50s (- 2839m 23s) completed: 17%) loss_emb: 0.0026  loss: 1.2826  acc: 0.6679  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.673
ep/it:257-  18 niter: 98450  587m 9s (- 2839m 10s) completed: 17%) loss_emb: 0.0027  loss: 1.3135  acc: 0.6573  lr: 0.0000 
ep/it:257-  68 niter: 98500  587m 25s (- 2838m 44s) completed: 17%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6703  lr: 0.0000 
ep/it:257- 118 niter: 98550  587m 42s (- 2838m 19s) completed: 17%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6703  lr: 0.0000 
ep/it:257- 168 niter: 98600  587m 58s (- 2837m 53s) completed: 17%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6679  lr: 0.0000 
ep/it:257- 218 niter: 98650  588m 14s (- 2837m 26s) completed: 17%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6713  lr: 0.0000 
ep/it:257- 268 niter: 98700  588m 31s (- 2837m 3s) completed: 17%) loss_emb: 0.0026  loss: 1.2664  acc: 0.6717  lr: 0.0000 
ep/it:257- 318 niter: 98750  588m 47s (- 2836m 39s) completed: 17%) loss_emb: 0.0027  loss: 1.2930  acc: 0.6653  lr: 0.0000 
ep/it:257- 368 niter: 98800  589m 4s (- 2836m 17s) completed: 17%) loss_emb: 0.0026  loss: 1.2810  acc: 0.6669  lr: 0.0000 
Validation time:
Validation loss:1.336, accuracy:0.665
ep/it:258-  35 niter: 98850  589m 23s (- 2836m 4s) completed: 17%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6694  lr: 0.0000 
ep/it:258-  85 niter: 98900  589m 40s (- 2835m 41s) completed: 17%) loss_emb: 0.0027  loss: 1.2971  acc: 0.6629  lr: 0.0000 
ep/it:258- 135 niter: 98950  589m 57s (- 2835m 17s) completed: 17%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6670  lr: 0.0000 
ep/it:258- 185 niter: 99000  590m 13s (- 2834m 51s) completed: 17%) loss_emb: 0.0027  loss: 1.2860  acc: 0.6651  lr: 0.0000 
ep/it:258- 235 niter: 99050  590m 30s (- 2834m 27s) completed: 17%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6673  lr: 0.0000 
ep/it:258- 285 niter: 99100  590m 46s (- 2834m 4s) completed: 17%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6670  lr: 0.0000 
ep/it:258- 335 niter: 99150  591m 3s (- 2833m 42s) completed: 17%) loss_emb: 0.0027  loss: 1.2969  acc: 0.6619  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.667
ep/it:259-   2 niter: 99200  591m 22s (- 2833m 30s) completed: 17%) loss_emb: 0.0026  loss: 1.2712  acc: 0.6680  lr: 0.0000 
ep/it:259-  52 niter: 99250  591m 39s (- 2833m 6s) completed: 17%) loss_emb: 0.0026  loss: 1.2744  acc: 0.6695  lr: 0.0000 
ep/it:259- 102 niter: 99300  591m 55s (- 2832m 40s) completed: 17%) loss_emb: 0.0027  loss: 1.3075  acc: 0.6590  lr: 0.0000 
ep/it:259- 152 niter: 99350  592m 12s (- 2832m 15s) completed: 17%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6692  lr: 0.0000 
ep/it:259- 202 niter: 99400  592m 28s (- 2831m 52s) completed: 17%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6680  lr: 0.0000 
ep/it:259- 252 niter: 99450  592m 45s (- 2831m 27s) completed: 17%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6683  lr: 0.0000 
ep/it:259- 302 niter: 99500  593m 1s (- 2831m 2s) completed: 17%) loss_emb: 0.0027  loss: 1.2882  acc: 0.6654  lr: 0.0000 
ep/it:259- 352 niter: 99550  593m 18s (- 2830m 41s) completed: 17%) loss_emb: 0.0027  loss: 1.2846  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.671
--> 	 Eva. Ep 260 :, FID. 4.4056, Diversity Real. 9.5116, Diversity. 7.8678, R_precision_real. [0.50398936 0.7081117  0.8025266 ], R_precision. [0.31715426 0.47340426 0.59042553], matching_score_real. 2.9132437705993652, matching_score_pred. 4.41440486907959
ep/it:260-  19 niter: 99600  593m 47s (- 2831m 14s) completed: 17%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6679  lr: 0.0000 
ep/it:260-  69 niter: 99650  594m 4s (- 2830m 54s) completed: 17%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6742  lr: 0.0000 
ep/it:260- 119 niter: 99700  594m 22s (- 2830m 32s) completed: 17%) loss_emb: 0.0027  loss: 1.2874  acc: 0.6655  lr: 0.0000 
ep/it:260- 169 niter: 99750  594m 39s (- 2830m 11s) completed: 17%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6705  lr: 0.0000 
ep/it:260- 219 niter: 99800  594m 56s (- 2829m 48s) completed: 17%) loss_emb: 0.0027  loss: 1.2797  acc: 0.6667  lr: 0.0000 
ep/it:260- 269 niter: 99850  595m 13s (- 2829m 27s) completed: 17%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6714  lr: 0.0000 
ep/it:260- 319 niter: 99900  595m 30s (- 2829m 5s) completed: 17%) loss_emb: 0.0027  loss: 1.2764  acc: 0.6656  lr: 0.0000 
ep/it:260- 369 niter: 99950  595m 46s (- 2828m 38s) completed: 17%) loss_emb: 0.0027  loss: 1.2851  acc: 0.6666  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.674
ep/it:261-  36 niter:100000  596m 4s (- 2828m 24s) completed: 17%) loss_emb: 0.0027  loss: 1.2995  acc: 0.6597  lr: 0.0000 
ep/it:261-  86 niter:100050  596m 21s (- 2828m 0s) completed: 17%) loss_emb: 0.0025  loss: 1.2279  acc: 0.6817  lr: 0.0000 
ep/it:261- 136 niter:100100  596m 37s (- 2827m 34s) completed: 17%) loss_emb: 0.0026  loss: 1.2766  acc: 0.6689  lr: 0.0000 
ep/it:261- 186 niter:100150  596m 53s (- 2827m 9s) completed: 17%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6684  lr: 0.0000 
ep/it:261- 236 niter:100200  597m 10s (- 2826m 45s) completed: 17%) loss_emb: 0.0027  loss: 1.2761  acc: 0.6674  lr: 0.0000 
ep/it:261- 286 niter:100250  597m 28s (- 2826m 27s) completed: 17%) loss_emb: 0.0027  loss: 1.3008  acc: 0.6625  lr: 0.0000 
ep/it:261- 336 niter:100300  597m 45s (- 2826m 3s) completed: 17%) loss_emb: 0.0027  loss: 1.3015  acc: 0.6616  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.668
ep/it:262-   3 niter:100350  598m 3s (- 2825m 49s) completed: 17%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6706  lr: 0.0000 
ep/it:262-  53 niter:100400  598m 20s (- 2825m 25s) completed: 17%) loss_emb: 0.0027  loss: 1.2924  acc: 0.6635  lr: 0.0000 
ep/it:262- 103 niter:100450  598m 37s (- 2825m 2s) completed: 17%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6699  lr: 0.0000 
ep/it:262- 153 niter:100500  598m 53s (- 2824m 38s) completed: 17%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6711  lr: 0.0000 
ep/it:262- 203 niter:100550  599m 10s (- 2824m 14s) completed: 17%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6693  lr: 0.0000 
ep/it:262- 253 niter:100600  599m 27s (- 2823m 51s) completed: 17%) loss_emb: 0.0027  loss: 1.3009  acc: 0.6592  lr: 0.0000 
ep/it:262- 303 niter:100650  599m 43s (- 2823m 26s) completed: 17%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6690  lr: 0.0000 
ep/it:262- 353 niter:100700  599m 59s (- 2823m 1s) completed: 17%) loss_emb: 0.0026  loss: 1.2624  acc: 0.6705  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.676
ep/it:263-  20 niter:100750  600m 19s (- 2822m 51s) completed: 17%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6678  lr: 0.0000 
ep/it:263-  70 niter:100800  600m 35s (- 2822m 27s) completed: 17%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6741  lr: 0.0000 
ep/it:263- 120 niter:100850  600m 53s (- 2822m 6s) completed: 17%) loss_emb: 0.0027  loss: 1.2864  acc: 0.6645  lr: 0.0000 
ep/it:263- 170 niter:100900  601m 10s (- 2821m 43s) completed: 17%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6731  lr: 0.0000 
ep/it:263- 220 niter:100950  601m 26s (- 2821m 20s) completed: 17%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6706  lr: 0.0000 
ep/it:263- 270 niter:101000  601m 43s (- 2820m 56s) completed: 17%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6719  lr: 0.0000 
ep/it:263- 320 niter:101050  601m 59s (- 2820m 33s) completed: 17%) loss_emb: 0.0026  loss: 1.2768  acc: 0.6672  lr: 0.0000 
ep/it:263- 370 niter:101100  602m 16s (- 2820m 9s) completed: 17%) loss_emb: 0.0026  loss: 1.2887  acc: 0.6675  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.675
ep/it:264-  37 niter:101150  602m 36s (- 2820m 0s) completed: 17%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6712  lr: 0.0000 
ep/it:264-  87 niter:101200  602m 53s (- 2819m 40s) completed: 17%) loss_emb: 0.0027  loss: 1.2821  acc: 0.6642  lr: 0.0000 
ep/it:264- 137 niter:101250  603m 10s (- 2819m 16s) completed: 17%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6731  lr: 0.0000 
ep/it:264- 187 niter:101300  603m 27s (- 2818m 53s) completed: 17%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6672  lr: 0.0000 
ep/it:264- 237 niter:101350  603m 44s (- 2818m 32s) completed: 17%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6688  lr: 0.0000 
ep/it:264- 287 niter:101400  604m 0s (- 2818m 8s) completed: 17%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6705  lr: 0.0000 
ep/it:264- 337 niter:101450  604m 17s (- 2817m 45s) completed: 17%) loss_emb: 0.0027  loss: 1.2884  acc: 0.6658  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.674
--> 	 Eva. Ep 265 :, FID. 4.3420, Diversity Real. 9.6971, Diversity. 7.7214, R_precision_real. [0.50731383 0.70079787 0.8025266 ], R_precision. [0.3025266  0.48204787 0.59308511], matching_score_real. 2.908808946609497, matching_score_pred. 4.426590442657471
ep/it:265-   4 niter:101500  604m 49s (- 2818m 34s) completed: 17%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6698  lr: 0.0000 
ep/it:265-  54 niter:101550  605m 7s (- 2818m 14s) completed: 17%) loss_emb: 0.0026  loss: 1.2756  acc: 0.6699  lr: 0.0000 
ep/it:265- 104 niter:101600  605m 24s (- 2817m 52s) completed: 17%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6696  lr: 0.0000 
ep/it:265- 154 niter:101650  605m 41s (- 2817m 30s) completed: 17%) loss_emb: 0.0026  loss: 1.2790  acc: 0.6681  lr: 0.0000 
ep/it:265- 204 niter:101700  605m 58s (- 2817m 9s) completed: 17%) loss_emb: 0.0027  loss: 1.2901  acc: 0.6627  lr: 0.0000 
ep/it:265- 254 niter:101750  606m 15s (- 2816m 48s) completed: 17%) loss_emb: 0.0027  loss: 1.2810  acc: 0.6674  lr: 0.0000 
ep/it:265- 304 niter:101800  606m 32s (- 2816m 27s) completed: 17%) loss_emb: 0.0026  loss: 1.2505  acc: 0.6755  lr: 0.0000 
ep/it:265- 354 niter:101850  606m 49s (- 2816m 3s) completed: 17%) loss_emb: 0.0027  loss: 1.2894  acc: 0.6631  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.677
ep/it:266-  21 niter:101900  607m 8s (- 2815m 51s) completed: 17%) loss_emb: 0.0026  loss: 1.2704  acc: 0.6690  lr: 0.0000 
ep/it:266-  71 niter:101950  607m 25s (- 2815m 28s) completed: 17%) loss_emb: 0.0027  loss: 1.2877  acc: 0.6636  lr: 0.0000 
ep/it:266- 121 niter:102000  607m 42s (- 2815m 6s) completed: 17%) loss_emb: 0.0027  loss: 1.3000  acc: 0.6624  lr: 0.0000 
ep/it:266- 171 niter:102050  607m 59s (- 2814m 45s) completed: 17%) loss_emb: 0.0027  loss: 1.2893  acc: 0.6633  lr: 0.0000 
ep/it:266- 221 niter:102100  608m 16s (- 2814m 22s) completed: 17%) loss_emb: 0.0026  loss: 1.2682  acc: 0.6701  lr: 0.0000 
ep/it:266- 271 niter:102150  608m 33s (- 2813m 59s) completed: 17%) loss_emb: 0.0027  loss: 1.2923  acc: 0.6655  lr: 0.0000 
ep/it:266- 321 niter:102200  608m 49s (- 2813m 37s) completed: 17%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6739  lr: 0.0000 
ep/it:266- 371 niter:102250  609m 7s (- 2813m 18s) completed: 17%) loss_emb: 0.0027  loss: 1.2787  acc: 0.6666  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.674
ep/it:267-  38 niter:102300  609m 26s (- 2813m 5s) completed: 17%) loss_emb: 0.0026  loss: 1.2760  acc: 0.6683  lr: 0.0000 
ep/it:267-  88 niter:102350  609m 43s (- 2812m 44s) completed: 17%) loss_emb: 0.0026  loss: 1.2756  acc: 0.6668  lr: 0.0000 
ep/it:267- 138 niter:102400  610m 0s (- 2812m 20s) completed: 17%) loss_emb: 0.0027  loss: 1.3012  acc: 0.6618  lr: 0.0000 
ep/it:267- 188 niter:102450  610m 17s (- 2811m 58s) completed: 17%) loss_emb: 0.0027  loss: 1.2893  acc: 0.6635  lr: 0.0000 
ep/it:267- 238 niter:102500  610m 34s (- 2811m 38s) completed: 17%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6681  lr: 0.0000 
ep/it:267- 288 niter:102550  610m 51s (- 2811m 15s) completed: 17%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6714  lr: 0.0000 
ep/it:267- 338 niter:102600  611m 8s (- 2810m 53s) completed: 17%) loss_emb: 0.0027  loss: 1.2870  acc: 0.6654  lr: 0.0000 
Validation time:
Validation loss:1.280, accuracy:0.680
ep/it:268-   5 niter:102650  611m 27s (- 2810m 42s) completed: 17%) loss_emb: 0.0026  loss: 1.2628  acc: 0.6726  lr: 0.0000 
ep/it:268-  55 niter:102700  611m 44s (- 2810m 20s) completed: 17%) loss_emb: 0.0027  loss: 1.2739  acc: 0.6667  lr: 0.0000 
ep/it:268- 105 niter:102750  612m 1s (- 2809m 59s) completed: 17%) loss_emb: 0.0027  loss: 1.3068  acc: 0.6609  lr: 0.0000 
ep/it:268- 155 niter:102800  612m 18s (- 2809m 35s) completed: 17%) loss_emb: 0.0026  loss: 1.2525  acc: 0.6739  lr: 0.0000 
ep/it:268- 205 niter:102850  612m 34s (- 2809m 10s) completed: 17%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6706  lr: 0.0000 
ep/it:268- 255 niter:102900  612m 51s (- 2808m 48s) completed: 17%) loss_emb: 0.0027  loss: 1.2775  acc: 0.6667  lr: 0.0000 
ep/it:268- 305 niter:102950  613m 8s (- 2808m 24s) completed: 17%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6703  lr: 0.0000 
ep/it:268- 355 niter:103000  613m 24s (- 2808m 0s) completed: 17%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6727  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.681
ep/it:269-  22 niter:103050  613m 44s (- 2807m 50s) completed: 17%) loss_emb: 0.0026  loss: 1.2430  acc: 0.6743  lr: 0.0000 
ep/it:269-  72 niter:103100  614m 1s (- 2807m 28s) completed: 17%) loss_emb: 0.0026  loss: 1.2812  acc: 0.6674  lr: 0.0000 
ep/it:269- 122 niter:103150  614m 18s (- 2807m 7s) completed: 17%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6680  lr: 0.0000 
ep/it:269- 172 niter:103200  614m 35s (- 2806m 45s) completed: 17%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6705  lr: 0.0000 
ep/it:269- 222 niter:103250  614m 52s (- 2806m 21s) completed: 17%) loss_emb: 0.0027  loss: 1.3110  acc: 0.6628  lr: 0.0000 
ep/it:269- 272 niter:103300  615m 9s (- 2806m 1s) completed: 17%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6696  lr: 0.0000 
ep/it:269- 322 niter:103350  615m 26s (- 2805m 38s) completed: 17%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6681  lr: 0.0000 
ep/it:269- 372 niter:103400  615m 43s (- 2805m 16s) completed: 17%) loss_emb: 0.0027  loss: 1.2869  acc: 0.6644  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.676
--> 	 Eva. Ep 270 :, FID. 4.5006, Diversity Real. 9.5667, Diversity. 7.8809, R_precision_real. [0.50731383 0.68351064 0.79321809], R_precision. [0.30917553 0.4893617  0.61170213], matching_score_real. 2.918930768966675, matching_score_pred. 4.3523993492126465
ep/it:270-  39 niter:103450  616m 12s (- 2805m 49s) completed: 18%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6712  lr: 0.0000 
ep/it:270-  89 niter:103500  616m 29s (- 2805m 29s) completed: 18%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6698  lr: 0.0000 
ep/it:270- 139 niter:103550  616m 46s (- 2805m 7s) completed: 18%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6762  lr: 0.0000 
ep/it:270- 189 niter:103600  617m 3s (- 2804m 46s) completed: 18%) loss_emb: 0.0027  loss: 1.2901  acc: 0.6630  lr: 0.0000 
ep/it:270- 239 niter:103650  617m 20s (- 2804m 23s) completed: 18%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6698  lr: 0.0000 
ep/it:270- 289 niter:103700  617m 37s (- 2804m 3s) completed: 18%) loss_emb: 0.0027  loss: 1.2954  acc: 0.6623  lr: 0.0000 
ep/it:270- 339 niter:103750  617m 54s (- 2803m 40s) completed: 18%) loss_emb: 0.0026  loss: 1.2295  acc: 0.6786  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.672
ep/it:271-   6 niter:103800  618m 13s (- 2803m 27s) completed: 18%) loss_emb: 0.0027  loss: 1.2897  acc: 0.6627  lr: 0.0000 
ep/it:271-  56 niter:103850  618m 30s (- 2803m 4s) completed: 18%) loss_emb: 0.0026  loss: 1.2649  acc: 0.6686  lr: 0.0000 
ep/it:271- 106 niter:103900  618m 47s (- 2802m 42s) completed: 18%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6684  lr: 0.0000 
ep/it:271- 156 niter:103950  619m 3s (- 2802m 19s) completed: 18%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6730  lr: 0.0000 
ep/it:271- 206 niter:104000  619m 20s (- 2801m 56s) completed: 18%) loss_emb: 0.0027  loss: 1.3109  acc: 0.6569  lr: 0.0000 
ep/it:271- 256 niter:104050  619m 37s (- 2801m 35s) completed: 18%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6726  lr: 0.0000 
ep/it:271- 306 niter:104100  619m 54s (- 2801m 11s) completed: 18%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6688  lr: 0.0000 
ep/it:271- 356 niter:104150  620m 11s (- 2800m 49s) completed: 18%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6748  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.668
ep/it:272-  23 niter:104200  620m 30s (- 2800m 37s) completed: 18%) loss_emb: 0.0026  loss: 1.2612  acc: 0.6721  lr: 0.0000 
ep/it:272-  73 niter:104250  620m 47s (- 2800m 15s) completed: 18%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6680  lr: 0.0000 
ep/it:272- 123 niter:104300  621m 4s (- 2799m 54s) completed: 18%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6729  lr: 0.0000 
ep/it:272- 173 niter:104350  621m 21s (- 2799m 32s) completed: 18%) loss_emb: 0.0027  loss: 1.2986  acc: 0.6619  lr: 0.0000 
ep/it:272- 223 niter:104400  621m 37s (- 2799m 7s) completed: 18%) loss_emb: 0.0026  loss: 1.2774  acc: 0.6685  lr: 0.0000 
ep/it:272- 273 niter:104450  621m 54s (- 2798m 44s) completed: 18%) loss_emb: 0.0026  loss: 1.2489  acc: 0.6741  lr: 0.0000 
ep/it:272- 323 niter:104500  622m 11s (- 2798m 24s) completed: 18%) loss_emb: 0.0026  loss: 1.2725  acc: 0.6667  lr: 0.0000 
ep/it:272- 373 niter:104550  622m 30s (- 2798m 8s) completed: 18%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6715  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.672
ep/it:273-  40 niter:104600  622m 49s (- 2797m 57s) completed: 18%) loss_emb: 0.0026  loss: 1.2422  acc: 0.6758  lr: 0.0000 
ep/it:273-  90 niter:104650  623m 6s (- 2797m 36s) completed: 18%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6661  lr: 0.0000 
ep/it:273- 140 niter:104700  623m 24s (- 2797m 16s) completed: 18%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6686  lr: 0.0000 
ep/it:273- 190 niter:104750  623m 41s (- 2796m 54s) completed: 18%) loss_emb: 0.0026  loss: 1.2730  acc: 0.6689  lr: 0.0000 
ep/it:273- 240 niter:104800  623m 57s (- 2796m 29s) completed: 18%) loss_emb: 0.0027  loss: 1.2836  acc: 0.6663  lr: 0.0000 
ep/it:273- 290 niter:104850  624m 14s (- 2796m 9s) completed: 18%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6684  lr: 0.0000 
ep/it:273- 340 niter:104900  624m 31s (- 2795m 46s) completed: 18%) loss_emb: 0.0027  loss: 1.3123  acc: 0.6591  lr: 0.0000 
Validation time:
Validation loss:1.255, accuracy:0.682
ep/it:274-   7 niter:104950  624m 50s (- 2795m 35s) completed: 18%) loss_emb: 0.0027  loss: 1.2884  acc: 0.6642  lr: 0.0000 
ep/it:274-  57 niter:105000  625m 7s (- 2795m 10s) completed: 18%) loss_emb: 0.0027  loss: 1.2844  acc: 0.6639  lr: 0.0000 
ep/it:274- 107 niter:105050  625m 23s (- 2794m 46s) completed: 18%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6718  lr: 0.0000 
ep/it:274- 157 niter:105100  625m 40s (- 2794m 23s) completed: 18%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6717  lr: 0.0000 
ep/it:274- 207 niter:105150  625m 57s (- 2794m 3s) completed: 18%) loss_emb: 0.0027  loss: 1.2930  acc: 0.6641  lr: 0.0000 
ep/it:274- 257 niter:105200  626m 13s (- 2793m 38s) completed: 18%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6691  lr: 0.0000 
ep/it:274- 307 niter:105250  626m 31s (- 2793m 20s) completed: 18%) loss_emb: 0.0027  loss: 1.2914  acc: 0.6663  lr: 0.0000 
ep/it:274- 357 niter:105300  626m 48s (- 2792m 58s) completed: 18%) loss_emb: 0.0026  loss: 1.2827  acc: 0.6668  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.674
--> 	 Eva. Ep 275 :, FID. 4.2350, Diversity Real. 9.5034, Diversity. 7.6922, R_precision_real. [0.52194149 0.70212766 0.80452128], R_precision. [0.30452128 0.48537234 0.59507979], matching_score_real. 2.8952853679656982, matching_score_pred. 4.4062652587890625
ep/it:275-  24 niter:105350  627m 17s (- 2793m 28s) completed: 18%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6714  lr: 0.0000 
ep/it:275-  74 niter:105400  627m 35s (- 2793m 10s) completed: 18%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6666  lr: 0.0000 
ep/it:275- 124 niter:105450  627m 51s (- 2792m 47s) completed: 18%) loss_emb: 0.0026  loss: 1.2580  acc: 0.6734  lr: 0.0000 
ep/it:275- 174 niter:105500  628m 9s (- 2792m 29s) completed: 18%) loss_emb: 0.0026  loss: 1.2525  acc: 0.6728  lr: 0.0000 
ep/it:275- 224 niter:105550  628m 26s (- 2792m 8s) completed: 18%) loss_emb: 0.0027  loss: 1.2886  acc: 0.6632  lr: 0.0000 
ep/it:275- 274 niter:105600  628m 44s (- 2791m 49s) completed: 18%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6708  lr: 0.0000 
ep/it:275- 324 niter:105650  629m 1s (- 2791m 26s) completed: 18%) loss_emb: 0.0027  loss: 1.2818  acc: 0.6632  lr: 0.0000 
ep/it:275- 374 niter:105700  629m 17s (- 2791m 2s) completed: 18%) loss_emb: 0.0027  loss: 1.2862  acc: 0.6654  lr: 0.0000 
Validation time:
Validation loss:1.339, accuracy:0.659
ep/it:276-  41 niter:105750  629m 36s (- 2790m 50s) completed: 18%) loss_emb: 0.0027  loss: 1.2988  acc: 0.6598  lr: 0.0000 
ep/it:276-  91 niter:105800  629m 53s (- 2790m 29s) completed: 18%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6747  lr: 0.0000 
ep/it:276- 141 niter:105850  630m 10s (- 2790m 6s) completed: 18%) loss_emb: 0.0027  loss: 1.2875  acc: 0.6665  lr: 0.0000 
ep/it:276- 191 niter:105900  630m 27s (- 2789m 44s) completed: 18%) loss_emb: 0.0026  loss: 1.2704  acc: 0.6682  lr: 0.0000 
ep/it:276- 241 niter:105950  630m 44s (- 2789m 23s) completed: 18%) loss_emb: 0.0026  loss: 1.2690  acc: 0.6708  lr: 0.0000 
ep/it:276- 291 niter:106000  631m 1s (- 2789m 1s) completed: 18%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6690  lr: 0.0000 
ep/it:276- 341 niter:106050  631m 18s (- 2788m 39s) completed: 18%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6741  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.675
ep/it:277-   8 niter:106100  631m 37s (- 2788m 28s) completed: 18%) loss_emb: 0.0027  loss: 1.3021  acc: 0.6603  lr: 0.0000 
ep/it:277-  58 niter:106150  631m 55s (- 2788m 7s) completed: 18%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6741  lr: 0.0000 
ep/it:277- 108 niter:106200  632m 12s (- 2787m 46s) completed: 18%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6715  lr: 0.0000 
ep/it:277- 158 niter:106250  632m 29s (- 2787m 25s) completed: 18%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6684  lr: 0.0000 
ep/it:277- 208 niter:106300  632m 45s (- 2787m 1s) completed: 18%) loss_emb: 0.0026  loss: 1.2496  acc: 0.6742  lr: 0.0000 
ep/it:277- 258 niter:106350  633m 2s (- 2786m 37s) completed: 18%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6672  lr: 0.0000 
ep/it:277- 308 niter:106400  633m 19s (- 2786m 15s) completed: 18%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6668  lr: 0.0000 
ep/it:277- 358 niter:106450  633m 36s (- 2785m 54s) completed: 18%) loss_emb: 0.0027  loss: 1.2826  acc: 0.6651  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.667
ep/it:278-  25 niter:106500  633m 55s (- 2785m 43s) completed: 18%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6716  lr: 0.0000 
ep/it:278-  75 niter:106550  634m 12s (- 2785m 21s) completed: 18%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6733  lr: 0.0000 
ep/it:278- 125 niter:106600  634m 29s (- 2784m 59s) completed: 18%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6713  lr: 0.0000 
ep/it:278- 175 niter:106650  634m 46s (- 2784m 37s) completed: 18%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6726  lr: 0.0000 
ep/it:278- 225 niter:106700  635m 3s (- 2784m 13s) completed: 18%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6707  lr: 0.0000 
ep/it:278- 275 niter:106750  635m 20s (- 2783m 51s) completed: 18%) loss_emb: 0.0026  loss: 1.2612  acc: 0.6697  lr: 0.0000 
ep/it:278- 325 niter:106800  635m 36s (- 2783m 30s) completed: 18%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6706  lr: 0.0000 
ep/it:278- 375 niter:106850  635m 53s (- 2783m 8s) completed: 18%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6730  lr: 0.0000 
Validation time:
Validation loss:1.281, accuracy:0.676
ep/it:279-  42 niter:106900  636m 13s (- 2782m 57s) completed: 18%) loss_emb: 0.0027  loss: 1.2857  acc: 0.6655  lr: 0.0000 
ep/it:279-  92 niter:106950  636m 30s (- 2782m 35s) completed: 18%) loss_emb: 0.0026  loss: 1.2432  acc: 0.6761  lr: 0.0000 
ep/it:279- 142 niter:107000  636m 47s (- 2782m 14s) completed: 18%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6710  lr: 0.0000 
ep/it:279- 192 niter:107050  637m 4s (- 2781m 53s) completed: 18%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6713  lr: 0.0000 
ep/it:279- 242 niter:107100  637m 21s (- 2781m 30s) completed: 18%) loss_emb: 0.0026  loss: 1.2722  acc: 0.6670  lr: 0.0000 
ep/it:279- 292 niter:107150  637m 38s (- 2781m 9s) completed: 18%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6691  lr: 0.0000 
ep/it:279- 342 niter:107200  637m 55s (- 2780m 46s) completed: 18%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6744  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.671
--> 	 Eva. Ep 280 :, FID. 4.3680, Diversity Real. 9.2405, Diversity. 7.7306, R_precision_real. [0.51462766 0.71476064 0.79454787], R_precision. [0.30518617 0.47606383 0.59906915], matching_score_real. 2.936898708343506, matching_score_pred. 4.392837047576904
ep/it:280-   9 niter:107250  638m 22s (- 2781m 11s) completed: 18%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6717  lr: 0.0000 
ep/it:280-  59 niter:107300  638m 39s (- 2780m 50s) completed: 18%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6724  lr: 0.0000 
ep/it:280- 109 niter:107350  638m 56s (- 2780m 28s) completed: 18%) loss_emb: 0.0027  loss: 1.3028  acc: 0.6616  lr: 0.0000 
ep/it:280- 159 niter:107400  639m 13s (- 2780m 5s) completed: 18%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6693  lr: 0.0000 
ep/it:280- 209 niter:107450  639m 30s (- 2779m 42s) completed: 18%) loss_emb: 0.0027  loss: 1.2942  acc: 0.6650  lr: 0.0000 
ep/it:280- 259 niter:107500  639m 47s (- 2779m 22s) completed: 18%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6697  lr: 0.0000 
ep/it:280- 309 niter:107550  640m 4s (- 2778m 59s) completed: 18%) loss_emb: 0.0027  loss: 1.3016  acc: 0.6622  lr: 0.0000 
ep/it:280- 359 niter:107600  640m 21s (- 2778m 37s) completed: 18%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6737  lr: 0.0000 
Validation time:
Validation loss:1.281, accuracy:0.675
ep/it:281-  26 niter:107650  640m 40s (- 2778m 26s) completed: 18%) loss_emb: 0.0026  loss: 1.2519  acc: 0.6723  lr: 0.0000 
ep/it:281-  76 niter:107700  640m 57s (- 2778m 4s) completed: 18%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6671  lr: 0.0000 
ep/it:281- 126 niter:107750  641m 14s (- 2777m 43s) completed: 18%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6699  lr: 0.0000 
ep/it:281- 176 niter:107800  641m 31s (- 2777m 21s) completed: 18%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6693  lr: 0.0000 
ep/it:281- 226 niter:107850  641m 48s (- 2776m 59s) completed: 18%) loss_emb: 0.0026  loss: 1.2835  acc: 0.6667  lr: 0.0000 
ep/it:281- 276 niter:107900  642m 5s (- 2776m 37s) completed: 18%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6714  lr: 0.0000 
ep/it:281- 326 niter:107950  642m 22s (- 2776m 18s) completed: 18%) loss_emb: 0.0026  loss: 1.2770  acc: 0.6686  lr: 0.0000 
ep/it:281- 376 niter:108000  642m 39s (- 2775m 55s) completed: 18%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6674  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.677
ep/it:282-  43 niter:108050  643m 1s (- 2775m 55s) completed: 18%) loss_emb: 0.0027  loss: 1.2760  acc: 0.6658  lr: 0.0000 
ep/it:282-  93 niter:108100  643m 18s (- 2775m 34s) completed: 18%) loss_emb: 0.0026  loss: 1.2664  acc: 0.6695  lr: 0.0000 
ep/it:282- 143 niter:108150  643m 35s (- 2775m 11s) completed: 18%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6693  lr: 0.0000 
ep/it:282- 193 niter:108200  643m 51s (- 2774m 47s) completed: 18%) loss_emb: 0.0027  loss: 1.2852  acc: 0.6655  lr: 0.0000 
ep/it:282- 243 niter:108250  644m 8s (- 2774m 25s) completed: 18%) loss_emb: 0.0027  loss: 1.2797  acc: 0.6661  lr: 0.0000 
ep/it:282- 293 niter:108300  644m 25s (- 2774m 4s) completed: 18%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6704  lr: 0.0000 
ep/it:282- 343 niter:108350  644m 42s (- 2773m 40s) completed: 18%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6657  lr: 0.0000 
Validation time:
Validation loss:1.280, accuracy:0.679
ep/it:283-  10 niter:108400  645m 1s (- 2773m 28s) completed: 18%) loss_emb: 0.0027  loss: 1.2837  acc: 0.6647  lr: 0.0000 
ep/it:283-  60 niter:108450  645m 18s (- 2773m 6s) completed: 18%) loss_emb: 0.0026  loss: 1.2573  acc: 0.6696  lr: 0.0000 
ep/it:283- 110 niter:108500  645m 35s (- 2772m 45s) completed: 18%) loss_emb: 0.0027  loss: 1.2805  acc: 0.6659  lr: 0.0000 
ep/it:283- 160 niter:108550  645m 52s (- 2772m 24s) completed: 18%) loss_emb: 0.0027  loss: 1.3090  acc: 0.6583  lr: 0.0000 
ep/it:283- 210 niter:108600  646m 8s (- 2772m 1s) completed: 18%) loss_emb: 0.0027  loss: 1.3020  acc: 0.6578  lr: 0.0000 
ep/it:283- 260 niter:108650  646m 26s (- 2771m 41s) completed: 18%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6720  lr: 0.0000 
ep/it:283- 310 niter:108700  646m 43s (- 2771m 20s) completed: 18%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6694  lr: 0.0000 
ep/it:283- 360 niter:108750  647m 0s (- 2771m 0s) completed: 18%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.242, accuracy:0.688
Improved accuracy from 0.68 to 0.6875441566757534!!!
ep/it:284-  27 niter:108800  647m 20s (- 2770m 48s) completed: 18%) loss_emb: 0.0027  loss: 1.2777  acc: 0.6660  lr: 0.0000 
ep/it:284-  77 niter:108850  647m 36s (- 2770m 26s) completed: 18%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6712  lr: 0.0000 
ep/it:284- 127 niter:108900  647m 53s (- 2770m 4s) completed: 18%) loss_emb: 0.0026  loss: 1.2808  acc: 0.6668  lr: 0.0000 
ep/it:284- 177 niter:108950  648m 11s (- 2769m 44s) completed: 18%) loss_emb: 0.0026  loss: 1.2401  acc: 0.6775  lr: 0.0000 
ep/it:284- 227 niter:109000  648m 27s (- 2769m 21s) completed: 18%) loss_emb: 0.0027  loss: 1.2961  acc: 0.6609  lr: 0.0000 
ep/it:284- 277 niter:109050  648m 45s (- 2769m 1s) completed: 18%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6685  lr: 0.0000 
ep/it:284- 327 niter:109100  649m 2s (- 2768m 41s) completed: 18%) loss_emb: 0.0026  loss: 1.2488  acc: 0.6697  lr: 0.0000 
ep/it:284- 377 niter:109150  649m 19s (- 2768m 18s) completed: 18%) loss_emb: 0.0027  loss: 1.2869  acc: 0.6668  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.668
--> 	 Eva. Ep 285 :, FID. 4.2856, Diversity Real. 9.5973, Diversity. 7.8474, R_precision_real. [0.50664894 0.70345745 0.79255319], R_precision. [0.31183511 0.4893617  0.60106383], matching_score_real. 2.911614179611206, matching_score_pred. 4.349727153778076
ep/it:285-  44 niter:109200  649m 46s (- 2768m 42s) completed: 19%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6666  lr: 0.0000 
ep/it:285-  94 niter:109250  650m 3s (- 2768m 20s) completed: 19%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6714  lr: 0.0000 
ep/it:285- 144 niter:109300  650m 20s (- 2767m 59s) completed: 19%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6703  lr: 0.0000 
ep/it:285- 194 niter:109350  650m 37s (- 2767m 37s) completed: 19%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6734  lr: 0.0000 
ep/it:285- 244 niter:109400  650m 54s (- 2767m 15s) completed: 19%) loss_emb: 0.0026  loss: 1.2720  acc: 0.6681  lr: 0.0000 
ep/it:285- 294 niter:109450  651m 11s (- 2766m 52s) completed: 19%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6689  lr: 0.0000 
ep/it:285- 344 niter:109500  651m 27s (- 2766m 29s) completed: 19%) loss_emb: 0.0027  loss: 1.2958  acc: 0.6656  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.672
ep/it:286-  11 niter:109550  651m 47s (- 2766m 18s) completed: 19%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6696  lr: 0.0000 
ep/it:286-  61 niter:109600  652m 4s (- 2765m 56s) completed: 19%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6755  lr: 0.0000 
ep/it:286- 111 niter:109650  652m 21s (- 2765m 36s) completed: 19%) loss_emb: 0.0027  loss: 1.2826  acc: 0.6648  lr: 0.0000 
ep/it:286- 161 niter:109700  652m 38s (- 2765m 15s) completed: 19%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6681  lr: 0.0000 
ep/it:286- 211 niter:109750  652m 55s (- 2764m 54s) completed: 19%) loss_emb: 0.0027  loss: 1.2863  acc: 0.6660  lr: 0.0000 
ep/it:286- 261 niter:109800  653m 14s (- 2764m 41s) completed: 19%) loss_emb: 0.0027  loss: 1.2933  acc: 0.6600  lr: 0.0000 
ep/it:286- 311 niter:109850  653m 34s (- 2764m 30s) completed: 19%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6717  lr: 0.0000 
ep/it:286- 361 niter:109900  653m 51s (- 2764m 9s) completed: 19%) loss_emb: 0.0026  loss: 1.2750  acc: 0.6688  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.681
ep/it:287-  28 niter:109950  654m 10s (- 2763m 57s) completed: 19%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6681  lr: 0.0000 
ep/it:287-  78 niter:110000  654m 27s (- 2763m 36s) completed: 19%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6730  lr: 0.0000 
ep/it:287- 128 niter:110050  654m 44s (- 2763m 14s) completed: 19%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6672  lr: 0.0000 
ep/it:287- 178 niter:110100  655m 1s (- 2762m 51s) completed: 19%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6693  lr: 0.0000 
ep/it:287- 228 niter:110150  655m 18s (- 2762m 30s) completed: 19%) loss_emb: 0.0026  loss: 1.2564  acc: 0.6701  lr: 0.0000 
ep/it:287- 278 niter:110200  655m 35s (- 2762m 8s) completed: 19%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6751  lr: 0.0000 
ep/it:287- 328 niter:110250  655m 52s (- 2761m 46s) completed: 19%) loss_emb: 0.0026  loss: 1.2611  acc: 0.6690  lr: 0.0000 
ep/it:287- 378 niter:110300  656m 9s (- 2761m 25s) completed: 19%) loss_emb: 0.0027  loss: 1.2930  acc: 0.6630  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.669
ep/it:288-  45 niter:110350  656m 28s (- 2761m 13s) completed: 19%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6682  lr: 0.0000 
ep/it:288-  95 niter:110400  656m 45s (- 2760m 51s) completed: 19%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6721  lr: 0.0000 
ep/it:288- 145 niter:110450  657m 2s (- 2760m 29s) completed: 19%) loss_emb: 0.0026  loss: 1.2537  acc: 0.6707  lr: 0.0000 
ep/it:288- 195 niter:110500  657m 18s (- 2760m 5s) completed: 19%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6734  lr: 0.0000 
ep/it:288- 245 niter:110550  657m 35s (- 2759m 43s) completed: 19%) loss_emb: 0.0027  loss: 1.3076  acc: 0.6623  lr: 0.0000 
ep/it:288- 295 niter:110600  657m 52s (- 2759m 22s) completed: 19%) loss_emb: 0.0027  loss: 1.2847  acc: 0.6657  lr: 0.0000 
ep/it:288- 345 niter:110650  658m 8s (- 2758m 58s) completed: 19%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6697  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.674
ep/it:289-  12 niter:110700  658m 27s (- 2758m 46s) completed: 19%) loss_emb: 0.0026  loss: 1.2720  acc: 0.6685  lr: 0.0000 
ep/it:289-  62 niter:110750  658m 44s (- 2758m 23s) completed: 19%) loss_emb: 0.0026  loss: 1.2650  acc: 0.6694  lr: 0.0000 
ep/it:289- 112 niter:110800  659m 1s (- 2758m 2s) completed: 19%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6751  lr: 0.0000 
ep/it:289- 162 niter:110850  659m 18s (- 2757m 38s) completed: 19%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6702  lr: 0.0000 
ep/it:289- 212 niter:110900  659m 34s (- 2757m 16s) completed: 19%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6683  lr: 0.0000 
ep/it:289- 262 niter:110950  659m 52s (- 2756m 56s) completed: 19%) loss_emb: 0.0026  loss: 1.2744  acc: 0.6692  lr: 0.0000 
ep/it:289- 312 niter:111000  660m 8s (- 2756m 32s) completed: 19%) loss_emb: 0.0027  loss: 1.2872  acc: 0.6637  lr: 0.0000 
ep/it:289- 362 niter:111050  660m 26s (- 2756m 13s) completed: 19%) loss_emb: 0.0027  loss: 1.2809  acc: 0.6649  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.675
--> 	 Eva. Ep 290 :, FID. 4.3163, Diversity Real. 9.3902, Diversity. 7.7842, R_precision_real. [0.51994681 0.71276596 0.80053191], R_precision. [0.30718085 0.4893617  0.60039894], matching_score_real. 2.92924165725708, matching_score_pred. 4.350378036499023
ep/it:290-  29 niter:111100  660m 53s (- 2756m 36s) completed: 19%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6726  lr: 0.0000 
ep/it:290-  79 niter:111150  661m 10s (- 2756m 14s) completed: 19%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6714  lr: 0.0000 
ep/it:290- 129 niter:111200  661m 27s (- 2755m 53s) completed: 19%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6713  lr: 0.0000 
ep/it:290- 179 niter:111250  661m 43s (- 2755m 29s) completed: 19%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6686  lr: 0.0000 
ep/it:290- 229 niter:111300  662m 0s (- 2755m 7s) completed: 19%) loss_emb: 0.0026  loss: 1.2784  acc: 0.6679  lr: 0.0000 
ep/it:290- 279 niter:111350  662m 17s (- 2754m 45s) completed: 19%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6702  lr: 0.0000 
ep/it:290- 329 niter:111400  662m 35s (- 2754m 25s) completed: 19%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6720  lr: 0.0000 
ep/it:290- 379 niter:111450  662m 52s (- 2754m 4s) completed: 19%) loss_emb: 0.0027  loss: 1.2980  acc: 0.6622  lr: 0.0000 
Validation time:
Validation loss:1.255, accuracy:0.683
ep/it:291-  46 niter:111500  663m 11s (- 2753m 51s) completed: 19%) loss_emb: 0.0027  loss: 1.2810  acc: 0.6642  lr: 0.0000 
ep/it:291-  96 niter:111550  663m 28s (- 2753m 31s) completed: 19%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6703  lr: 0.0000 
ep/it:291- 146 niter:111600  663m 45s (- 2753m 10s) completed: 19%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6723  lr: 0.0000 
ep/it:291- 196 niter:111650  664m 2s (- 2752m 49s) completed: 19%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6670  lr: 0.0000 
ep/it:291- 246 niter:111700  664m 22s (- 2752m 39s) completed: 19%) loss_emb: 0.0027  loss: 1.2888  acc: 0.6657  lr: 0.0000 
ep/it:291- 296 niter:111750  664m 39s (- 2752m 18s) completed: 19%) loss_emb: 0.0027  loss: 1.2891  acc: 0.6625  lr: 0.0000 
ep/it:291- 346 niter:111800  664m 56s (- 2751m 56s) completed: 19%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6688  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.672
ep/it:292-  13 niter:111850  665m 15s (- 2751m 45s) completed: 19%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6697  lr: 0.0000 
ep/it:292-  63 niter:111900  665m 32s (- 2751m 22s) completed: 19%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6716  lr: 0.0000 
ep/it:292- 113 niter:111950  665m 49s (- 2751m 0s) completed: 19%) loss_emb: 0.0027  loss: 1.2792  acc: 0.6672  lr: 0.0000 
ep/it:292- 163 niter:112000  666m 5s (- 2750m 36s) completed: 19%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6699  lr: 0.0000 
ep/it:292- 213 niter:112050  666m 22s (- 2750m 15s) completed: 19%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6691  lr: 0.0000 
ep/it:292- 263 niter:112100  666m 39s (- 2749m 52s) completed: 19%) loss_emb: 0.0027  loss: 1.2901  acc: 0.6648  lr: 0.0000 
ep/it:292- 313 niter:112150  666m 55s (- 2749m 29s) completed: 19%) loss_emb: 0.0027  loss: 1.2829  acc: 0.6662  lr: 0.0000 
ep/it:292- 363 niter:112200  667m 13s (- 2749m 9s) completed: 19%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6728  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.676
ep/it:293-  30 niter:112250  667m 32s (- 2748m 56s) completed: 19%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6710  lr: 0.0000 
ep/it:293-  80 niter:112300  667m 51s (- 2748m 43s) completed: 19%) loss_emb: 0.0026  loss: 1.2690  acc: 0.6686  lr: 0.0000 
ep/it:293- 130 niter:112350  668m 8s (- 2748m 23s) completed: 19%) loss_emb: 0.0026  loss: 1.2604  acc: 0.6712  lr: 0.0000 
ep/it:293- 180 niter:112400  668m 25s (- 2748m 2s) completed: 19%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6689  lr: 0.0000 
ep/it:293- 230 niter:112450  668m 42s (- 2747m 39s) completed: 19%) loss_emb: 0.0026  loss: 1.2758  acc: 0.6674  lr: 0.0000 
ep/it:293- 280 niter:112500  668m 58s (- 2747m 14s) completed: 19%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6704  lr: 0.0000 
ep/it:293- 330 niter:112550  669m 14s (- 2746m 51s) completed: 19%) loss_emb: 0.0026  loss: 1.2664  acc: 0.6700  lr: 0.0000 
ep/it:293- 380 niter:112600  669m 31s (- 2746m 26s) completed: 19%) loss_emb: 0.0027  loss: 1.2917  acc: 0.6647  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.675
ep/it:294-  47 niter:112650  669m 49s (- 2746m 13s) completed: 19%) loss_emb: 0.0027  loss: 1.2851  acc: 0.6644  lr: 0.0000 
ep/it:294-  97 niter:112700  670m 6s (- 2745m 48s) completed: 19%) loss_emb: 0.0026  loss: 1.2503  acc: 0.6739  lr: 0.0000 
ep/it:294- 147 niter:112750  670m 22s (- 2745m 25s) completed: 19%) loss_emb: 0.0027  loss: 1.3040  acc: 0.6622  lr: 0.0000 
ep/it:294- 197 niter:112800  670m 38s (- 2745m 1s) completed: 19%) loss_emb: 0.0027  loss: 1.2908  acc: 0.6638  lr: 0.0000 
ep/it:294- 247 niter:112850  670m 55s (- 2744m 36s) completed: 19%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6745  lr: 0.0000 
ep/it:294- 297 niter:112900  671m 11s (- 2744m 14s) completed: 19%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6706  lr: 0.0000 
ep/it:294- 347 niter:112950  671m 28s (- 2743m 52s) completed: 19%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6715  lr: 0.0000 
Validation time:
Validation loss:1.264, accuracy:0.680
--> 	 Eva. Ep 295 :, FID. 4.2246, Diversity Real. 9.5639, Diversity. 7.6884, R_precision_real. [0.50930851 0.68617021 0.78856383], R_precision. [0.29787234 0.47805851 0.59773936], matching_score_real. 2.8880603313446045, matching_score_pred. 4.362876892089844
ep/it:295-  14 niter:113000  671m 56s (- 2744m 15s) completed: 19%) loss_emb: 0.0027  loss: 1.2757  acc: 0.6670  lr: 0.0000 
ep/it:295-  64 niter:113050  672m 12s (- 2743m 51s) completed: 19%) loss_emb: 0.0026  loss: 1.2822  acc: 0.6683  lr: 0.0000 
ep/it:295- 114 niter:113100  672m 29s (- 2743m 29s) completed: 19%) loss_emb: 0.0026  loss: 1.2753  acc: 0.6682  lr: 0.0000 
ep/it:295- 164 niter:113150  672m 46s (- 2743m 9s) completed: 19%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6719  lr: 0.0000 
ep/it:295- 214 niter:113200  673m 3s (- 2742m 44s) completed: 19%) loss_emb: 0.0026  loss: 1.2628  acc: 0.6669  lr: 0.0000 
ep/it:295- 264 niter:113250  673m 19s (- 2742m 19s) completed: 19%) loss_emb: 0.0027  loss: 1.2930  acc: 0.6636  lr: 0.0000 
ep/it:295- 314 niter:113300  673m 36s (- 2741m 58s) completed: 19%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6713  lr: 0.0000 
ep/it:295- 364 niter:113350  673m 52s (- 2741m 34s) completed: 19%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6733  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.671
ep/it:296-  31 niter:113400  674m 11s (- 2741m 21s) completed: 19%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6739  lr: 0.0000 
ep/it:296-  81 niter:113450  674m 28s (- 2740m 58s) completed: 19%) loss_emb: 0.0027  loss: 1.2817  acc: 0.6669  lr: 0.0000 
ep/it:296- 131 niter:113500  674m 45s (- 2740m 37s) completed: 19%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6723  lr: 0.0000 
ep/it:296- 181 niter:113550  675m 1s (- 2740m 14s) completed: 19%) loss_emb: 0.0027  loss: 1.2897  acc: 0.6630  lr: 0.0000 
ep/it:296- 231 niter:113600  675m 18s (- 2739m 50s) completed: 19%) loss_emb: 0.0026  loss: 1.2582  acc: 0.6738  lr: 0.0000 
ep/it:296- 281 niter:113650  675m 34s (- 2739m 28s) completed: 19%) loss_emb: 0.0027  loss: 1.2899  acc: 0.6650  lr: 0.0000 
ep/it:296- 331 niter:113700  675m 50s (- 2739m 3s) completed: 19%) loss_emb: 0.0027  loss: 1.2875  acc: 0.6655  lr: 0.0000 
ep/it:296- 381 niter:113750  676m 7s (- 2738m 40s) completed: 19%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6690  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.674
ep/it:297-  48 niter:113800  676m 26s (- 2738m 26s) completed: 19%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6675  lr: 0.0000 
ep/it:297-  98 niter:113850  676m 42s (- 2738m 2s) completed: 19%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6745  lr: 0.0000 
ep/it:297- 148 niter:113900  676m 58s (- 2737m 38s) completed: 19%) loss_emb: 0.0027  loss: 1.2808  acc: 0.6651  lr: 0.0000 
ep/it:297- 198 niter:113950  677m 15s (- 2737m 16s) completed: 19%) loss_emb: 0.0026  loss: 1.2544  acc: 0.6735  lr: 0.0000 
ep/it:297- 248 niter:114000  677m 32s (- 2736m 56s) completed: 19%) loss_emb: 0.0027  loss: 1.2869  acc: 0.6652  lr: 0.0000 
ep/it:297- 298 niter:114050  677m 49s (- 2736m 32s) completed: 19%) loss_emb: 0.0027  loss: 1.2831  acc: 0.6630  lr: 0.0000 
ep/it:297- 348 niter:114100  678m 6s (- 2736m 11s) completed: 19%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6764  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.677
ep/it:298-  15 niter:114150  678m 25s (- 2735m 58s) completed: 19%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6694  lr: 0.0000 
ep/it:298-  65 niter:114200  678m 41s (- 2735m 35s) completed: 19%) loss_emb: 0.0027  loss: 1.2870  acc: 0.6635  lr: 0.0000 
ep/it:298- 115 niter:114250  678m 57s (- 2735m 10s) completed: 19%) loss_emb: 0.0027  loss: 1.2823  acc: 0.6661  lr: 0.0000 
ep/it:298- 165 niter:114300  679m 14s (- 2734m 46s) completed: 19%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6676  lr: 0.0000 
ep/it:298- 215 niter:114350  679m 30s (- 2734m 22s) completed: 19%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6672  lr: 0.0000 
ep/it:298- 265 niter:114400  679m 46s (- 2733m 56s) completed: 19%) loss_emb: 0.0026  loss: 1.2785  acc: 0.6681  lr: 0.0000 
ep/it:298- 315 niter:114450  680m 2s (- 2733m 31s) completed: 19%) loss_emb: 0.0026  loss: 1.2467  acc: 0.6755  lr: 0.0000 
ep/it:298- 365 niter:114500  680m 18s (- 2733m 7s) completed: 19%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6695  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.668
ep/it:299-  32 niter:114550  680m 37s (- 2732m 55s) completed: 19%) loss_emb: 0.0026  loss: 1.2850  acc: 0.6680  lr: 0.0000 
ep/it:299-  82 niter:114600  680m 54s (- 2732m 32s) completed: 19%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6667  lr: 0.0000 
ep/it:299- 132 niter:114650  681m 11s (- 2732m 10s) completed: 19%) loss_emb: 0.0027  loss: 1.2762  acc: 0.6666  lr: 0.0000 
ep/it:299- 182 niter:114700  681m 28s (- 2731m 48s) completed: 19%) loss_emb: 0.0027  loss: 1.2753  acc: 0.6661  lr: 0.0000 
ep/it:299- 232 niter:114750  681m 45s (- 2731m 27s) completed: 19%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6677  lr: 0.0000 
ep/it:299- 282 niter:114800  682m 1s (- 2731m 6s) completed: 19%) loss_emb: 0.0027  loss: 1.2803  acc: 0.6661  lr: 0.0000 
ep/it:299- 332 niter:114850  682m 18s (- 2730m 43s) completed: 19%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6735  lr: 0.0000 
ep/it:299- 382 niter:114900  682m 35s (- 2730m 22s) completed: 20%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6758  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.673
--> 	 Eva. Ep 300 :, FID. 4.5119, Diversity Real. 9.4622, Diversity. 7.7088, R_precision_real. [0.48071809 0.66755319 0.77992021], R_precision. [0.29720745 0.46143617 0.58045213], matching_score_real. 2.9424731731414795, matching_score_pred. 4.464282512664795
ep/it:300-  49 niter:114950  683m 5s (- 2730m 51s) completed: 20%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6704  lr: 0.0000 
ep/it:300-  99 niter:115000  683m 21s (- 2730m 26s) completed: 20%) loss_emb: 0.0027  loss: 1.2934  acc: 0.6653  lr: 0.0000 
ep/it:300- 149 niter:115050  683m 37s (- 2730m 1s) completed: 20%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6708  lr: 0.0000 
ep/it:300- 199 niter:115100  683m 53s (- 2729m 39s) completed: 20%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6721  lr: 0.0000 
ep/it:300- 249 niter:115150  684m 10s (- 2729m 16s) completed: 20%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6712  lr: 0.0000 
ep/it:300- 299 niter:115200  684m 28s (- 2728m 57s) completed: 20%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6688  lr: 0.0000 
ep/it:300- 349 niter:115250  684m 44s (- 2728m 34s) completed: 20%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6733  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.669
ep/it:301-  16 niter:115300  685m 3s (- 2728m 21s) completed: 20%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6692  lr: 0.0000 
ep/it:301-  66 niter:115350  685m 19s (- 2727m 56s) completed: 20%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6747  lr: 0.0000 
ep/it:301- 116 niter:115400  685m 35s (- 2727m 31s) completed: 20%) loss_emb: 0.0026  loss: 1.2587  acc: 0.6719  lr: 0.0000 
ep/it:301- 166 niter:115450  685m 52s (- 2727m 8s) completed: 20%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6728  lr: 0.0000 
ep/it:301- 216 niter:115500  686m 8s (- 2726m 45s) completed: 20%) loss_emb: 0.0026  loss: 1.2828  acc: 0.6678  lr: 0.0000 
ep/it:301- 266 niter:115550  686m 25s (- 2726m 22s) completed: 20%) loss_emb: 0.0026  loss: 1.2480  acc: 0.6746  lr: 0.0000 
ep/it:301- 316 niter:115600  686m 42s (- 2726m 1s) completed: 20%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6743  lr: 0.0000 
ep/it:301- 366 niter:115650  686m 58s (- 2725m 37s) completed: 20%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.674
ep/it:302-  33 niter:115700  687m 17s (- 2725m 24s) completed: 20%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6682  lr: 0.0000 
ep/it:302-  83 niter:115750  687m 33s (- 2725m 0s) completed: 20%) loss_emb: 0.0026  loss: 1.2534  acc: 0.6725  lr: 0.0000 
ep/it:302- 133 niter:115800  687m 50s (- 2724m 38s) completed: 20%) loss_emb: 0.0027  loss: 1.2785  acc: 0.6659  lr: 0.0000 
ep/it:302- 183 niter:115850  688m 6s (- 2724m 12s) completed: 20%) loss_emb: 0.0027  loss: 1.2907  acc: 0.6625  lr: 0.0000 
ep/it:302- 233 niter:115900  688m 22s (- 2723m 49s) completed: 20%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6755  lr: 0.0000 
ep/it:302- 283 niter:115950  688m 39s (- 2723m 26s) completed: 20%) loss_emb: 0.0027  loss: 1.2743  acc: 0.6669  lr: 0.0000 
ep/it:302- 333 niter:116000  688m 55s (- 2723m 3s) completed: 20%) loss_emb: 0.0026  loss: 1.2411  acc: 0.6764  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.678
ep/it:303-   0 niter:116050  689m 14s (- 2722m 49s) completed: 20%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6724  lr: 0.0000 
ep/it:303-  50 niter:116100  689m 30s (- 2722m 24s) completed: 20%) loss_emb: 0.0026  loss: 1.2493  acc: 0.6744  lr: 0.0000 
ep/it:303- 100 niter:116150  689m 46s (- 2722m 0s) completed: 20%) loss_emb: 0.0027  loss: 1.2925  acc: 0.6650  lr: 0.0000 
ep/it:303- 150 niter:116200  690m 5s (- 2721m 46s) completed: 20%) loss_emb: 0.0027  loss: 1.2729  acc: 0.6651  lr: 0.0000 
ep/it:303- 200 niter:116250  690m 22s (- 2721m 25s) completed: 20%) loss_emb: 0.0027  loss: 1.2862  acc: 0.6639  lr: 0.0000 
ep/it:303- 250 niter:116300  690m 41s (- 2721m 10s) completed: 20%) loss_emb: 0.0027  loss: 1.2791  acc: 0.6671  lr: 0.0000 
ep/it:303- 300 niter:116350  690m 58s (- 2720m 49s) completed: 20%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6682  lr: 0.0000 
ep/it:303- 350 niter:116400  691m 15s (- 2720m 29s) completed: 20%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6674  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.673
ep/it:304-  17 niter:116450  691m 34s (- 2720m 18s) completed: 20%) loss_emb: 0.0027  loss: 1.2888  acc: 0.6630  lr: 0.0000 
ep/it:304-  67 niter:116500  691m 51s (- 2719m 56s) completed: 20%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6673  lr: 0.0000 
ep/it:304- 117 niter:116550  692m 8s (- 2719m 35s) completed: 20%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6733  lr: 0.0000 
ep/it:304- 167 niter:116600  692m 25s (- 2719m 14s) completed: 20%) loss_emb: 0.0027  loss: 1.2749  acc: 0.6648  lr: 0.0000 
ep/it:304- 217 niter:116650  692m 42s (- 2718m 52s) completed: 20%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6713  lr: 0.0000 
ep/it:304- 267 niter:116700  693m 0s (- 2718m 36s) completed: 20%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6676  lr: 0.0000 
ep/it:304- 317 niter:116750  693m 18s (- 2718m 18s) completed: 20%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6701  lr: 0.0000 
ep/it:304- 367 niter:116800  693m 38s (- 2718m 8s) completed: 20%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.248, accuracy:0.685
--> 	 Eva. Ep 305 :, FID. 4.0768, Diversity Real. 9.6112, Diversity. 7.7689, R_precision_real. [0.5206117  0.70744681 0.80119681], R_precision. [0.30119681 0.4787234  0.59375   ], matching_score_real. 2.8922371864318848, matching_score_pred. 4.404918193817139
ep/it:305-  34 niter:116850  694m 7s (- 2718m 33s) completed: 20%) loss_emb: 0.0027  loss: 1.2923  acc: 0.6643  lr: 0.0000 
ep/it:305-  84 niter:116900  694m 24s (- 2718m 12s) completed: 20%) loss_emb: 0.0026  loss: 1.2402  acc: 0.6764  lr: 0.0000 
ep/it:305- 134 niter:116950  694m 41s (- 2717m 54s) completed: 20%) loss_emb: 0.0026  loss: 1.2706  acc: 0.6726  lr: 0.0000 
ep/it:305- 184 niter:117000  694m 58s (- 2717m 32s) completed: 20%) loss_emb: 0.0026  loss: 1.2639  acc: 0.6688  lr: 0.0000 
ep/it:305- 234 niter:117050  695m 15s (- 2717m 12s) completed: 20%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6683  lr: 0.0000 
ep/it:305- 284 niter:117100  695m 32s (- 2716m 50s) completed: 20%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6691  lr: 0.0000 
ep/it:305- 334 niter:117150  695m 49s (- 2716m 29s) completed: 20%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6690  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.680
ep/it:306-   1 niter:117200  696m 9s (- 2716m 18s) completed: 20%) loss_emb: 0.0026  loss: 1.2649  acc: 0.6692  lr: 0.0000 
ep/it:306-  51 niter:117250  696m 26s (- 2715m 57s) completed: 20%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6733  lr: 0.0000 
ep/it:306- 101 niter:117300  696m 43s (- 2715m 36s) completed: 20%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6689  lr: 0.0000 
ep/it:306- 151 niter:117350  697m 0s (- 2715m 17s) completed: 20%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6752  lr: 0.0000 
ep/it:306- 201 niter:117400  697m 17s (- 2714m 55s) completed: 20%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6738  lr: 0.0000 
ep/it:306- 251 niter:117450  697m 34s (- 2714m 35s) completed: 20%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6684  lr: 0.0000 
ep/it:306- 301 niter:117500  697m 51s (- 2714m 14s) completed: 20%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6713  lr: 0.0000 
ep/it:306- 351 niter:117550  698m 8s (- 2713m 53s) completed: 20%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.677
ep/it:307-  18 niter:117600  698m 28s (- 2713m 44s) completed: 20%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6776  lr: 0.0000 
ep/it:307-  68 niter:117650  698m 46s (- 2713m 27s) completed: 20%) loss_emb: 0.0027  loss: 1.2743  acc: 0.6662  lr: 0.0000 
ep/it:307- 118 niter:117700  699m 4s (- 2713m 8s) completed: 20%) loss_emb: 0.0027  loss: 1.2868  acc: 0.6640  lr: 0.0000 
ep/it:307- 168 niter:117750  699m 21s (- 2712m 47s) completed: 20%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6692  lr: 0.0000 
ep/it:307- 218 niter:117800  699m 38s (- 2712m 26s) completed: 20%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6748  lr: 0.0000 
ep/it:307- 268 niter:117850  699m 55s (- 2712m 4s) completed: 20%) loss_emb: 0.0026  loss: 1.2466  acc: 0.6734  lr: 0.0000 
ep/it:307- 318 niter:117900  700m 12s (- 2711m 43s) completed: 20%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6709  lr: 0.0000 
ep/it:307- 368 niter:117950  700m 29s (- 2711m 23s) completed: 20%) loss_emb: 0.0027  loss: 1.2823  acc: 0.6665  lr: 0.0000 
Validation time:
Validation loss:1.337, accuracy:0.667
ep/it:308-  35 niter:118000  700m 48s (- 2711m 11s) completed: 20%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6728  lr: 0.0000 
ep/it:308-  85 niter:118050  701m 6s (- 2710m 52s) completed: 20%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6742  lr: 0.0000 
ep/it:308- 135 niter:118100  701m 23s (- 2710m 31s) completed: 20%) loss_emb: 0.0027  loss: 1.2805  acc: 0.6640  lr: 0.0000 
ep/it:308- 185 niter:118150  701m 40s (- 2710m 12s) completed: 20%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6738  lr: 0.0000 
ep/it:308- 235 niter:118200  701m 57s (- 2709m 50s) completed: 20%) loss_emb: 0.0026  loss: 1.2666  acc: 0.6706  lr: 0.0000 
ep/it:308- 285 niter:118250  702m 14s (- 2709m 29s) completed: 20%) loss_emb: 0.0027  loss: 1.2712  acc: 0.6667  lr: 0.0000 
ep/it:308- 335 niter:118300  702m 31s (- 2709m 8s) completed: 20%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6663  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.672
ep/it:309-   2 niter:118350  702m 50s (- 2708m 55s) completed: 20%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6718  lr: 0.0000 
ep/it:309-  52 niter:118400  703m 7s (- 2708m 34s) completed: 20%) loss_emb: 0.0027  loss: 1.2956  acc: 0.6631  lr: 0.0000 
ep/it:309- 102 niter:118450  703m 24s (- 2708m 14s) completed: 20%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6733  lr: 0.0000 
ep/it:309- 152 niter:118500  703m 41s (- 2707m 54s) completed: 20%) loss_emb: 0.0027  loss: 1.2831  acc: 0.6650  lr: 0.0000 
ep/it:309- 202 niter:118550  703m 59s (- 2707m 36s) completed: 20%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6678  lr: 0.0000 
ep/it:309- 252 niter:118600  704m 17s (- 2707m 16s) completed: 20%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6732  lr: 0.0000 
ep/it:309- 302 niter:118650  704m 34s (- 2706m 58s) completed: 20%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6679  lr: 0.0000 
ep/it:309- 352 niter:118700  704m 52s (- 2706m 40s) completed: 20%) loss_emb: 0.0026  loss: 1.2775  acc: 0.6669  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.668
--> 	 Eva. Ep 310 :, FID. 4.5998, Diversity Real. 9.5424, Diversity. 7.7910, R_precision_real. [0.49601064 0.7087766  0.80452128], R_precision. [0.28723404 0.46210106 0.58444149], matching_score_real. 2.9033684730529785, matching_score_pred. 4.469332695007324
ep/it:310-  19 niter:118750  705m 20s (- 2707m 1s) completed: 20%) loss_emb: 0.0027  loss: 1.2911  acc: 0.6653  lr: 0.0000 
ep/it:310-  69 niter:118800  705m 37s (- 2706m 39s) completed: 20%) loss_emb: 0.0026  loss: 1.2337  acc: 0.6777  lr: 0.0000 
ep/it:310- 119 niter:118850  705m 53s (- 2706m 17s) completed: 20%) loss_emb: 0.0027  loss: 1.2831  acc: 0.6673  lr: 0.0000 
ep/it:310- 169 niter:118900  706m 10s (- 2705m 55s) completed: 20%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6669  lr: 0.0000 
ep/it:310- 219 niter:118950  706m 27s (- 2705m 34s) completed: 20%) loss_emb: 0.0026  loss: 1.2682  acc: 0.6683  lr: 0.0000 
ep/it:310- 269 niter:119000  706m 44s (- 2705m 13s) completed: 20%) loss_emb: 0.0026  loss: 1.2349  acc: 0.6748  lr: 0.0000 
ep/it:310- 319 niter:119050  707m 1s (- 2704m 51s) completed: 20%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6688  lr: 0.0000 
ep/it:310- 369 niter:119100  707m 18s (- 2704m 30s) completed: 20%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6677  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.680
ep/it:311-  36 niter:119150  707m 37s (- 2704m 18s) completed: 20%) loss_emb: 0.0026  loss: 1.2772  acc: 0.6670  lr: 0.0000 
ep/it:311-  86 niter:119200  707m 54s (- 2703m 58s) completed: 20%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6711  lr: 0.0000 
ep/it:311- 136 niter:119250  708m 11s (- 2703m 36s) completed: 20%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6679  lr: 0.0000 
ep/it:311- 186 niter:119300  708m 28s (- 2703m 16s) completed: 20%) loss_emb: 0.0027  loss: 1.2898  acc: 0.6621  lr: 0.0000 
ep/it:311- 236 niter:119350  708m 45s (- 2702m 54s) completed: 20%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6728  lr: 0.0000 
ep/it:311- 286 niter:119400  709m 2s (- 2702m 33s) completed: 20%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6724  lr: 0.0000 
ep/it:311- 336 niter:119450  709m 19s (- 2702m 12s) completed: 20%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6690  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.679
ep/it:312-   3 niter:119500  709m 39s (- 2702m 0s) completed: 20%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6695  lr: 0.0000 
ep/it:312-  53 niter:119550  709m 55s (- 2701m 39s) completed: 20%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6703  lr: 0.0000 
ep/it:312- 103 niter:119600  710m 13s (- 2701m 20s) completed: 20%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6732  lr: 0.0000 
ep/it:312- 153 niter:119650  710m 30s (- 2701m 1s) completed: 20%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6694  lr: 0.0000 
ep/it:312- 203 niter:119700  710m 47s (- 2700m 40s) completed: 20%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6752  lr: 0.0000 
ep/it:312- 253 niter:119750  711m 4s (- 2700m 19s) completed: 20%) loss_emb: 0.0027  loss: 1.2964  acc: 0.6630  lr: 0.0000 
ep/it:312- 303 niter:119800  711m 21s (- 2699m 58s) completed: 20%) loss_emb: 0.0026  loss: 1.2516  acc: 0.6729  lr: 0.0000 
ep/it:312- 353 niter:119850  711m 38s (- 2699m 36s) completed: 20%) loss_emb: 0.0026  loss: 1.2562  acc: 0.6694  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.677
ep/it:313-  20 niter:119900  711m 57s (- 2699m 24s) completed: 20%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6722  lr: 0.0000 
ep/it:313-  70 niter:119950  712m 15s (- 2699m 4s) completed: 20%) loss_emb: 0.0027  loss: 1.2949  acc: 0.6629  lr: 0.0000 
ep/it:313- 120 niter:120000  712m 31s (- 2698m 42s) completed: 20%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6692  lr: 0.0000 
ep/it:313- 170 niter:120050  712m 49s (- 2698m 22s) completed: 20%) loss_emb: 0.0027  loss: 1.2998  acc: 0.6624  lr: 0.0000 
ep/it:313- 220 niter:120100  713m 6s (- 2698m 1s) completed: 20%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6690  lr: 0.0000 
ep/it:313- 270 niter:120150  713m 23s (- 2697m 43s) completed: 20%) loss_emb: 0.0027  loss: 1.2762  acc: 0.6647  lr: 0.0000 
ep/it:313- 320 niter:120200  713m 43s (- 2697m 34s) completed: 20%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6725  lr: 0.0000 
ep/it:313- 370 niter:120250  714m 1s (- 2697m 14s) completed: 20%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.664
ep/it:314-  37 niter:120300  714m 20s (- 2697m 2s) completed: 20%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6693  lr: 0.0000 
ep/it:314-  87 niter:120350  714m 37s (- 2696m 41s) completed: 20%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6741  lr: 0.0000 
ep/it:314- 137 niter:120400  714m 54s (- 2696m 21s) completed: 20%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6704  lr: 0.0000 
ep/it:314- 187 niter:120450  715m 11s (- 2696m 0s) completed: 20%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6712  lr: 0.0000 
ep/it:314- 237 niter:120500  715m 28s (- 2695m 39s) completed: 20%) loss_emb: 0.0027  loss: 1.2998  acc: 0.6622  lr: 0.0000 
ep/it:314- 287 niter:120550  715m 45s (- 2695m 19s) completed: 20%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6692  lr: 0.0000 
ep/it:314- 337 niter:120600  716m 3s (- 2695m 0s) completed: 20%) loss_emb: 0.0026  loss: 1.2399  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.675
--> 	 Eva. Ep 315 :, FID. 4.2195, Diversity Real. 9.4793, Diversity. 7.6367, R_precision_real. [0.51130319 0.70345745 0.79920213], R_precision. [0.30119681 0.49135638 0.61103723], matching_score_real. 2.890585422515869, matching_score_pred. 4.3928046226501465
ep/it:315-   4 niter:120650  716m 33s (- 2695m 29s) completed: 21%) loss_emb: 0.0027  loss: 1.2813  acc: 0.6677  lr: 0.0000 
ep/it:315-  54 niter:120700  716m 50s (- 2695m 8s) completed: 21%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6714  lr: 0.0000 
ep/it:315- 104 niter:120750  717m 7s (- 2694m 47s) completed: 21%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6712  lr: 0.0000 
ep/it:315- 154 niter:120800  717m 24s (- 2694m 27s) completed: 21%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6701  lr: 0.0000 
ep/it:315- 204 niter:120850  717m 41s (- 2694m 5s) completed: 21%) loss_emb: 0.0026  loss: 1.2696  acc: 0.6665  lr: 0.0000 
ep/it:315- 254 niter:120900  717m 58s (- 2693m 45s) completed: 21%) loss_emb: 0.0026  loss: 1.2514  acc: 0.6745  lr: 0.0000 
ep/it:315- 304 niter:120950  718m 15s (- 2693m 23s) completed: 21%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6673  lr: 0.0000 
ep/it:315- 354 niter:121000  718m 32s (- 2693m 2s) completed: 21%) loss_emb: 0.0027  loss: 1.2858  acc: 0.6640  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.675
ep/it:316-  21 niter:121050  718m 52s (- 2692m 53s) completed: 21%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6726  lr: 0.0000 
ep/it:316-  71 niter:121100  719m 10s (- 2692m 34s) completed: 21%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6685  lr: 0.0000 
ep/it:316- 121 niter:121150  719m 27s (- 2692m 14s) completed: 21%) loss_emb: 0.0026  loss: 1.2443  acc: 0.6736  lr: 0.0000 
ep/it:316- 171 niter:121200  719m 44s (- 2691m 54s) completed: 21%) loss_emb: 0.0027  loss: 1.2728  acc: 0.6661  lr: 0.0000 
ep/it:316- 221 niter:121250  720m 1s (- 2691m 34s) completed: 21%) loss_emb: 0.0026  loss: 1.2692  acc: 0.6695  lr: 0.0000 
ep/it:316- 271 niter:121300  720m 18s (- 2691m 14s) completed: 21%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6684  lr: 0.0000 
ep/it:316- 321 niter:121350  720m 36s (- 2690m 56s) completed: 21%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6673  lr: 0.0000 
ep/it:316- 371 niter:121400  720m 54s (- 2690m 37s) completed: 21%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6667  lr: 0.0000 
Validation time:
Validation loss:1.280, accuracy:0.680
ep/it:317-  38 niter:121450  721m 13s (- 2690m 25s) completed: 21%) loss_emb: 0.0026  loss: 1.2682  acc: 0.6681  lr: 0.0000 
ep/it:317-  88 niter:121500  721m 30s (- 2690m 5s) completed: 21%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6688  lr: 0.0000 
ep/it:317- 138 niter:121550  721m 49s (- 2689m 49s) completed: 21%) loss_emb: 0.0027  loss: 1.2975  acc: 0.6618  lr: 0.0000 
ep/it:317- 188 niter:121600  722m 6s (- 2689m 28s) completed: 21%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6718  lr: 0.0000 
ep/it:317- 238 niter:121650  722m 24s (- 2689m 11s) completed: 21%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6663  lr: 0.0000 
ep/it:317- 288 niter:121700  722m 44s (- 2689m 4s) completed: 21%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6709  lr: 0.0000 
ep/it:317- 338 niter:121750  723m 4s (- 2688m 53s) completed: 21%) loss_emb: 0.0026  loss: 1.2399  acc: 0.6786  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.674
ep/it:318-   5 niter:121800  723m 30s (- 2689m 4s) completed: 21%) loss_emb: 0.0027  loss: 1.3037  acc: 0.6598  lr: 0.0000 
ep/it:318-  55 niter:121850  723m 53s (- 2689m 8s) completed: 21%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6745  lr: 0.0000 
ep/it:318- 105 niter:121900  724m 17s (- 2689m 13s) completed: 21%) loss_emb: 0.0026  loss: 1.2654  acc: 0.6694  lr: 0.0000 
ep/it:318- 155 niter:121950  724m 39s (- 2689m 11s) completed: 21%) loss_emb: 0.0027  loss: 1.2902  acc: 0.6643  lr: 0.0000 
ep/it:318- 205 niter:122000  725m 3s (- 2689m 14s) completed: 21%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6681  lr: 0.0000 
ep/it:318- 255 niter:122050  725m 25s (- 2689m 14s) completed: 21%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6723  lr: 0.0000 
ep/it:318- 305 niter:122100  725m 45s (- 2689m 3s) completed: 21%) loss_emb: 0.0027  loss: 1.2750  acc: 0.6664  lr: 0.0000 
ep/it:318- 355 niter:122150  726m 6s (- 2688m 58s) completed: 21%) loss_emb: 0.0026  loss: 1.2612  acc: 0.6687  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.667
ep/it:319-  22 niter:122200  726m 32s (- 2689m 8s) completed: 21%) loss_emb: 0.0027  loss: 1.2967  acc: 0.6604  lr: 0.0000 
ep/it:319-  72 niter:122250  726m 54s (- 2689m 7s) completed: 21%) loss_emb: 0.0026  loss: 1.2582  acc: 0.6698  lr: 0.0000 
ep/it:319- 122 niter:122300  727m 19s (- 2689m 13s) completed: 21%) loss_emb: 0.0027  loss: 1.2840  acc: 0.6656  lr: 0.0000 
ep/it:319- 172 niter:122350  727m 42s (- 2689m 15s) completed: 21%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6757  lr: 0.0000 
ep/it:319- 222 niter:122400  728m 5s (- 2689m 18s) completed: 21%) loss_emb: 0.0027  loss: 1.2825  acc: 0.6626  lr: 0.0000 
ep/it:319- 272 niter:122450  728m 28s (- 2689m 20s) completed: 21%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6713  lr: 0.0000 
ep/it:319- 322 niter:122500  728m 52s (- 2689m 25s) completed: 21%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6682  lr: 0.0000 
ep/it:319- 372 niter:122550  729m 18s (- 2689m 34s) completed: 21%) loss_emb: 0.0026  loss: 1.2674  acc: 0.6690  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.669
--> 	 Eva. Ep 320 :, FID. 4.7250, Diversity Real. 9.3929, Diversity. 7.3787, R_precision_real. [0.52526596 0.70678191 0.80452128], R_precision. [0.31449468 0.47606383 0.58045213], matching_score_real. 2.8990414142608643, matching_score_pred. 4.475297927856445
ep/it:320-  39 niter:122600  729m 56s (- 2690m 33s) completed: 21%) loss_emb: 0.0026  loss: 1.2506  acc: 0.6729  lr: 0.0000 
ep/it:320-  89 niter:122650  730m 19s (- 2690m 34s) completed: 21%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6682  lr: 0.0000 
ep/it:320- 139 niter:122700  730m 43s (- 2690m 37s) completed: 21%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6738  lr: 0.0000 
ep/it:320- 189 niter:122750  731m 7s (- 2690m 41s) completed: 21%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6718  lr: 0.0000 
ep/it:320- 239 niter:122800  731m 30s (- 2690m 45s) completed: 21%) loss_emb: 0.0027  loss: 1.2826  acc: 0.6660  lr: 0.0000 
ep/it:320- 289 niter:122850  731m 54s (- 2690m 47s) completed: 21%) loss_emb: 0.0027  loss: 1.2701  acc: 0.6653  lr: 0.0000 
ep/it:320- 339 niter:122900  732m 17s (- 2690m 50s) completed: 21%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6675  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.671
ep/it:321-   6 niter:122950  732m 44s (- 2691m 5s) completed: 21%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6689  lr: 0.0000 
ep/it:321-  56 niter:123000  733m 7s (- 2691m 7s) completed: 21%) loss_emb: 0.0026  loss: 1.2624  acc: 0.6715  lr: 0.0000 
ep/it:321- 106 niter:123050  733m 30s (- 2691m 6s) completed: 21%) loss_emb: 0.0027  loss: 1.2852  acc: 0.6652  lr: 0.0000 
ep/it:321- 156 niter:123100  733m 54s (- 2691m 12s) completed: 21%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6670  lr: 0.0000 
ep/it:321- 206 niter:123150  734m 17s (- 2691m 14s) completed: 21%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6740  lr: 0.0000 
ep/it:321- 256 niter:123200  734m 41s (- 2691m 17s) completed: 21%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6741  lr: 0.0000 
ep/it:321- 306 niter:123250  735m 6s (- 2691m 24s) completed: 21%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6746  lr: 0.0000 
ep/it:321- 356 niter:123300  735m 29s (- 2691m 27s) completed: 21%) loss_emb: 0.0027  loss: 1.2820  acc: 0.6658  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.665
ep/it:322-  23 niter:123350  735m 56s (- 2691m 42s) completed: 21%) loss_emb: 0.0026  loss: 1.2596  acc: 0.6705  lr: 0.0000 
ep/it:322-  73 niter:123400  736m 19s (- 2691m 43s) completed: 21%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6728  lr: 0.0000 
ep/it:322- 123 niter:123450  736m 43s (- 2691m 45s) completed: 21%) loss_emb: 0.0026  loss: 1.2580  acc: 0.6704  lr: 0.0000 
ep/it:322- 173 niter:123500  737m 6s (- 2691m 48s) completed: 21%) loss_emb: 0.0027  loss: 1.2809  acc: 0.6640  lr: 0.0000 
ep/it:322- 223 niter:123550  737m 30s (- 2691m 50s) completed: 21%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6721  lr: 0.0000 
ep/it:322- 273 niter:123600  737m 54s (- 2691m 54s) completed: 21%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6711  lr: 0.0000 
ep/it:322- 323 niter:123650  738m 18s (- 2691m 59s) completed: 21%) loss_emb: 0.0026  loss: 1.2729  acc: 0.6675  lr: 0.0000 
ep/it:322- 373 niter:123700  738m 41s (- 2691m 59s) completed: 21%) loss_emb: 0.0026  loss: 1.2660  acc: 0.6716  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.674
ep/it:323-  40 niter:123750  739m 5s (- 2692m 5s) completed: 21%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6705  lr: 0.0000 
ep/it:323-  90 niter:123800  739m 30s (- 2692m 12s) completed: 21%) loss_emb: 0.0026  loss: 1.2638  acc: 0.6695  lr: 0.0000 
ep/it:323- 140 niter:123850  739m 53s (- 2692m 15s) completed: 21%) loss_emb: 0.0027  loss: 1.2815  acc: 0.6655  lr: 0.0000 
ep/it:323- 190 niter:123900  740m 16s (- 2692m 12s) completed: 21%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6675  lr: 0.0000 
ep/it:323- 240 niter:123950  740m 40s (- 2692m 17s) completed: 21%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6688  lr: 0.0000 
ep/it:323- 290 niter:124000  741m 3s (- 2692m 20s) completed: 21%) loss_emb: 0.0027  loss: 1.2902  acc: 0.6632  lr: 0.0000 
ep/it:323- 340 niter:124050  741m 27s (- 2692m 22s) completed: 21%) loss_emb: 0.0027  loss: 1.2791  acc: 0.6640  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.673
ep/it:324-   7 niter:124100  741m 53s (- 2692m 35s) completed: 21%) loss_emb: 0.0027  loss: 1.2809  acc: 0.6658  lr: 0.0000 
ep/it:324-  57 niter:124150  742m 16s (- 2692m 35s) completed: 21%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6775  lr: 0.0000 
ep/it:324- 107 niter:124200  742m 40s (- 2692m 39s) completed: 21%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6700  lr: 0.0000 
ep/it:324- 157 niter:124250  743m 4s (- 2692m 44s) completed: 21%) loss_emb: 0.0027  loss: 1.2909  acc: 0.6639  lr: 0.0000 
ep/it:324- 207 niter:124300  743m 28s (- 2692m 47s) completed: 21%) loss_emb: 0.0026  loss: 1.2527  acc: 0.6714  lr: 0.0000 
ep/it:324- 257 niter:124350  743m 52s (- 2692m 49s) completed: 21%) loss_emb: 0.0027  loss: 1.2845  acc: 0.6639  lr: 0.0000 
ep/it:324- 307 niter:124400  744m 16s (- 2692m 53s) completed: 21%) loss_emb: 0.0026  loss: 1.2514  acc: 0.6735  lr: 0.0000 
ep/it:324- 357 niter:124450  744m 39s (- 2692m 54s) completed: 21%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6718  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.677
--> 	 Eva. Ep 325 :, FID. 4.2304, Diversity Real. 9.7229, Diversity. 7.8369, R_precision_real. [0.51662234 0.7087766  0.80984043], R_precision. [0.31515957 0.47406915 0.60704787], matching_score_real. 2.877628803253174, matching_score_pred. 4.3447065353393555
ep/it:325-  24 niter:124500  745m 19s (- 2693m 57s) completed: 21%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6689  lr: 0.0000 
ep/it:325-  74 niter:124550  745m 42s (- 2693m 55s) completed: 21%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6751  lr: 0.0000 
ep/it:325- 124 niter:124600  746m 6s (- 2694m 1s) completed: 21%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6769  lr: 0.0000 
ep/it:325- 174 niter:124650  746m 29s (- 2694m 1s) completed: 21%) loss_emb: 0.0026  loss: 1.2568  acc: 0.6701  lr: 0.0000 
ep/it:325- 224 niter:124700  746m 53s (- 2694m 4s) completed: 21%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6688  lr: 0.0000 
ep/it:325- 274 niter:124750  747m 17s (- 2694m 7s) completed: 21%) loss_emb: 0.0027  loss: 1.2873  acc: 0.6633  lr: 0.0000 
ep/it:325- 324 niter:124800  747m 39s (- 2694m 6s) completed: 21%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6718  lr: 0.0000 
ep/it:325- 374 niter:124850  748m 2s (- 2694m 5s) completed: 21%) loss_emb: 0.0027  loss: 1.2936  acc: 0.6621  lr: 0.0000 
Validation time:
Validation loss:1.257, accuracy:0.683
ep/it:326-  41 niter:124900  748m 29s (- 2694m 21s) completed: 21%) loss_emb: 0.0027  loss: 1.2999  acc: 0.6601  lr: 0.0000 
ep/it:326-  91 niter:124950  748m 53s (- 2694m 23s) completed: 21%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6712  lr: 0.0000 
ep/it:326- 141 niter:125000  749m 17s (- 2694m 28s) completed: 21%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6755  lr: 0.0000 
ep/it:326- 191 niter:125050  749m 41s (- 2694m 30s) completed: 21%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6699  lr: 0.0000 
ep/it:326- 241 niter:125100  750m 5s (- 2694m 33s) completed: 21%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6787  lr: 0.0000 
ep/it:326- 291 niter:125150  750m 29s (- 2694m 39s) completed: 21%) loss_emb: 0.0027  loss: 1.2881  acc: 0.6648  lr: 0.0000 
ep/it:326- 341 niter:125200  750m 52s (- 2694m 38s) completed: 21%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6675  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.675
ep/it:327-   8 niter:125250  751m 18s (- 2694m 48s) completed: 21%) loss_emb: 0.0026  loss: 1.2500  acc: 0.6738  lr: 0.0000 
ep/it:327-  58 niter:125300  751m 42s (- 2694m 51s) completed: 21%) loss_emb: 0.0027  loss: 1.2900  acc: 0.6623  lr: 0.0000 
ep/it:327- 108 niter:125350  752m 5s (- 2694m 53s) completed: 21%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6711  lr: 0.0000 
ep/it:327- 158 niter:125400  752m 29s (- 2694m 54s) completed: 21%) loss_emb: 0.0026  loss: 1.2380  acc: 0.6753  lr: 0.0000 
ep/it:327- 208 niter:125450  752m 52s (- 2694m 54s) completed: 21%) loss_emb: 0.0027  loss: 1.2770  acc: 0.6667  lr: 0.0000 
ep/it:327- 258 niter:125500  753m 15s (- 2694m 54s) completed: 21%) loss_emb: 0.0027  loss: 1.2859  acc: 0.6616  lr: 0.0000 
ep/it:327- 308 niter:125550  753m 39s (- 2694m 57s) completed: 21%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6710  lr: 0.0000 
ep/it:327- 358 niter:125600  754m 2s (- 2694m 59s) completed: 21%) loss_emb: 0.0027  loss: 1.2944  acc: 0.6644  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.678
ep/it:328-  25 niter:125650  754m 29s (- 2695m 12s) completed: 21%) loss_emb: 0.0027  loss: 1.2879  acc: 0.6667  lr: 0.0000 
ep/it:328-  75 niter:125700  754m 52s (- 2695m 14s) completed: 21%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6733  lr: 0.0000 
ep/it:328- 125 niter:125750  755m 16s (- 2695m 15s) completed: 21%) loss_emb: 0.0026  loss: 1.2696  acc: 0.6675  lr: 0.0000 
ep/it:328- 175 niter:125800  755m 40s (- 2695m 17s) completed: 21%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6679  lr: 0.0000 
ep/it:328- 225 niter:125850  756m 3s (- 2695m 18s) completed: 21%) loss_emb: 0.0027  loss: 1.2811  acc: 0.6653  lr: 0.0000 
ep/it:328- 275 niter:125900  756m 26s (- 2695m 19s) completed: 21%) loss_emb: 0.0027  loss: 1.2711  acc: 0.6647  lr: 0.0000 
ep/it:328- 325 niter:125950  756m 50s (- 2695m 20s) completed: 21%) loss_emb: 0.0027  loss: 1.2800  acc: 0.6652  lr: 0.0000 
ep/it:328- 375 niter:126000  757m 13s (- 2695m 22s) completed: 21%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6747  lr: 0.0000 
Validation time:
Validation loss:1.244, accuracy:0.685
ep/it:329-  42 niter:126050  757m 40s (- 2695m 36s) completed: 21%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6701  lr: 0.0000 
ep/it:329-  92 niter:126100  758m 3s (- 2695m 33s) completed: 21%) loss_emb: 0.0026  loss: 1.2596  acc: 0.6686  lr: 0.0000 
ep/it:329- 142 niter:126150  758m 26s (- 2695m 35s) completed: 21%) loss_emb: 0.0026  loss: 1.2798  acc: 0.6679  lr: 0.0000 
ep/it:329- 192 niter:126200  758m 49s (- 2695m 34s) completed: 21%) loss_emb: 0.0027  loss: 1.2761  acc: 0.6668  lr: 0.0000 
ep/it:329- 242 niter:126250  759m 13s (- 2695m 36s) completed: 21%) loss_emb: 0.0026  loss: 1.2544  acc: 0.6736  lr: 0.0000 
ep/it:329- 292 niter:126300  759m 36s (- 2695m 37s) completed: 21%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6717  lr: 0.0000 
ep/it:329- 342 niter:126350  759m 59s (- 2695m 36s) completed: 21%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6686  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.682
--> 	 Eva. Ep 330 :, FID. 4.2833, Diversity Real. 9.8761, Diversity. 7.7983, R_precision_real. [0.5206117  0.70013298 0.80119681], R_precision. [0.30585106 0.47539894 0.58976064], matching_score_real. 2.906897783279419, matching_score_pred. 4.40591287612915
ep/it:330-   9 niter:126400  760m 39s (- 2696m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6692  lr: 0.0000 
ep/it:330-  59 niter:126450  761m 0s (- 2696m 30s) completed: 22%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6736  lr: 0.0000 
ep/it:330- 109 niter:126500  761m 24s (- 2696m 31s) completed: 22%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6744  lr: 0.0000 
ep/it:330- 159 niter:126550  761m 48s (- 2696m 34s) completed: 22%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6710  lr: 0.0000 
ep/it:330- 209 niter:126600  762m 11s (- 2696m 34s) completed: 22%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6673  lr: 0.0000 
ep/it:330- 259 niter:126650  762m 35s (- 2696m 37s) completed: 22%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6715  lr: 0.0000 
ep/it:330- 309 niter:126700  762m 58s (- 2696m 37s) completed: 22%) loss_emb: 0.0026  loss: 1.2475  acc: 0.6744  lr: 0.0000 
ep/it:330- 359 niter:126750  763m 22s (- 2696m 39s) completed: 22%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6721  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.683
ep/it:331-  26 niter:126800  763m 49s (- 2696m 53s) completed: 22%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6748  lr: 0.0000 
ep/it:331-  76 niter:126850  764m 13s (- 2696m 55s) completed: 22%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6679  lr: 0.0000 
ep/it:331- 126 niter:126900  764m 36s (- 2696m 56s) completed: 22%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6715  lr: 0.0000 
ep/it:331- 176 niter:126950  764m 59s (- 2696m 54s) completed: 22%) loss_emb: 0.0026  loss: 1.2736  acc: 0.6678  lr: 0.0000 
ep/it:331- 226 niter:127000  765m 22s (- 2696m 55s) completed: 22%) loss_emb: 0.0026  loss: 1.2436  acc: 0.6759  lr: 0.0000 
ep/it:331- 276 niter:127050  765m 46s (- 2696m 57s) completed: 22%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6706  lr: 0.0000 
ep/it:331- 326 niter:127100  766m 10s (- 2696m 59s) completed: 22%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6696  lr: 0.0000 
ep/it:331- 376 niter:127150  766m 33s (- 2696m 57s) completed: 22%) loss_emb: 0.0027  loss: 1.2796  acc: 0.6648  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.676
ep/it:332-  43 niter:127200  766m 58s (- 2697m 3s) completed: 22%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6707  lr: 0.0000 
ep/it:332-  93 niter:127250  767m 21s (- 2697m 4s) completed: 22%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6711  lr: 0.0000 
ep/it:332- 143 niter:127300  767m 45s (- 2697m 6s) completed: 22%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6701  lr: 0.0000 
ep/it:332- 193 niter:127350  768m 9s (- 2697m 8s) completed: 22%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6716  lr: 0.0000 
ep/it:332- 243 niter:127400  768m 33s (- 2697m 9s) completed: 22%) loss_emb: 0.0026  loss: 1.2362  acc: 0.6754  lr: 0.0000 
ep/it:332- 293 niter:127450  768m 56s (- 2697m 11s) completed: 22%) loss_emb: 0.0026  loss: 1.2488  acc: 0.6729  lr: 0.0000 
ep/it:332- 343 niter:127500  769m 20s (- 2697m 14s) completed: 22%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6677  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.679
ep/it:333-  10 niter:127550  769m 48s (- 2697m 29s) completed: 22%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6716  lr: 0.0000 
ep/it:333-  60 niter:127600  770m 9s (- 2697m 23s) completed: 22%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6722  lr: 0.0000 
ep/it:333- 110 niter:127650  770m 33s (- 2697m 24s) completed: 22%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6702  lr: 0.0000 
ep/it:333- 160 niter:127700  770m 56s (- 2697m 23s) completed: 22%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6706  lr: 0.0000 
ep/it:333- 210 niter:127750  771m 20s (- 2697m 26s) completed: 22%) loss_emb: 0.0027  loss: 1.2863  acc: 0.6647  lr: 0.0000 
ep/it:333- 260 niter:127800  771m 44s (- 2697m 26s) completed: 22%) loss_emb: 0.0026  loss: 1.2305  acc: 0.6756  lr: 0.0000 
ep/it:333- 310 niter:127850  772m 7s (- 2697m 26s) completed: 22%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6710  lr: 0.0000 
ep/it:333- 360 niter:127900  772m 29s (- 2697m 23s) completed: 22%) loss_emb: 0.0026  loss: 1.2772  acc: 0.6669  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.676
ep/it:334-  27 niter:127950  772m 56s (- 2697m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6788  lr: 0.0000 
ep/it:334-  77 niter:128000  773m 20s (- 2697m 37s) completed: 22%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6700  lr: 0.0000 
ep/it:334- 127 niter:128050  773m 43s (- 2697m 37s) completed: 22%) loss_emb: 0.0027  loss: 1.2796  acc: 0.6649  lr: 0.0000 
ep/it:334- 177 niter:128100  774m 6s (- 2697m 35s) completed: 22%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6729  lr: 0.0000 
ep/it:334- 227 niter:128150  774m 28s (- 2697m 31s) completed: 22%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6714  lr: 0.0000 
ep/it:334- 277 niter:128200  774m 51s (- 2697m 28s) completed: 22%) loss_emb: 0.0027  loss: 1.2932  acc: 0.6632  lr: 0.0000 
ep/it:334- 327 niter:128250  775m 14s (- 2697m 27s) completed: 22%) loss_emb: 0.0026  loss: 1.2756  acc: 0.6680  lr: 0.0000 
ep/it:334- 377 niter:128300  775m 36s (- 2697m 23s) completed: 22%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6710  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.676
--> 	 Eva. Ep 335 :, FID. 4.4265, Diversity Real. 9.4636, Diversity. 7.8822, R_precision_real. [0.51196809 0.70345745 0.79720745], R_precision. [0.31715426 0.47739362 0.58444149], matching_score_real. 2.907026529312134, matching_score_pred. 4.443778991699219
ep/it:335-  44 niter:128350  776m 18s (- 2698m 28s) completed: 22%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6717  lr: 0.0000 
ep/it:335-  94 niter:128400  776m 41s (- 2698m 26s) completed: 22%) loss_emb: 0.0026  loss: 1.2488  acc: 0.6739  lr: 0.0000 
ep/it:335- 144 niter:128450  777m 4s (- 2698m 25s) completed: 22%) loss_emb: 0.0027  loss: 1.2990  acc: 0.6623  lr: 0.0000 
ep/it:335- 194 niter:128500  777m 27s (- 2698m 25s) completed: 22%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6720  lr: 0.0000 
ep/it:335- 244 niter:128550  777m 50s (- 2698m 24s) completed: 22%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6712  lr: 0.0000 
ep/it:335- 294 niter:128600  778m 13s (- 2698m 22s) completed: 22%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6784  lr: 0.0000 
ep/it:335- 344 niter:128650  778m 36s (- 2698m 22s) completed: 22%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6713  lr: 0.0000 
Validation time:
Validation loss:1.306, accuracy:0.671
ep/it:336-  11 niter:128700  779m 3s (- 2698m 34s) completed: 22%) loss_emb: 0.0026  loss: 1.2493  acc: 0.6722  lr: 0.0000 
ep/it:336-  61 niter:128750  779m 26s (- 2698m 33s) completed: 22%) loss_emb: 0.0026  loss: 1.2750  acc: 0.6683  lr: 0.0000 
ep/it:336- 111 niter:128800  779m 50s (- 2698m 33s) completed: 22%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6680  lr: 0.0000 
ep/it:336- 161 niter:128850  780m 14s (- 2698m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2377  acc: 0.6743  lr: 0.0000 
ep/it:336- 211 niter:128900  780m 38s (- 2698m 39s) completed: 22%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6686  lr: 0.0000 
ep/it:336- 261 niter:128950  781m 1s (- 2698m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6674  lr: 0.0000 
ep/it:336- 311 niter:129000  781m 25s (- 2698m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2639  acc: 0.6723  lr: 0.0000 
ep/it:336- 361 niter:129050  781m 48s (- 2698m 35s) completed: 22%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6724  lr: 0.0000 
Validation time:
Validation loss:1.262, accuracy:0.679
ep/it:337-  28 niter:129100  782m 14s (- 2698m 45s) completed: 22%) loss_emb: 0.0026  loss: 1.2361  acc: 0.6751  lr: 0.0000 
ep/it:337-  78 niter:129150  782m 38s (- 2698m 46s) completed: 22%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6693  lr: 0.0000 
ep/it:337- 128 niter:129200  783m 1s (- 2698m 45s) completed: 22%) loss_emb: 0.0026  loss: 1.2673  acc: 0.6705  lr: 0.0000 
ep/it:337- 178 niter:129250  783m 24s (- 2698m 45s) completed: 22%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6704  lr: 0.0000 
ep/it:337- 228 niter:129300  783m 48s (- 2698m 47s) completed: 22%) loss_emb: 0.0026  loss: 1.2722  acc: 0.6705  lr: 0.0000 
ep/it:337- 278 niter:129350  784m 12s (- 2698m 47s) completed: 22%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6693  lr: 0.0000 
ep/it:337- 328 niter:129400  784m 36s (- 2698m 48s) completed: 22%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6753  lr: 0.0000 
ep/it:337- 378 niter:129450  785m 0s (- 2698m 50s) completed: 22%) loss_emb: 0.0026  loss: 1.2560  acc: 0.6713  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.677
ep/it:338-  45 niter:129500  785m 26s (- 2699m 0s) completed: 22%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6695  lr: 0.0000 
ep/it:338-  95 niter:129550  785m 49s (- 2698m 58s) completed: 22%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6704  lr: 0.0000 
ep/it:338- 145 niter:129600  786m 13s (- 2698m 59s) completed: 22%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6754  lr: 0.0000 
ep/it:338- 195 niter:129650  786m 36s (- 2698m 58s) completed: 22%) loss_emb: 0.0027  loss: 1.2752  acc: 0.6665  lr: 0.0000 
ep/it:338- 245 niter:129700  787m 0s (- 2699m 0s) completed: 22%) loss_emb: 0.0027  loss: 1.2812  acc: 0.6657  lr: 0.0000 
ep/it:338- 295 niter:129750  787m 24s (- 2699m 2s) completed: 22%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6673  lr: 0.0000 
ep/it:338- 345 niter:129800  787m 48s (- 2699m 3s) completed: 22%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6698  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.674
ep/it:339-  12 niter:129850  788m 14s (- 2699m 12s) completed: 22%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6670  lr: 0.0000 
ep/it:339-  62 niter:129900  788m 38s (- 2699m 13s) completed: 22%) loss_emb: 0.0026  loss: 1.2614  acc: 0.6698  lr: 0.0000 
ep/it:339- 112 niter:129950  789m 2s (- 2699m 13s) completed: 22%) loss_emb: 0.0026  loss: 1.2425  acc: 0.6751  lr: 0.0000 
ep/it:339- 162 niter:130000  789m 24s (- 2699m 11s) completed: 22%) loss_emb: 0.0026  loss: 1.2414  acc: 0.6771  lr: 0.0000 
ep/it:339- 212 niter:130050  789m 49s (- 2699m 13s) completed: 22%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6708  lr: 0.0000 
ep/it:339- 262 niter:130100  790m 11s (- 2699m 10s) completed: 22%) loss_emb: 0.0026  loss: 1.2730  acc: 0.6677  lr: 0.0000 
ep/it:339- 312 niter:130150  790m 35s (- 2699m 11s) completed: 22%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6707  lr: 0.0000 
ep/it:339- 362 niter:130200  790m 59s (- 2699m 12s) completed: 22%) loss_emb: 0.0026  loss: 1.2547  acc: 0.6702  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.673
--> 	 Eva. Ep 340 :, FID. 4.0732, Diversity Real. 9.6258, Diversity. 8.0599, R_precision_real. [0.5106383  0.68882979 0.80119681], R_precision. [0.31981383 0.48803191 0.60172872], matching_score_real. 2.93363881111145, matching_score_pred. 4.292336463928223
ep/it:340-  29 niter:130250  791m 40s (- 2700m 10s) completed: 22%) loss_emb: 0.0027  loss: 1.2793  acc: 0.6644  lr: 0.0000 
ep/it:340-  79 niter:130300  792m 4s (- 2700m 15s) completed: 22%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6717  lr: 0.0000 
ep/it:340- 129 niter:130350  792m 27s (- 2700m 13s) completed: 22%) loss_emb: 0.0026  loss: 1.2257  acc: 0.6779  lr: 0.0000 
ep/it:340- 179 niter:130400  792m 51s (- 2700m 12s) completed: 22%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6722  lr: 0.0000 
ep/it:340- 229 niter:130450  793m 14s (- 2700m 10s) completed: 22%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6721  lr: 0.0000 
ep/it:340- 279 niter:130500  793m 38s (- 2700m 13s) completed: 22%) loss_emb: 0.0026  loss: 1.2536  acc: 0.6721  lr: 0.0000 
ep/it:340- 329 niter:130550  794m 2s (- 2700m 14s) completed: 22%) loss_emb: 0.0026  loss: 1.2736  acc: 0.6688  lr: 0.0000 
ep/it:340- 379 niter:130600  794m 26s (- 2700m 15s) completed: 22%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6702  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.672
ep/it:341-  46 niter:130650  794m 53s (- 2700m 28s) completed: 22%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6704  lr: 0.0000 
ep/it:341-  96 niter:130700  795m 17s (- 2700m 29s) completed: 22%) loss_emb: 0.0027  loss: 1.2848  acc: 0.6652  lr: 0.0000 
ep/it:341- 146 niter:130750  795m 41s (- 2700m 27s) completed: 22%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6704  lr: 0.0000 
ep/it:341- 196 niter:130800  796m 3s (- 2700m 24s) completed: 22%) loss_emb: 0.0026  loss: 1.2398  acc: 0.6731  lr: 0.0000 
ep/it:341- 246 niter:130850  796m 27s (- 2700m 23s) completed: 22%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6678  lr: 0.0000 
ep/it:341- 296 niter:130900  796m 50s (- 2700m 23s) completed: 22%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6711  lr: 0.0000 
ep/it:341- 346 niter:130950  797m 14s (- 2700m 23s) completed: 22%) loss_emb: 0.0027  loss: 1.2744  acc: 0.6659  lr: 0.0000 
Validation time:
Validation loss:1.258, accuracy:0.683
ep/it:342-  13 niter:131000  797m 41s (- 2700m 35s) completed: 22%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6692  lr: 0.0000 
ep/it:342-  63 niter:131050  798m 5s (- 2700m 34s) completed: 22%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6741  lr: 0.0000 
ep/it:342- 113 niter:131100  798m 28s (- 2700m 34s) completed: 22%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6689  lr: 0.0000 
ep/it:342- 163 niter:131150  798m 51s (- 2700m 32s) completed: 22%) loss_emb: 0.0027  loss: 1.2841  acc: 0.6631  lr: 0.0000 
ep/it:342- 213 niter:131200  799m 14s (- 2700m 30s) completed: 22%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6702  lr: 0.0000 
ep/it:342- 263 niter:131250  799m 37s (- 2700m 27s) completed: 22%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6717  lr: 0.0000 
ep/it:342- 313 niter:131300  800m 1s (- 2700m 26s) completed: 22%) loss_emb: 0.0027  loss: 1.2879  acc: 0.6643  lr: 0.0000 
ep/it:342- 363 niter:131350  800m 24s (- 2700m 25s) completed: 22%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6752  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.676
ep/it:343-  30 niter:131400  800m 51s (- 2700m 35s) completed: 22%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6679  lr: 0.0000 
ep/it:343-  80 niter:131450  801m 15s (- 2700m 37s) completed: 22%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6695  lr: 0.0000 
ep/it:343- 130 niter:131500  801m 38s (- 2700m 34s) completed: 22%) loss_emb: 0.0026  loss: 1.2628  acc: 0.6696  lr: 0.0000 
ep/it:343- 180 niter:131550  802m 2s (- 2700m 35s) completed: 22%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6672  lr: 0.0000 
ep/it:343- 230 niter:131600  802m 26s (- 2700m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6719  lr: 0.0000 
ep/it:343- 280 niter:131650  802m 49s (- 2700m 35s) completed: 22%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6685  lr: 0.0000 
ep/it:343- 330 niter:131700  803m 12s (- 2700m 32s) completed: 22%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6736  lr: 0.0000 
ep/it:343- 380 niter:131750  803m 35s (- 2700m 30s) completed: 22%) loss_emb: 0.0027  loss: 1.2752  acc: 0.6650  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.673
ep/it:344-  47 niter:131800  804m 3s (- 2700m 43s) completed: 22%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6738  lr: 0.0000 
ep/it:344-  97 niter:131850  804m 26s (- 2700m 42s) completed: 22%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6748  lr: 0.0000 
ep/it:344- 147 niter:131900  804m 49s (- 2700m 39s) completed: 22%) loss_emb: 0.0027  loss: 1.2769  acc: 0.6672  lr: 0.0000 
ep/it:344- 197 niter:131950  805m 13s (- 2700m 38s) completed: 22%) loss_emb: 0.0026  loss: 1.2364  acc: 0.6764  lr: 0.0000 
ep/it:344- 247 niter:132000  805m 36s (- 2700m 36s) completed: 22%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6725  lr: 0.0000 
ep/it:344- 297 niter:132050  806m 0s (- 2700m 39s) completed: 22%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6715  lr: 0.0000 
ep/it:344- 347 niter:132100  806m 25s (- 2700m 41s) completed: 22%) loss_emb: 0.0027  loss: 1.2892  acc: 0.6650  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.675
--> 	 Eva. Ep 345 :, FID. 4.0599, Diversity Real. 9.3512, Diversity. 7.7928, R_precision_real. [0.52194149 0.69082447 0.78656915], R_precision. [0.31449468 0.47739362 0.60505319], matching_score_real. 2.965381383895874, matching_score_pred. 4.337590217590332
ep/it:345-  14 niter:132150  807m 4s (- 2701m 34s) completed: 23%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6709  lr: 0.0000 
ep/it:345-  64 niter:132200  807m 29s (- 2701m 37s) completed: 23%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6735  lr: 0.0000 
ep/it:345- 114 niter:132250  807m 52s (- 2701m 34s) completed: 23%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6709  lr: 0.0000 
ep/it:345- 164 niter:132300  808m 15s (- 2701m 30s) completed: 23%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6701  lr: 0.0000 
ep/it:345- 214 niter:132350  808m 39s (- 2701m 31s) completed: 23%) loss_emb: 0.0027  loss: 1.2862  acc: 0.6628  lr: 0.0000 
ep/it:345- 264 niter:132400  809m 3s (- 2701m 32s) completed: 23%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6698  lr: 0.0000 
ep/it:345- 314 niter:132450  809m 27s (- 2701m 33s) completed: 23%) loss_emb: 0.0027  loss: 1.2903  acc: 0.6625  lr: 0.0000 
ep/it:345- 364 niter:132500  809m 51s (- 2701m 34s) completed: 23%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.681
ep/it:346-  31 niter:132550  810m 18s (- 2701m 45s) completed: 23%) loss_emb: 0.0026  loss: 1.2265  acc: 0.6791  lr: 0.0000 
ep/it:346-  81 niter:132600  810m 41s (- 2701m 41s) completed: 23%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6709  lr: 0.0000 
ep/it:346- 131 niter:132650  811m 4s (- 2701m 37s) completed: 23%) loss_emb: 0.0027  loss: 1.2778  acc: 0.6666  lr: 0.0000 
ep/it:346- 181 niter:132700  811m 28s (- 2701m 37s) completed: 23%) loss_emb: 0.0026  loss: 1.2391  acc: 0.6734  lr: 0.0000 
ep/it:346- 231 niter:132750  811m 51s (- 2701m 36s) completed: 23%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6679  lr: 0.0000 
ep/it:346- 281 niter:132800  812m 14s (- 2701m 35s) completed: 23%) loss_emb: 0.0026  loss: 1.2345  acc: 0.6770  lr: 0.0000 
ep/it:346- 331 niter:132850  812m 39s (- 2701m 36s) completed: 23%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6766  lr: 0.0000 
ep/it:346- 381 niter:132900  813m 1s (- 2701m 30s) completed: 23%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.677
ep/it:347-  48 niter:132950  813m 27s (- 2701m 37s) completed: 23%) loss_emb: 0.0026  loss: 1.2424  acc: 0.6752  lr: 0.0000 
ep/it:347-  98 niter:133000  813m 50s (- 2701m 34s) completed: 23%) loss_emb: 0.0027  loss: 1.2815  acc: 0.6622  lr: 0.0000 
ep/it:347- 148 niter:133050  814m 12s (- 2701m 30s) completed: 23%) loss_emb: 0.0026  loss: 1.2614  acc: 0.6701  lr: 0.0000 
ep/it:347- 198 niter:133100  814m 36s (- 2701m 29s) completed: 23%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6753  lr: 0.0000 
ep/it:347- 248 niter:133150  814m 58s (- 2701m 21s) completed: 23%) loss_emb: 0.0027  loss: 1.2710  acc: 0.6661  lr: 0.0000 
ep/it:347- 298 niter:133200  815m 21s (- 2701m 19s) completed: 23%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6750  lr: 0.0000 
ep/it:347- 348 niter:133250  815m 45s (- 2701m 18s) completed: 23%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6684  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.669
ep/it:348-  15 niter:133300  816m 11s (- 2701m 26s) completed: 23%) loss_emb: 0.0026  loss: 1.2441  acc: 0.6721  lr: 0.0000 
ep/it:348-  65 niter:133350  816m 34s (- 2701m 24s) completed: 23%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6716  lr: 0.0000 
ep/it:348- 115 niter:133400  816m 57s (- 2701m 22s) completed: 23%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6684  lr: 0.0000 
ep/it:348- 165 niter:133450  817m 21s (- 2701m 22s) completed: 23%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6685  lr: 0.0000 
ep/it:348- 215 niter:133500  817m 45s (- 2701m 22s) completed: 23%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6722  lr: 0.0000 
ep/it:348- 265 niter:133550  818m 9s (- 2701m 22s) completed: 23%) loss_emb: 0.0026  loss: 1.2395  acc: 0.6755  lr: 0.0000 
ep/it:348- 315 niter:133600  818m 33s (- 2701m 21s) completed: 23%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6708  lr: 0.0000 
ep/it:348- 365 niter:133650  818m 55s (- 2701m 16s) completed: 23%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6709  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.673
ep/it:349-  32 niter:133700  819m 22s (- 2701m 25s) completed: 23%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6703  lr: 0.0000 
ep/it:349-  82 niter:133750  819m 45s (- 2701m 21s) completed: 23%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6692  lr: 0.0000 
ep/it:349- 132 niter:133800  820m 9s (- 2701m 21s) completed: 23%) loss_emb: 0.0027  loss: 1.2869  acc: 0.6621  lr: 0.0000 
ep/it:349- 182 niter:133850  820m 33s (- 2701m 21s) completed: 23%) loss_emb: 0.0026  loss: 1.2480  acc: 0.6743  lr: 0.0000 
ep/it:349- 232 niter:133900  820m 57s (- 2701m 21s) completed: 23%) loss_emb: 0.0027  loss: 1.2865  acc: 0.6610  lr: 0.0000 
ep/it:349- 282 niter:133950  821m 21s (- 2701m 23s) completed: 23%) loss_emb: 0.0027  loss: 1.2777  acc: 0.6659  lr: 0.0000 
ep/it:349- 332 niter:134000  821m 45s (- 2701m 21s) completed: 23%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6694  lr: 0.0000 
ep/it:349- 382 niter:134050  822m 9s (- 2701m 22s) completed: 23%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6706  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.677
--> 	 Eva. Ep 350 :, FID. 4.2699, Diversity Real. 9.6705, Diversity. 7.5079, R_precision_real. [0.51263298 0.70079787 0.81515957], R_precision. [0.3025266  0.48670213 0.59042553], matching_score_real. 2.857581377029419, matching_score_pred. 4.39946985244751
ep/it:350-  49 niter:134100  822m 47s (- 2702m 7s) completed: 23%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6725  lr: 0.0000 
ep/it:350-  99 niter:134150  823m 11s (- 2702m 7s) completed: 23%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6697  lr: 0.0000 
ep/it:350- 149 niter:134200  823m 33s (- 2702m 3s) completed: 23%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6691  lr: 0.0000 
ep/it:350- 199 niter:134250  823m 57s (- 2702m 2s) completed: 23%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6745  lr: 0.0000 
ep/it:350- 249 niter:134300  824m 20s (- 2701m 59s) completed: 23%) loss_emb: 0.0026  loss: 1.2554  acc: 0.6708  lr: 0.0000 
ep/it:350- 299 niter:134350  824m 44s (- 2701m 56s) completed: 23%) loss_emb: 0.0026  loss: 1.2402  acc: 0.6744  lr: 0.0000 
ep/it:350- 349 niter:134400  825m 7s (- 2701m 56s) completed: 23%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.673
ep/it:351-  16 niter:134450  825m 34s (- 2702m 5s) completed: 23%) loss_emb: 0.0026  loss: 1.2181  acc: 0.6789  lr: 0.0000 
ep/it:351-  66 niter:134500  825m 58s (- 2702m 5s) completed: 23%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6684  lr: 0.0000 
ep/it:351- 116 niter:134550  826m 22s (- 2702m 5s) completed: 23%) loss_emb: 0.0027  loss: 1.2776  acc: 0.6654  lr: 0.0000 
ep/it:351- 166 niter:134600  826m 46s (- 2702m 2s) completed: 23%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6732  lr: 0.0000 
ep/it:351- 216 niter:134650  827m 9s (- 2702m 1s) completed: 23%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6745  lr: 0.0000 
ep/it:351- 266 niter:134700  827m 33s (- 2702m 1s) completed: 23%) loss_emb: 0.0027  loss: 1.2635  acc: 0.6663  lr: 0.0000 
ep/it:351- 316 niter:134750  827m 57s (- 2701m 59s) completed: 23%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6712  lr: 0.0000 
ep/it:351- 366 niter:134800  828m 20s (- 2701m 56s) completed: 23%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6686  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.680
ep/it:352-  33 niter:134850  828m 46s (- 2702m 3s) completed: 23%) loss_emb: 0.0026  loss: 1.2308  acc: 0.6760  lr: 0.0000 
ep/it:352-  83 niter:134900  829m 9s (- 2701m 58s) completed: 23%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6741  lr: 0.0000 
ep/it:352- 133 niter:134950  829m 31s (- 2701m 50s) completed: 23%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6717  lr: 0.0000 
ep/it:352- 183 niter:135000  829m 53s (- 2701m 46s) completed: 23%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6673  lr: 0.0000 
ep/it:352- 233 niter:135050  830m 16s (- 2701m 42s) completed: 23%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6770  lr: 0.0000 
ep/it:352- 283 niter:135100  830m 39s (- 2701m 37s) completed: 23%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6740  lr: 0.0000 
ep/it:352- 333 niter:135150  831m 2s (- 2701m 33s) completed: 23%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6697  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.667
ep/it:353-   0 niter:135200  831m 27s (- 2701m 36s) completed: 23%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6690  lr: 0.0000 
ep/it:353-  50 niter:135250  831m 51s (- 2701m 36s) completed: 23%) loss_emb: 0.0027  loss: 1.2712  acc: 0.6645  lr: 0.0000 
ep/it:353- 100 niter:135300  832m 15s (- 2701m 35s) completed: 23%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6765  lr: 0.0000 
ep/it:353- 150 niter:135350  832m 38s (- 2701m 32s) completed: 23%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6697  lr: 0.0000 
ep/it:353- 200 niter:135400  833m 1s (- 2701m 30s) completed: 23%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6696  lr: 0.0000 
ep/it:353- 250 niter:135450  833m 25s (- 2701m 29s) completed: 23%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6749  lr: 0.0000 
ep/it:353- 300 niter:135500  833m 49s (- 2701m 29s) completed: 23%) loss_emb: 0.0027  loss: 1.2718  acc: 0.6653  lr: 0.0000 
ep/it:353- 350 niter:135550  834m 13s (- 2701m 28s) completed: 23%) loss_emb: 0.0027  loss: 1.2743  acc: 0.6663  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.676
ep/it:354-  17 niter:135600  834m 40s (- 2701m 36s) completed: 23%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6692  lr: 0.0000 
ep/it:354-  67 niter:135650  835m 3s (- 2701m 33s) completed: 23%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6773  lr: 0.0000 
ep/it:354- 117 niter:135700  835m 26s (- 2701m 29s) completed: 23%) loss_emb: 0.0026  loss: 1.2339  acc: 0.6778  lr: 0.0000 
ep/it:354- 167 niter:135750  835m 50s (- 2701m 28s) completed: 23%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6745  lr: 0.0000 
ep/it:354- 217 niter:135800  836m 14s (- 2701m 29s) completed: 23%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6697  lr: 0.0000 
ep/it:354- 267 niter:135850  836m 38s (- 2701m 26s) completed: 23%) loss_emb: 0.0027  loss: 1.2722  acc: 0.6643  lr: 0.0000 
ep/it:354- 317 niter:135900  837m 2s (- 2701m 25s) completed: 23%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6745  lr: 0.0000 
ep/it:354- 367 niter:135950  837m 26s (- 2701m 24s) completed: 23%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6757  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.672
--> 	 Eva. Ep 355 :, FID. 4.4292, Diversity Real. 9.4504, Diversity. 7.5899, R_precision_real. [0.51861702 0.7087766  0.80651596], R_precision. [0.30718085 0.47140957 0.58444149], matching_score_real. 2.886875629425049, matching_score_pred. 4.474411487579346
ep/it:355-  34 niter:136000  838m 3s (- 2702m 7s) completed: 23%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6748  lr: 0.0000 
ep/it:355-  84 niter:136050  838m 27s (- 2702m 6s) completed: 23%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6732  lr: 0.0000 
ep/it:355- 134 niter:136100  838m 50s (- 2702m 3s) completed: 23%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6690  lr: 0.0000 
ep/it:355- 184 niter:136150  839m 13s (- 2701m 59s) completed: 23%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6750  lr: 0.0000 
ep/it:355- 234 niter:136200  839m 37s (- 2701m 58s) completed: 23%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6687  lr: 0.0000 
ep/it:355- 284 niter:136250  840m 0s (- 2701m 53s) completed: 23%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6703  lr: 0.0000 
ep/it:355- 334 niter:136300  840m 23s (- 2701m 49s) completed: 23%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6676  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.676
ep/it:356-   1 niter:136350  840m 50s (- 2701m 58s) completed: 23%) loss_emb: 0.0027  loss: 1.2767  acc: 0.6657  lr: 0.0000 
ep/it:356-  51 niter:136400  841m 14s (- 2701m 56s) completed: 23%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6745  lr: 0.0000 
ep/it:356- 101 niter:136450  841m 37s (- 2701m 53s) completed: 23%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6686  lr: 0.0000 
ep/it:356- 151 niter:136500  842m 0s (- 2701m 48s) completed: 23%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6711  lr: 0.0000 
ep/it:356- 201 niter:136550  842m 23s (- 2701m 46s) completed: 23%) loss_emb: 0.0027  loss: 1.2862  acc: 0.6612  lr: 0.0000 
ep/it:356- 251 niter:136600  842m 46s (- 2701m 40s) completed: 23%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6676  lr: 0.0000 
ep/it:356- 301 niter:136650  843m 9s (- 2701m 38s) completed: 23%) loss_emb: 0.0027  loss: 1.2872  acc: 0.6648  lr: 0.0000 
ep/it:356- 351 niter:136700  843m 33s (- 2701m 37s) completed: 23%) loss_emb: 0.0026  loss: 1.2380  acc: 0.6747  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.672
ep/it:357-  18 niter:136750  844m 0s (- 2701m 46s) completed: 23%) loss_emb: 0.0027  loss: 1.2731  acc: 0.6660  lr: 0.0000 
ep/it:357-  68 niter:136800  844m 24s (- 2701m 45s) completed: 23%) loss_emb: 0.0026  loss: 1.2656  acc: 0.6677  lr: 0.0000 
ep/it:357- 118 niter:136850  844m 47s (- 2701m 41s) completed: 23%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6718  lr: 0.0000 
ep/it:357- 168 niter:136900  845m 11s (- 2701m 39s) completed: 23%) loss_emb: 0.0027  loss: 1.2737  acc: 0.6665  lr: 0.0000 
ep/it:357- 218 niter:136950  845m 34s (- 2701m 35s) completed: 23%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6731  lr: 0.0000 
ep/it:357- 268 niter:137000  845m 58s (- 2701m 33s) completed: 23%) loss_emb: 0.0026  loss: 1.2611  acc: 0.6689  lr: 0.0000 
ep/it:357- 318 niter:137050  846m 22s (- 2701m 31s) completed: 23%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6697  lr: 0.0000 
ep/it:357- 368 niter:137100  846m 45s (- 2701m 28s) completed: 23%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6726  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.672
ep/it:358-  35 niter:137150  847m 11s (- 2701m 32s) completed: 23%) loss_emb: 0.0026  loss: 1.2422  acc: 0.6729  lr: 0.0000 
ep/it:358-  85 niter:137200  847m 34s (- 2701m 30s) completed: 23%) loss_emb: 0.0026  loss: 1.2490  acc: 0.6744  lr: 0.0000 
ep/it:358- 135 niter:137250  847m 57s (- 2701m 25s) completed: 23%) loss_emb: 0.0026  loss: 1.2488  acc: 0.6715  lr: 0.0000 
ep/it:358- 185 niter:137300  848m 20s (- 2701m 20s) completed: 23%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6717  lr: 0.0000 
ep/it:358- 235 niter:137350  848m 42s (- 2701m 14s) completed: 23%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6690  lr: 0.0000 
ep/it:358- 285 niter:137400  849m 6s (- 2701m 12s) completed: 23%) loss_emb: 0.0027  loss: 1.2945  acc: 0.6641  lr: 0.0000 
ep/it:358- 335 niter:137450  849m 30s (- 2701m 9s) completed: 23%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6721  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.676
ep/it:359-   2 niter:137500  849m 57s (- 2701m 18s) completed: 23%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6697  lr: 0.0000 
ep/it:359-  52 niter:137550  850m 20s (- 2701m 14s) completed: 23%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6746  lr: 0.0000 
ep/it:359- 102 niter:137600  850m 43s (- 2701m 11s) completed: 23%) loss_emb: 0.0026  loss: 1.2479  acc: 0.6737  lr: 0.0000 
ep/it:359- 152 niter:137650  851m 7s (- 2701m 7s) completed: 23%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6716  lr: 0.0000 
ep/it:359- 202 niter:137700  851m 29s (- 2701m 2s) completed: 23%) loss_emb: 0.0027  loss: 1.2887  acc: 0.6658  lr: 0.0000 
ep/it:359- 252 niter:137750  851m 51s (- 2700m 53s) completed: 23%) loss_emb: 0.0027  loss: 1.2912  acc: 0.6620  lr: 0.0000 
ep/it:359- 302 niter:137800  852m 13s (- 2700m 47s) completed: 23%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6686  lr: 0.0000 
ep/it:359- 352 niter:137850  852m 36s (- 2700m 42s) completed: 23%) loss_emb: 0.0027  loss: 1.2764  acc: 0.6654  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.673
--> 	 Eva. Ep 360 :, FID. 4.2066, Diversity Real. 9.7402, Diversity. 7.9526, R_precision_real. [0.5106383  0.71143617 0.80119681], R_precision. [0.32779255 0.49135638 0.60039894], matching_score_real. 2.8961448669433594, matching_score_pred. 4.400217056274414
ep/it:360-  19 niter:137900  853m 16s (- 2701m 30s) completed: 24%) loss_emb: 0.0026  loss: 1.2730  acc: 0.6686  lr: 0.0000 
ep/it:360-  69 niter:137950  853m 39s (- 2701m 28s) completed: 24%) loss_emb: 0.0026  loss: 1.2372  acc: 0.6760  lr: 0.0000 
ep/it:360- 119 niter:138000  854m 4s (- 2701m 29s) completed: 24%) loss_emb: 0.0026  loss: 1.2259  acc: 0.6784  lr: 0.0000 
ep/it:360- 169 niter:138050  854m 28s (- 2701m 26s) completed: 24%) loss_emb: 0.0026  loss: 1.2493  acc: 0.6732  lr: 0.0000 
ep/it:360- 219 niter:138100  854m 50s (- 2701m 20s) completed: 24%) loss_emb: 0.0026  loss: 1.2692  acc: 0.6685  lr: 0.0000 
ep/it:360- 269 niter:138150  855m 14s (- 2701m 18s) completed: 24%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6664  lr: 0.0000 
ep/it:360- 319 niter:138200  855m 38s (- 2701m 15s) completed: 24%) loss_emb: 0.0026  loss: 1.2531  acc: 0.6707  lr: 0.0000 
ep/it:360- 369 niter:138250  856m 0s (- 2701m 10s) completed: 24%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6699  lr: 0.0000 
Validation time:
Validation loss:1.258, accuracy:0.684
ep/it:361-  36 niter:138300  856m 28s (- 2701m 18s) completed: 24%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6712  lr: 0.0000 
ep/it:361-  86 niter:138350  856m 51s (- 2701m 14s) completed: 24%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6744  lr: 0.0000 
ep/it:361- 136 niter:138400  857m 14s (- 2701m 11s) completed: 24%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6685  lr: 0.0000 
ep/it:361- 186 niter:138450  857m 37s (- 2701m 7s) completed: 24%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6683  lr: 0.0000 
ep/it:361- 236 niter:138500  858m 1s (- 2701m 4s) completed: 24%) loss_emb: 0.0027  loss: 1.2868  acc: 0.6625  lr: 0.0000 
ep/it:361- 286 niter:138550  858m 25s (- 2701m 1s) completed: 24%) loss_emb: 0.0026  loss: 1.2443  acc: 0.6757  lr: 0.0000 
ep/it:361- 336 niter:138600  858m 49s (- 2701m 0s) completed: 24%) loss_emb: 0.0026  loss: 1.2737  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.674
ep/it:362-   3 niter:138650  859m 16s (- 2701m 7s) completed: 24%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6716  lr: 0.0000 
ep/it:362-  53 niter:138700  859m 39s (- 2701m 3s) completed: 24%) loss_emb: 0.0026  loss: 1.2477  acc: 0.6723  lr: 0.0000 
ep/it:362- 103 niter:138750  860m 3s (- 2701m 1s) completed: 24%) loss_emb: 0.0026  loss: 1.2478  acc: 0.6740  lr: 0.0000 
ep/it:362- 153 niter:138800  860m 27s (- 2701m 0s) completed: 24%) loss_emb: 0.0026  loss: 1.2753  acc: 0.6685  lr: 0.0000 
ep/it:362- 203 niter:138850  860m 51s (- 2700m 58s) completed: 24%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6760  lr: 0.0000 
ep/it:362- 253 niter:138900  861m 15s (- 2700m 57s) completed: 24%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6678  lr: 0.0000 
ep/it:362- 303 niter:138950  861m 38s (- 2700m 54s) completed: 24%) loss_emb: 0.0026  loss: 1.2527  acc: 0.6729  lr: 0.0000 
ep/it:362- 353 niter:139000  862m 2s (- 2700m 52s) completed: 24%) loss_emb: 0.0026  loss: 1.2451  acc: 0.6721  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.677
ep/it:363-  20 niter:139050  862m 30s (- 2701m 1s) completed: 24%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6733  lr: 0.0000 
ep/it:363-  70 niter:139100  862m 54s (- 2701m 0s) completed: 24%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6687  lr: 0.0000 
ep/it:363- 120 niter:139150  863m 16s (- 2700m 53s) completed: 24%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6749  lr: 0.0000 
ep/it:363- 170 niter:139200  863m 40s (- 2700m 50s) completed: 24%) loss_emb: 0.0026  loss: 1.2490  acc: 0.6774  lr: 0.0000 
ep/it:363- 220 niter:139250  864m 3s (- 2700m 44s) completed: 24%) loss_emb: 0.0026  loss: 1.2614  acc: 0.6686  lr: 0.0000 
ep/it:363- 270 niter:139300  864m 25s (- 2700m 39s) completed: 24%) loss_emb: 0.0026  loss: 1.2443  acc: 0.6706  lr: 0.0000 
ep/it:363- 320 niter:139350  864m 47s (- 2700m 29s) completed: 24%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6676  lr: 0.0000 
ep/it:363- 370 niter:139400  865m 10s (- 2700m 23s) completed: 24%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6736  lr: 0.0000 
Validation time:
Validation loss:1.321, accuracy:0.667
ep/it:364-  37 niter:139450  865m 37s (- 2700m 31s) completed: 24%) loss_emb: 0.0027  loss: 1.2757  acc: 0.6663  lr: 0.0000 
ep/it:364-  87 niter:139500  866m 0s (- 2700m 28s) completed: 24%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6696  lr: 0.0000 
ep/it:364- 137 niter:139550  866m 24s (- 2700m 24s) completed: 24%) loss_emb: 0.0027  loss: 1.2641  acc: 0.6668  lr: 0.0000 
ep/it:364- 187 niter:139600  866m 47s (- 2700m 19s) completed: 24%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6716  lr: 0.0000 
ep/it:364- 237 niter:139650  867m 11s (- 2700m 17s) completed: 24%) loss_emb: 0.0027  loss: 1.2782  acc: 0.6619  lr: 0.0000 
ep/it:364- 287 niter:139700  867m 35s (- 2700m 16s) completed: 24%) loss_emb: 0.0027  loss: 1.2713  acc: 0.6666  lr: 0.0000 
ep/it:364- 337 niter:139750  867m 59s (- 2700m 14s) completed: 24%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.262, accuracy:0.681
--> 	 Eva. Ep 365 :, FID. 4.1458, Diversity Real. 9.5917, Diversity. 7.7389, R_precision_real. [0.51462766 0.71010638 0.80119681], R_precision. [0.30984043 0.47140957 0.59441489], matching_score_real. 2.86165452003479, matching_score_pred. 4.397022247314453
ep/it:365-   4 niter:139800  868m 40s (- 2701m 5s) completed: 24%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6749  lr: 0.0000 
ep/it:365-  54 niter:139850  869m 3s (- 2700m 59s) completed: 24%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6677  lr: 0.0000 
ep/it:365- 104 niter:139900  869m 26s (- 2700m 56s) completed: 24%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6708  lr: 0.0000 
ep/it:365- 154 niter:139950  869m 51s (- 2700m 57s) completed: 24%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6719  lr: 0.0000 
ep/it:365- 204 niter:140000  870m 15s (- 2700m 53s) completed: 24%) loss_emb: 0.0026  loss: 1.2206  acc: 0.6798  lr: 0.0000 
ep/it:365- 254 niter:140050  870m 38s (- 2700m 50s) completed: 24%) loss_emb: 0.0026  loss: 1.2469  acc: 0.6738  lr: 0.0000 
ep/it:365- 304 niter:140100  871m 1s (- 2700m 45s) completed: 24%) loss_emb: 0.0026  loss: 1.2377  acc: 0.6766  lr: 0.0000 
ep/it:365- 354 niter:140150  871m 26s (- 2700m 45s) completed: 24%) loss_emb: 0.0025  loss: 1.2146  acc: 0.6815  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.673
ep/it:366-  21 niter:140200  871m 53s (- 2700m 51s) completed: 24%) loss_emb: 0.0027  loss: 1.2838  acc: 0.6637  lr: 0.0000 
ep/it:366-  71 niter:140250  872m 15s (- 2700m 44s) completed: 24%) loss_emb: 0.0026  loss: 1.2582  acc: 0.6703  lr: 0.0000 
ep/it:366- 121 niter:140300  872m 39s (- 2700m 42s) completed: 24%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6699  lr: 0.0000 
ep/it:366- 171 niter:140350  873m 2s (- 2700m 37s) completed: 24%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6718  lr: 0.0000 
ep/it:366- 221 niter:140400  873m 26s (- 2700m 36s) completed: 24%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6705  lr: 0.0000 
ep/it:366- 271 niter:140450  873m 50s (- 2700m 33s) completed: 24%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6674  lr: 0.0000 
ep/it:366- 321 niter:140500  874m 14s (- 2700m 30s) completed: 24%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6671  lr: 0.0000 
ep/it:366- 371 niter:140550  874m 38s (- 2700m 29s) completed: 24%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6759  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.676
ep/it:367-  38 niter:140600  875m 4s (- 2700m 33s) completed: 24%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6709  lr: 0.0000 
ep/it:367-  88 niter:140650  875m 28s (- 2700m 30s) completed: 24%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6702  lr: 0.0000 
ep/it:367- 138 niter:140700  875m 51s (- 2700m 23s) completed: 24%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6704  lr: 0.0000 
ep/it:367- 188 niter:140750  876m 14s (- 2700m 19s) completed: 24%) loss_emb: 0.0026  loss: 1.2406  acc: 0.6759  lr: 0.0000 
ep/it:367- 238 niter:140800  876m 37s (- 2700m 14s) completed: 24%) loss_emb: 0.0026  loss: 1.2272  acc: 0.6775  lr: 0.0000 
ep/it:367- 288 niter:140850  877m 1s (- 2700m 11s) completed: 24%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6690  lr: 0.0000 
ep/it:367- 338 niter:140900  877m 25s (- 2700m 7s) completed: 24%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6744  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.672
ep/it:368-   5 niter:140950  877m 51s (- 2700m 14s) completed: 24%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6701  lr: 0.0000 
ep/it:368-  55 niter:141000  878m 15s (- 2700m 10s) completed: 24%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6669  lr: 0.0000 
ep/it:368- 105 niter:141050  878m 39s (- 2700m 7s) completed: 24%) loss_emb: 0.0027  loss: 1.2722  acc: 0.6659  lr: 0.0000 
ep/it:368- 155 niter:141100  879m 2s (- 2700m 3s) completed: 24%) loss_emb: 0.0026  loss: 1.2674  acc: 0.6673  lr: 0.0000 
ep/it:368- 205 niter:141150  879m 26s (- 2700m 0s) completed: 24%) loss_emb: 0.0026  loss: 1.2725  acc: 0.6681  lr: 0.0000 
ep/it:368- 255 niter:141200  879m 49s (- 2699m 55s) completed: 24%) loss_emb: 0.0026  loss: 1.2371  acc: 0.6756  lr: 0.0000 
ep/it:368- 305 niter:141250  880m 13s (- 2699m 52s) completed: 24%) loss_emb: 0.0027  loss: 1.2691  acc: 0.6662  lr: 0.0000 
ep/it:368- 355 niter:141300  880m 36s (- 2699m 48s) completed: 24%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6708  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.670
ep/it:369-  22 niter:141350  881m 3s (- 2699m 55s) completed: 24%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6672  lr: 0.0000 
ep/it:369-  72 niter:141400  881m 27s (- 2699m 50s) completed: 24%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6709  lr: 0.0000 
ep/it:369- 122 niter:141450  881m 50s (- 2699m 45s) completed: 24%) loss_emb: 0.0026  loss: 1.2549  acc: 0.6739  lr: 0.0000 
ep/it:369- 172 niter:141500  882m 13s (- 2699m 38s) completed: 24%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6730  lr: 0.0000 
ep/it:369- 222 niter:141550  882m 36s (- 2699m 34s) completed: 24%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6699  lr: 0.0000 
ep/it:369- 272 niter:141600  883m 0s (- 2699m 30s) completed: 24%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6692  lr: 0.0000 
ep/it:369- 322 niter:141650  883m 23s (- 2699m 25s) completed: 24%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6680  lr: 0.0000 
ep/it:369- 372 niter:141700  883m 46s (- 2699m 21s) completed: 24%) loss_emb: 0.0027  loss: 1.2707  acc: 0.6667  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.669
--> 	 Eva. Ep 370 :, FID. 4.3171, Diversity Real. 9.7502, Diversity. 7.8836, R_precision_real. [0.54055851 0.70678191 0.80585106], R_precision. [0.30984043 0.48071809 0.58045213], matching_score_real. 2.912651300430298, matching_score_pred. 4.489834308624268
ep/it:370-  39 niter:141750  884m 24s (- 2700m 2s) completed: 24%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6775  lr: 0.0000 
ep/it:370-  89 niter:141800  884m 46s (- 2699m 53s) completed: 24%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6740  lr: 0.0000 
ep/it:370- 139 niter:141850  885m 11s (- 2699m 52s) completed: 24%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6709  lr: 0.0000 
ep/it:370- 189 niter:141900  885m 34s (- 2699m 48s) completed: 24%) loss_emb: 0.0026  loss: 1.2452  acc: 0.6744  lr: 0.0000 
ep/it:370- 239 niter:141950  885m 58s (- 2699m 44s) completed: 24%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6690  lr: 0.0000 
ep/it:370- 289 niter:142000  886m 21s (- 2699m 40s) completed: 24%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6712  lr: 0.0000 
ep/it:370- 339 niter:142050  886m 44s (- 2699m 34s) completed: 24%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6688  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.679
ep/it:371-   6 niter:142100  887m 11s (- 2699m 38s) completed: 24%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6718  lr: 0.0000 
ep/it:371-  56 niter:142150  887m 34s (- 2699m 34s) completed: 24%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6687  lr: 0.0000 
ep/it:371- 106 niter:142200  887m 57s (- 2699m 26s) completed: 24%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6725  lr: 0.0000 
ep/it:371- 156 niter:142250  888m 19s (- 2699m 18s) completed: 24%) loss_emb: 0.0026  loss: 1.2208  acc: 0.6779  lr: 0.0000 
ep/it:371- 206 niter:142300  888m 43s (- 2699m 16s) completed: 24%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6677  lr: 0.0000 
ep/it:371- 256 niter:142350  889m 7s (- 2699m 14s) completed: 24%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6730  lr: 0.0000 
ep/it:371- 306 niter:142400  889m 31s (- 2699m 10s) completed: 24%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6713  lr: 0.0000 
ep/it:371- 356 niter:142450  889m 54s (- 2699m 5s) completed: 24%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6730  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.678
ep/it:372-  23 niter:142500  890m 20s (- 2699m 7s) completed: 24%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6706  lr: 0.0000 
ep/it:372-  73 niter:142550  890m 44s (- 2699m 4s) completed: 24%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6701  lr: 0.0000 
ep/it:372- 123 niter:142600  891m 7s (- 2698m 58s) completed: 24%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6731  lr: 0.0000 
ep/it:372- 173 niter:142650  891m 29s (- 2698m 50s) completed: 24%) loss_emb: 0.0027  loss: 1.2775  acc: 0.6638  lr: 0.0000 
ep/it:372- 223 niter:142700  891m 53s (- 2698m 48s) completed: 24%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6685  lr: 0.0000 
ep/it:372- 273 niter:142750  892m 17s (- 2698m 44s) completed: 24%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6705  lr: 0.0000 
ep/it:372- 323 niter:142800  892m 40s (- 2698m 39s) completed: 24%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6705  lr: 0.0000 
ep/it:372- 373 niter:142850  893m 4s (- 2698m 37s) completed: 24%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6712  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.680
ep/it:373-  40 niter:142900  893m 31s (- 2698m 41s) completed: 24%) loss_emb: 0.0026  loss: 1.2422  acc: 0.6723  lr: 0.0000 
ep/it:373-  90 niter:142950  893m 54s (- 2698m 35s) completed: 24%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6733  lr: 0.0000 
ep/it:373- 140 niter:143000  894m 17s (- 2698m 30s) completed: 24%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6755  lr: 0.0000 
ep/it:373- 190 niter:143050  894m 40s (- 2698m 25s) completed: 24%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6704  lr: 0.0000 
ep/it:373- 240 niter:143100  895m 4s (- 2698m 22s) completed: 24%) loss_emb: 0.0026  loss: 1.2426  acc: 0.6750  lr: 0.0000 
ep/it:373- 290 niter:143150  895m 28s (- 2698m 18s) completed: 24%) loss_emb: 0.0026  loss: 1.2704  acc: 0.6678  lr: 0.0000 
ep/it:373- 340 niter:143200  895m 51s (- 2698m 13s) completed: 24%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6689  lr: 0.0000 
Validation time:
Validation loss:1.248, accuracy:0.683
ep/it:374-   7 niter:143250  896m 19s (- 2698m 21s) completed: 24%) loss_emb: 0.0026  loss: 1.2321  acc: 0.6738  lr: 0.0000 
ep/it:374-  57 niter:143300  896m 42s (- 2698m 17s) completed: 24%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6737  lr: 0.0000 
ep/it:374- 107 niter:143350  897m 6s (- 2698m 13s) completed: 24%) loss_emb: 0.0027  loss: 1.2637  acc: 0.6663  lr: 0.0000 
ep/it:374- 157 niter:143400  897m 30s (- 2698m 9s) completed: 24%) loss_emb: 0.0027  loss: 1.2766  acc: 0.6652  lr: 0.0000 
ep/it:374- 207 niter:143450  897m 55s (- 2698m 7s) completed: 24%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6703  lr: 0.0000 
ep/it:374- 257 niter:143500  898m 17s (- 2698m 1s) completed: 24%) loss_emb: 0.0027  loss: 1.2808  acc: 0.6662  lr: 0.0000 
ep/it:374- 307 niter:143550  898m 41s (- 2697m 57s) completed: 24%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6744  lr: 0.0000 
ep/it:374- 357 niter:143600  899m 5s (- 2697m 53s) completed: 24%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.677
--> 	 Eva. Ep 375 :, FID. 4.6094, Diversity Real. 9.3209, Diversity. 7.8030, R_precision_real. [0.50930851 0.70013298 0.79787234], R_precision. [0.29787234 0.47074468 0.5724734 ], matching_score_real. 2.969151258468628, matching_score_pred. 4.476746082305908
ep/it:375-  24 niter:143650  899m 45s (- 2698m 37s) completed: 25%) loss_emb: 0.0026  loss: 1.2564  acc: 0.6698  lr: 0.0000 
ep/it:375-  74 niter:143700  900m 7s (- 2698m 30s) completed: 25%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6736  lr: 0.0000 
ep/it:375- 124 niter:143750  900m 31s (- 2698m 26s) completed: 25%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6677  lr: 0.0000 
ep/it:375- 174 niter:143800  900m 55s (- 2698m 23s) completed: 25%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6697  lr: 0.0000 
ep/it:375- 224 niter:143850  901m 18s (- 2698m 18s) completed: 25%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6698  lr: 0.0000 
ep/it:375- 274 niter:143900  901m 42s (- 2698m 14s) completed: 25%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6738  lr: 0.0000 
ep/it:375- 324 niter:143950  902m 6s (- 2698m 10s) completed: 25%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6725  lr: 0.0000 
ep/it:375- 374 niter:144000  902m 30s (- 2698m 6s) completed: 25%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6664  lr: 0.0000 
Validation time:
Validation loss:1.254, accuracy:0.683
ep/it:376-  41 niter:144050  902m 56s (- 2698m 9s) completed: 25%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6719  lr: 0.0000 
ep/it:376-  91 niter:144100  903m 19s (- 2698m 5s) completed: 25%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6709  lr: 0.0000 
ep/it:376- 141 niter:144150  903m 43s (- 2697m 59s) completed: 25%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6717  lr: 0.0000 
ep/it:376- 191 niter:144200  904m 6s (- 2697m 54s) completed: 25%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6716  lr: 0.0000 
ep/it:376- 241 niter:144250  904m 27s (- 2697m 42s) completed: 25%) loss_emb: 0.0026  loss: 1.2610  acc: 0.6695  lr: 0.0000 
ep/it:376- 291 niter:144300  904m 50s (- 2697m 34s) completed: 25%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6682  lr: 0.0000 
ep/it:376- 341 niter:144350  905m 14s (- 2697m 31s) completed: 25%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6752  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.682
ep/it:377-   8 niter:144400  905m 40s (- 2697m 34s) completed: 25%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6700  lr: 0.0000 
ep/it:377-  58 niter:144450  906m 3s (- 2697m 28s) completed: 25%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6671  lr: 0.0000 
ep/it:377- 108 niter:144500  906m 25s (- 2697m 18s) completed: 25%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6729  lr: 0.0000 
ep/it:377- 158 niter:144550  906m 48s (- 2697m 13s) completed: 25%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6704  lr: 0.0000 
ep/it:377- 208 niter:144600  907m 11s (- 2697m 7s) completed: 25%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6733  lr: 0.0000 
ep/it:377- 258 niter:144650  907m 34s (- 2697m 1s) completed: 25%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6707  lr: 0.0000 
ep/it:377- 308 niter:144700  907m 58s (- 2696m 56s) completed: 25%) loss_emb: 0.0026  loss: 1.2534  acc: 0.6699  lr: 0.0000 
ep/it:377- 358 niter:144750  908m 20s (- 2696m 46s) completed: 25%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6759  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.678
ep/it:378-  25 niter:144800  908m 45s (- 2696m 47s) completed: 25%) loss_emb: 0.0027  loss: 1.2800  acc: 0.6634  lr: 0.0000 
ep/it:378-  75 niter:144850  909m 8s (- 2696m 40s) completed: 25%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6726  lr: 0.0000 
ep/it:378- 125 niter:144900  909m 31s (- 2696m 33s) completed: 25%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6688  lr: 0.0000 
ep/it:378- 175 niter:144950  909m 54s (- 2696m 28s) completed: 25%) loss_emb: 0.0027  loss: 1.2715  acc: 0.6657  lr: 0.0000 
ep/it:378- 225 niter:145000  910m 18s (- 2696m 23s) completed: 25%) loss_emb: 0.0027  loss: 1.2650  acc: 0.6682  lr: 0.0000 
ep/it:378- 275 niter:145050  910m 41s (- 2696m 16s) completed: 25%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6774  lr: 0.0000 
ep/it:378- 325 niter:145100  911m 4s (- 2696m 10s) completed: 25%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6726  lr: 0.0000 
ep/it:378- 375 niter:145150  911m 28s (- 2696m 7s) completed: 25%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.674
ep/it:379-  42 niter:145200  911m 55s (- 2696m 12s) completed: 25%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6702  lr: 0.0000 
ep/it:379-  92 niter:145250  912m 19s (- 2696m 8s) completed: 25%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6726  lr: 0.0000 
ep/it:379- 142 niter:145300  912m 42s (- 2696m 3s) completed: 25%) loss_emb: 0.0026  loss: 1.2473  acc: 0.6732  lr: 0.0000 
ep/it:379- 192 niter:145350  913m 5s (- 2695m 56s) completed: 25%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6766  lr: 0.0000 
ep/it:379- 242 niter:145400  913m 28s (- 2695m 50s) completed: 25%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6701  lr: 0.0000 
ep/it:379- 292 niter:145450  913m 51s (- 2695m 43s) completed: 25%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6737  lr: 0.0000 
ep/it:379- 342 niter:145500  914m 14s (- 2695m 37s) completed: 25%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6721  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.668
--> 	 Eva. Ep 380 :, FID. 4.4988, Diversity Real. 9.5354, Diversity. 7.8437, R_precision_real. [0.51329787 0.71875    0.79986702], R_precision. [0.29654255 0.47606383 0.59640957], matching_score_real. 2.860442876815796, matching_score_pred. 4.448263168334961
ep/it:380-   9 niter:145550  914m 52s (- 2696m 12s) completed: 25%) loss_emb: 0.0027  loss: 1.2785  acc: 0.6652  lr: 0.0000 
ep/it:380-  59 niter:145600  915m 15s (- 2696m 6s) completed: 25%) loss_emb: 0.0026  loss: 1.2660  acc: 0.6707  lr: 0.0000 
ep/it:380- 109 niter:145650  915m 38s (- 2696m 0s) completed: 25%) loss_emb: 0.0026  loss: 1.2403  acc: 0.6750  lr: 0.0000 
ep/it:380- 159 niter:145700  916m 2s (- 2695m 55s) completed: 25%) loss_emb: 0.0027  loss: 1.2744  acc: 0.6649  lr: 0.0000 
ep/it:380- 209 niter:145750  916m 27s (- 2695m 55s) completed: 25%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6687  lr: 0.0000 
ep/it:380- 259 niter:145800  916m 51s (- 2695m 52s) completed: 25%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6696  lr: 0.0000 
ep/it:380- 309 niter:145850  917m 15s (- 2695m 48s) completed: 25%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6680  lr: 0.0000 
ep/it:380- 359 niter:145900  917m 39s (- 2695m 44s) completed: 25%) loss_emb: 0.0026  loss: 1.2330  acc: 0.6755  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.674
ep/it:381-  26 niter:145950  918m 6s (- 2695m 49s) completed: 25%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6722  lr: 0.0000 
ep/it:381-  76 niter:146000  918m 29s (- 2695m 43s) completed: 25%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6702  lr: 0.0000 
ep/it:381- 126 niter:146050  918m 54s (- 2695m 41s) completed: 25%) loss_emb: 0.0026  loss: 1.2424  acc: 0.6739  lr: 0.0000 
ep/it:381- 176 niter:146100  919m 17s (- 2695m 34s) completed: 25%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6689  lr: 0.0000 
ep/it:381- 226 niter:146150  919m 41s (- 2695m 32s) completed: 25%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6729  lr: 0.0000 
ep/it:381- 276 niter:146200  920m 5s (- 2695m 26s) completed: 25%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6680  lr: 0.0000 
ep/it:381- 326 niter:146250  920m 28s (- 2695m 20s) completed: 25%) loss_emb: 0.0026  loss: 1.2261  acc: 0.6776  lr: 0.0000 
ep/it:381- 376 niter:146300  920m 52s (- 2695m 16s) completed: 25%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6727  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.668
ep/it:382-  43 niter:146350  921m 18s (- 2695m 19s) completed: 25%) loss_emb: 0.0026  loss: 1.2525  acc: 0.6706  lr: 0.0000 
ep/it:382-  93 niter:146400  921m 42s (- 2695m 13s) completed: 25%) loss_emb: 0.0026  loss: 1.2476  acc: 0.6717  lr: 0.0000 
ep/it:382- 143 niter:146450  922m 6s (- 2695m 9s) completed: 25%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6734  lr: 0.0000 
ep/it:382- 193 niter:146500  922m 29s (- 2695m 3s) completed: 25%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6680  lr: 0.0000 
ep/it:382- 243 niter:146550  922m 53s (- 2694m 59s) completed: 25%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6711  lr: 0.0000 
ep/it:382- 293 niter:146600  923m 16s (- 2694m 53s) completed: 25%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6736  lr: 0.0000 
ep/it:382- 343 niter:146650  923m 40s (- 2694m 49s) completed: 25%) loss_emb: 0.0027  loss: 1.2719  acc: 0.6663  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.681
ep/it:383-  10 niter:146700  924m 7s (- 2694m 52s) completed: 25%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6662  lr: 0.0000 
ep/it:383-  60 niter:146750  924m 30s (- 2694m 46s) completed: 25%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6678  lr: 0.0000 
ep/it:383- 110 niter:146800  924m 54s (- 2694m 42s) completed: 25%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6744  lr: 0.0000 
ep/it:383- 160 niter:146850  925m 17s (- 2694m 35s) completed: 25%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6713  lr: 0.0000 
ep/it:383- 210 niter:146900  925m 40s (- 2694m 27s) completed: 25%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6739  lr: 0.0000 
ep/it:383- 260 niter:146950  926m 3s (- 2694m 21s) completed: 25%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6719  lr: 0.0000 
ep/it:383- 310 niter:147000  926m 26s (- 2694m 15s) completed: 25%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6691  lr: 0.0000 
ep/it:383- 360 niter:147050  926m 50s (- 2694m 9s) completed: 25%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6711  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.671
ep/it:384-  27 niter:147100  927m 16s (- 2694m 11s) completed: 25%) loss_emb: 0.0026  loss: 1.2461  acc: 0.6757  lr: 0.0000 
ep/it:384-  77 niter:147150  927m 39s (- 2694m 4s) completed: 25%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6718  lr: 0.0000 
ep/it:384- 127 niter:147200  928m 1s (- 2693m 54s) completed: 25%) loss_emb: 0.0026  loss: 1.2573  acc: 0.6707  lr: 0.0000 
ep/it:384- 177 niter:147250  928m 24s (- 2693m 49s) completed: 25%) loss_emb: 0.0026  loss: 1.2536  acc: 0.6699  lr: 0.0000 
ep/it:384- 227 niter:147300  928m 44s (- 2693m 33s) completed: 25%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6690  lr: 0.0000 
ep/it:384- 277 niter:147350  929m 4s (- 2693m 16s) completed: 25%) loss_emb: 0.0026  loss: 1.2340  acc: 0.6743  lr: 0.0000 
ep/it:384- 327 niter:147400  929m 24s (- 2693m 0s) completed: 25%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6715  lr: 0.0000 
ep/it:384- 377 niter:147450  929m 41s (- 2692m 35s) completed: 25%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6674  lr: 0.0000 
Validation time:
Validation loss:1.258, accuracy:0.680
--> 	 Eva. Ep 385 :, FID. 4.4825, Diversity Real. 9.5012, Diversity. 7.7366, R_precision_real. [0.51396277 0.70079787 0.79654255], R_precision. [0.31117021 0.49335106 0.59242021], matching_score_real. 2.88525128364563, matching_score_pred. 4.4561662673950195
ep/it:385-  44 niter:147500  930m 21s (- 2693m 19s) completed: 25%) loss_emb: 0.0026  loss: 1.2307  acc: 0.6764  lr: 0.0000 
ep/it:385-  94 niter:147550  930m 43s (- 2693m 7s) completed: 25%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6715  lr: 0.0000 
ep/it:385- 144 niter:147600  931m 2s (- 2692m 48s) completed: 25%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6701  lr: 0.0000 
ep/it:385- 194 niter:147650  931m 18s (- 2692m 23s) completed: 25%) loss_emb: 0.0026  loss: 1.2299  acc: 0.6781  lr: 0.0000 
ep/it:385- 244 niter:147700  931m 37s (- 2692m 3s) completed: 25%) loss_emb: 0.0027  loss: 1.2846  acc: 0.6661  lr: 0.0000 
ep/it:385- 294 niter:147750  931m 53s (- 2691m 36s) completed: 25%) loss_emb: 0.0027  loss: 1.2838  acc: 0.6617  lr: 0.0000 
ep/it:385- 344 niter:147800  932m 10s (- 2691m 11s) completed: 25%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6710  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.680
ep/it:386-  11 niter:147850  932m 29s (- 2690m 52s) completed: 25%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6742  lr: 0.0000 
ep/it:386-  61 niter:147900  932m 45s (- 2690m 26s) completed: 25%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6739  lr: 0.0000 
ep/it:386- 111 niter:147950  933m 2s (- 2690m 2s) completed: 25%) loss_emb: 0.0026  loss: 1.2463  acc: 0.6705  lr: 0.0000 
ep/it:386- 161 niter:148000  933m 21s (- 2689m 43s) completed: 25%) loss_emb: 0.0026  loss: 1.2453  acc: 0.6761  lr: 0.0000 
ep/it:386- 211 niter:148050  934m 10s (- 2690m 49s) completed: 25%) loss_emb: 0.0026  loss: 1.2318  acc: 0.6769  lr: 0.0000 
ep/it:386- 261 niter:148100  934m 26s (- 2690m 23s) completed: 25%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6699  lr: 0.0000 
ep/it:386- 311 niter:148150  934m 43s (- 2689m 58s) completed: 25%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6684  lr: 0.0000 
ep/it:386- 361 niter:148200  935m 6s (- 2689m 50s) completed: 25%) loss_emb: 0.0027  loss: 1.2825  acc: 0.6667  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.672
ep/it:387-  28 niter:148250  935m 25s (- 2689m 32s) completed: 25%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6716  lr: 0.0000 
ep/it:387-  78 niter:148300  935m 54s (- 2689m 41s) completed: 25%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6694  lr: 0.0000 
ep/it:387- 128 niter:148350  936m 10s (- 2689m 16s) completed: 25%) loss_emb: 0.0026  loss: 1.2406  acc: 0.6739  lr: 0.0000 
ep/it:387- 178 niter:148400  936m 27s (- 2688m 51s) completed: 25%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6729  lr: 0.0000 
ep/it:387- 228 niter:148450  936m 43s (- 2688m 24s) completed: 25%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6721  lr: 0.0000 
ep/it:387- 278 niter:148500  937m 0s (- 2687m 58s) completed: 25%) loss_emb: 0.0026  loss: 1.2488  acc: 0.6731  lr: 0.0000 
ep/it:387- 328 niter:148550  937m 16s (- 2687m 32s) completed: 25%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6739  lr: 0.0000 
ep/it:387- 378 niter:148600  937m 32s (- 2687m 5s) completed: 25%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6755  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.674
ep/it:388-  45 niter:148650  937m 51s (- 2686m 46s) completed: 25%) loss_emb: 0.0026  loss: 1.2519  acc: 0.6720  lr: 0.0000 
ep/it:388-  95 niter:148700  938m 8s (- 2686m 21s) completed: 25%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6737  lr: 0.0000 
ep/it:388- 145 niter:148750  938m 36s (- 2686m 29s) completed: 25%) loss_emb: 0.0026  loss: 1.2467  acc: 0.6763  lr: 0.0000 
ep/it:388- 195 niter:148800  938m 54s (- 2686m 6s) completed: 25%) loss_emb: 0.0026  loss: 1.2470  acc: 0.6729  lr: 0.0000 
ep/it:388- 245 niter:148850  939m 11s (- 2685m 41s) completed: 25%) loss_emb: 0.0026  loss: 1.2306  acc: 0.6758  lr: 0.0000 
ep/it:388- 295 niter:148900  939m 28s (- 2685m 17s) completed: 25%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6702  lr: 0.0000 
ep/it:388- 345 niter:148950  939m 45s (- 2684m 53s) completed: 25%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6700  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.673
ep/it:389-  12 niter:149000  940m 4s (- 2684m 34s) completed: 25%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6701  lr: 0.0000 
ep/it:389-  62 niter:149050  940m 21s (- 2684m 10s) completed: 25%) loss_emb: 0.0026  loss: 1.2380  acc: 0.6723  lr: 0.0000 
ep/it:389- 112 niter:149100  940m 38s (- 2683m 45s) completed: 25%) loss_emb: 0.0026  loss: 1.2764  acc: 0.6669  lr: 0.0000 
ep/it:389- 162 niter:149150  941m 5s (- 2683m 51s) completed: 25%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6707  lr: 0.0000 
ep/it:389- 212 niter:149200  941m 23s (- 2683m 27s) completed: 25%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6774  lr: 0.0000 
ep/it:389- 262 niter:149250  941m 40s (- 2683m 3s) completed: 25%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6685  lr: 0.0000 
ep/it:389- 312 niter:149300  941m 57s (- 2682m 40s) completed: 25%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6695  lr: 0.0000 
ep/it:389- 362 niter:149350  942m 15s (- 2682m 17s) completed: 25%) loss_emb: 0.0027  loss: 1.2871  acc: 0.6647  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.674
--> 	 Eva. Ep 390 :, FID. 4.4844, Diversity Real. 9.6513, Diversity. 7.3664, R_precision_real. [0.5206117  0.71409574 0.8025266 ], R_precision. [0.30585106 0.48271277 0.60239362], matching_score_real. 2.920496940612793, matching_score_pred. 4.422446250915527
ep/it:390-  29 niter:149400  942m 45s (- 2682m 30s) completed: 26%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6691  lr: 0.0000 
ep/it:390-  79 niter:149450  943m 2s (- 2682m 4s) completed: 26%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6683  lr: 0.0000 
ep/it:390- 129 niter:149500  943m 18s (- 2681m 40s) completed: 26%) loss_emb: 0.0027  loss: 1.2719  acc: 0.6665  lr: 0.0000 
ep/it:390- 179 niter:149550  943m 36s (- 2681m 15s) completed: 26%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6678  lr: 0.0000 
ep/it:390- 229 niter:149600  944m 5s (- 2681m 26s) completed: 26%) loss_emb: 0.0026  loss: 1.2442  acc: 0.6755  lr: 0.0000 
ep/it:390- 279 niter:149650  944m 22s (- 2681m 1s) completed: 26%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6752  lr: 0.0000 
ep/it:390- 329 niter:149700  944m 39s (- 2680m 37s) completed: 26%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6745  lr: 0.0000 
ep/it:390- 379 niter:149750  944m 56s (- 2680m 13s) completed: 26%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6690  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.676
ep/it:391-  46 niter:149800  945m 15s (- 2679m 55s) completed: 26%) loss_emb: 0.0026  loss: 1.2269  acc: 0.6765  lr: 0.0000 
ep/it:391-  96 niter:149850  945m 32s (- 2679m 29s) completed: 26%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6736  lr: 0.0000 
ep/it:391- 146 niter:149900  945m 48s (- 2679m 4s) completed: 26%) loss_emb: 0.0027  loss: 1.2954  acc: 0.6618  lr: 0.0000 
ep/it:391- 196 niter:149950  946m 5s (- 2678m 39s) completed: 26%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6744  lr: 0.0000 
ep/it:391- 246 niter:150000  946m 24s (- 2678m 18s) completed: 26%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6755  lr: 0.0000 
ep/it:391- 296 niter:150050  946m 41s (- 2677m 54s) completed: 26%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6768  lr: 0.0000 
ep/it:391- 346 niter:150100  946m 57s (- 2677m 28s) completed: 26%) loss_emb: 0.0026  loss: 1.2375  acc: 0.6740  lr: 0.0000 
Validation time:
Validation loss:1.258, accuracy:0.685
ep/it:392-  13 niter:150150  947m 16s (- 2677m 9s) completed: 26%) loss_emb: 0.0026  loss: 1.2450  acc: 0.6711  lr: 0.0000 
ep/it:392-  63 niter:150200  947m 33s (- 2676m 45s) completed: 26%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6706  lr: 0.0000 
ep/it:392- 113 niter:150250  947m 50s (- 2676m 21s) completed: 26%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6683  lr: 0.0000 
ep/it:392- 163 niter:150300  948m 7s (- 2675m 55s) completed: 26%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6753  lr: 0.0000 
ep/it:392- 213 niter:150350  948m 24s (- 2675m 31s) completed: 26%) loss_emb: 0.0027  loss: 1.2833  acc: 0.6658  lr: 0.0000 
ep/it:392- 263 niter:150400  948m 41s (- 2675m 6s) completed: 26%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6729  lr: 0.0000 
ep/it:392- 313 niter:150450  948m 57s (- 2674m 42s) completed: 26%) loss_emb: 0.0026  loss: 1.2247  acc: 0.6752  lr: 0.0000 
ep/it:392- 363 niter:150500  949m 14s (- 2674m 17s) completed: 26%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6726  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.668
ep/it:393-  30 niter:150550  949m 33s (- 2673m 58s) completed: 26%) loss_emb: 0.0027  loss: 1.2797  acc: 0.6669  lr: 0.0000 
ep/it:393-  80 niter:150600  949m 50s (- 2673m 34s) completed: 26%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6675  lr: 0.0000 
ep/it:393- 130 niter:150650  950m 8s (- 2673m 11s) completed: 26%) loss_emb: 0.0026  loss: 1.2390  acc: 0.6763  lr: 0.0000 
ep/it:393- 180 niter:150700  950m 24s (- 2672m 46s) completed: 26%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6706  lr: 0.0000 
ep/it:393- 230 niter:150750  950m 41s (- 2672m 21s) completed: 26%) loss_emb: 0.0027  loss: 1.2776  acc: 0.6620  lr: 0.0000 
ep/it:393- 280 niter:150800  950m 58s (- 2671m 57s) completed: 26%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6751  lr: 0.0000 
ep/it:393- 330 niter:150850  951m 15s (- 2671m 32s) completed: 26%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6705  lr: 0.0000 
ep/it:393- 380 niter:150900  951m 32s (- 2671m 8s) completed: 26%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6687  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.674
ep/it:394-  47 niter:150950  951m 51s (- 2670m 49s) completed: 26%) loss_emb: 0.0027  loss: 1.2689  acc: 0.6670  lr: 0.0000 
ep/it:394-  97 niter:151000  952m 8s (- 2670m 25s) completed: 26%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6696  lr: 0.0000 
ep/it:394- 147 niter:151050  952m 25s (- 2670m 0s) completed: 26%) loss_emb: 0.0026  loss: 1.2630  acc: 0.6688  lr: 0.0000 
ep/it:394- 197 niter:151100  952m 42s (- 2669m 35s) completed: 26%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6703  lr: 0.0000 
ep/it:394- 247 niter:151150  952m 59s (- 2669m 12s) completed: 26%) loss_emb: 0.0026  loss: 1.2397  acc: 0.6784  lr: 0.0000 
ep/it:394- 297 niter:151200  953m 16s (- 2668m 47s) completed: 26%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6707  lr: 0.0000 
ep/it:394- 347 niter:151250  953m 33s (- 2668m 22s) completed: 26%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6754  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.675
--> 	 Eva. Ep 395 :, FID. 4.2228, Diversity Real. 9.6467, Diversity. 7.7927, R_precision_real. [0.49734043 0.69946809 0.8025266 ], R_precision. [0.30651596 0.4787234  0.59507979], matching_score_real. 2.8886635303497314, matching_score_pred. 4.392385005950928
ep/it:395-  14 niter:151300  954m 0s (- 2668m 26s) completed: 26%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6746  lr: 0.0000 
ep/it:395-  64 niter:151350  954m 16s (- 2667m 59s) completed: 26%) loss_emb: 0.0026  loss: 1.2526  acc: 0.6716  lr: 0.0000 
ep/it:395- 114 niter:151400  954m 32s (- 2667m 34s) completed: 26%) loss_emb: 0.0026  loss: 1.2410  acc: 0.6768  lr: 0.0000 
ep/it:395- 164 niter:151450  954m 49s (- 2667m 9s) completed: 26%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6682  lr: 0.0000 
ep/it:395- 214 niter:151500  955m 6s (- 2666m 45s) completed: 26%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6721  lr: 0.0000 
ep/it:395- 264 niter:151550  955m 23s (- 2666m 19s) completed: 26%) loss_emb: 0.0026  loss: 1.2503  acc: 0.6721  lr: 0.0000 
ep/it:395- 314 niter:151600  955m 39s (- 2665m 53s) completed: 26%) loss_emb: 0.0026  loss: 1.2363  acc: 0.6751  lr: 0.0000 
ep/it:395- 364 niter:151650  955m 55s (- 2665m 27s) completed: 26%) loss_emb: 0.0027  loss: 1.2929  acc: 0.6609  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.673
ep/it:396-  31 niter:151700  956m 15s (- 2665m 8s) completed: 26%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6691  lr: 0.0000 
ep/it:396-  81 niter:151750  956m 31s (- 2664m 42s) completed: 26%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6705  lr: 0.0000 
ep/it:396- 131 niter:151800  956m 47s (- 2664m 17s) completed: 26%) loss_emb: 0.0026  loss: 1.2432  acc: 0.6733  lr: 0.0000 
ep/it:396- 181 niter:151850  957m 4s (- 2663m 51s) completed: 26%) loss_emb: 0.0026  loss: 1.2374  acc: 0.6762  lr: 0.0000 
ep/it:396- 231 niter:151900  957m 21s (- 2663m 26s) completed: 26%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6693  lr: 0.0000 
ep/it:396- 281 niter:151950  957m 38s (- 2663m 3s) completed: 26%) loss_emb: 0.0026  loss: 1.2317  acc: 0.6767  lr: 0.0000 
ep/it:396- 331 niter:152000  957m 54s (- 2662m 37s) completed: 26%) loss_emb: 0.0027  loss: 1.2983  acc: 0.6622  lr: 0.0000 
ep/it:396- 381 niter:152050  958m 11s (- 2662m 13s) completed: 26%) loss_emb: 0.0026  loss: 1.2386  acc: 0.6742  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.672
ep/it:397-  48 niter:152100  958m 30s (- 2661m 53s) completed: 26%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6756  lr: 0.0000 
ep/it:397-  98 niter:152150  958m 47s (- 2661m 28s) completed: 26%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6713  lr: 0.0000 
ep/it:397- 148 niter:152200  959m 3s (- 2661m 3s) completed: 26%) loss_emb: 0.0026  loss: 1.2294  acc: 0.6770  lr: 0.0000 
ep/it:397- 198 niter:152250  959m 20s (- 2660m 38s) completed: 26%) loss_emb: 0.0026  loss: 1.2467  acc: 0.6751  lr: 0.0000 
ep/it:397- 248 niter:152300  959m 37s (- 2660m 13s) completed: 26%) loss_emb: 0.0027  loss: 1.2739  acc: 0.6661  lr: 0.0000 
ep/it:397- 298 niter:152350  959m 53s (- 2659m 47s) completed: 26%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6681  lr: 0.0000 
ep/it:397- 348 niter:152400  960m 10s (- 2659m 21s) completed: 26%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6686  lr: 0.0000 
Validation time:
Validation loss:1.257, accuracy:0.685
ep/it:398-  15 niter:152450  960m 29s (- 2659m 2s) completed: 26%) loss_emb: 0.0027  loss: 1.2737  acc: 0.6648  lr: 0.0000 
ep/it:398-  65 niter:152500  960m 46s (- 2658m 40s) completed: 26%) loss_emb: 0.0026  loss: 1.2587  acc: 0.6706  lr: 0.0000 
ep/it:398- 115 niter:152550  961m 3s (- 2658m 16s) completed: 26%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6786  lr: 0.0000 
ep/it:398- 165 niter:152600  961m 21s (- 2657m 53s) completed: 26%) loss_emb: 0.0027  loss: 1.2678  acc: 0.6672  lr: 0.0000 
ep/it:398- 215 niter:152650  961m 38s (- 2657m 29s) completed: 26%) loss_emb: 0.0026  loss: 1.2610  acc: 0.6691  lr: 0.0000 
ep/it:398- 265 niter:152700  961m 54s (- 2657m 3s) completed: 26%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6793  lr: 0.0000 
ep/it:398- 315 niter:152750  962m 11s (- 2656m 38s) completed: 26%) loss_emb: 0.0026  loss: 1.2326  acc: 0.6749  lr: 0.0000 
ep/it:398- 365 niter:152800  962m 27s (- 2656m 13s) completed: 26%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6718  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.677
ep/it:399-  32 niter:152850  962m 47s (- 2655m 56s) completed: 26%) loss_emb: 0.0026  loss: 1.2499  acc: 0.6707  lr: 0.0000 
ep/it:399-  82 niter:152900  963m 3s (- 2655m 30s) completed: 26%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6704  lr: 0.0000 
ep/it:399- 132 niter:152950  963m 20s (- 2655m 5s) completed: 26%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6746  lr: 0.0000 
ep/it:399- 182 niter:153000  963m 37s (- 2654m 40s) completed: 26%) loss_emb: 0.0026  loss: 1.2392  acc: 0.6751  lr: 0.0000 
ep/it:399- 232 niter:153050  963m 54s (- 2654m 16s) completed: 26%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6699  lr: 0.0000 
ep/it:399- 282 niter:153100  964m 11s (- 2653m 53s) completed: 26%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6749  lr: 0.0000 
ep/it:399- 332 niter:153150  964m 28s (- 2653m 28s) completed: 26%) loss_emb: 0.0026  loss: 1.2300  acc: 0.6755  lr: 0.0000 
ep/it:399- 382 niter:153200  964m 45s (- 2653m 3s) completed: 26%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.263, accuracy:0.677
--> 	 Eva. Ep 400 :, FID. 4.4936, Diversity Real. 9.5779, Diversity. 7.6304, R_precision_real. [0.52526596 0.71409574 0.81050532], R_precision. [0.3125     0.49734043 0.59840426], matching_score_real. 2.8468663692474365, matching_score_pred. 4.395370006561279
ep/it:400-  49 niter:153250  965m 24s (- 2653m 42s) completed: 26%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6710  lr: 0.0000 
ep/it:400-  99 niter:153300  965m 42s (- 2653m 19s) completed: 26%) loss_emb: 0.0026  loss: 1.2125  acc: 0.6797  lr: 0.0000 
ep/it:400- 149 niter:153350  965m 59s (- 2652m 56s) completed: 26%) loss_emb: 0.0027  loss: 1.2729  acc: 0.6663  lr: 0.0000 
ep/it:400- 199 niter:153400  966m 16s (- 2652m 32s) completed: 26%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6689  lr: 0.0000 
ep/it:400- 249 niter:153450  966m 34s (- 2652m 9s) completed: 26%) loss_emb: 0.0026  loss: 1.2494  acc: 0.6735  lr: 0.0000 
ep/it:400- 299 niter:153500  966m 55s (- 2651m 56s) completed: 26%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6737  lr: 0.0000 
ep/it:400- 349 niter:153550  967m 21s (- 2651m 58s) completed: 26%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6693  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.674
ep/it:401-  16 niter:153600  967m 41s (- 2651m 41s) completed: 26%) loss_emb: 0.0026  loss: 1.2624  acc: 0.6694  lr: 0.0000 
ep/it:401-  66 niter:153650  967m 58s (- 2651m 18s) completed: 26%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6802  lr: 0.0000 
ep/it:401- 116 niter:153700  968m 16s (- 2650m 56s) completed: 26%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6707  lr: 0.0000 
ep/it:401- 166 niter:153750  968m 33s (- 2650m 33s) completed: 26%) loss_emb: 0.0026  loss: 1.2378  acc: 0.6762  lr: 0.0000 
ep/it:401- 216 niter:153800  968m 52s (- 2650m 12s) completed: 26%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6707  lr: 0.0000 
ep/it:401- 266 niter:153850  969m 11s (- 2649m 53s) completed: 26%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6700  lr: 0.0000 
ep/it:401- 316 niter:153900  969m 39s (- 2650m 0s) completed: 26%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6696  lr: 0.0000 
ep/it:401- 366 niter:153950  969m 55s (- 2649m 35s) completed: 26%) loss_emb: 0.0026  loss: 1.2453  acc: 0.6731  lr: 0.0000 
Validation time:
Validation loss:1.279, accuracy:0.677
ep/it:402-  33 niter:154000  970m 15s (- 2649m 17s) completed: 26%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6696  lr: 0.0000 
ep/it:402-  83 niter:154050  970m 32s (- 2648m 55s) completed: 26%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6703  lr: 0.0000 
ep/it:402- 133 niter:154100  970m 50s (- 2648m 32s) completed: 26%) loss_emb: 0.0026  loss: 1.2448  acc: 0.6741  lr: 0.0000 
ep/it:402- 183 niter:154150  971m 7s (- 2648m 8s) completed: 26%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6741  lr: 0.0000 
ep/it:402- 233 niter:154200  971m 24s (- 2647m 44s) completed: 26%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6698  lr: 0.0000 
ep/it:402- 283 niter:154250  971m 40s (- 2647m 19s) completed: 26%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6745  lr: 0.0000 
ep/it:402- 333 niter:154300  971m 58s (- 2646m 56s) completed: 26%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6716  lr: 0.0000 
Validation time:
Validation loss:1.280, accuracy:0.676
ep/it:403-   0 niter:154350  972m 18s (- 2646m 39s) completed: 26%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6704  lr: 0.0000 
ep/it:403-  50 niter:154400  972m 35s (- 2646m 15s) completed: 26%) loss_emb: 0.0026  loss: 1.2263  acc: 0.6757  lr: 0.0000 
ep/it:403- 100 niter:154450  972m 52s (- 2645m 51s) completed: 26%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6723  lr: 0.0000 
ep/it:403- 150 niter:154500  973m 9s (- 2645m 27s) completed: 26%) loss_emb: 0.0026  loss: 1.2403  acc: 0.6773  lr: 0.0000 
ep/it:403- 200 niter:154550  973m 26s (- 2645m 4s) completed: 26%) loss_emb: 0.0026  loss: 1.2454  acc: 0.6722  lr: 0.0000 
ep/it:403- 250 niter:154600  973m 43s (- 2644m 40s) completed: 26%) loss_emb: 0.0027  loss: 1.2988  acc: 0.6598  lr: 0.0000 
ep/it:403- 300 niter:154650  974m 0s (- 2644m 16s) completed: 26%) loss_emb: 0.0027  loss: 1.2744  acc: 0.6665  lr: 0.0000 
ep/it:403- 350 niter:154700  974m 17s (- 2643m 51s) completed: 26%) loss_emb: 0.0027  loss: 1.2685  acc: 0.6657  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.672
ep/it:404-  17 niter:154750  974m 37s (- 2643m 36s) completed: 26%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6751  lr: 0.0000 
ep/it:404-  67 niter:154800  974m 54s (- 2643m 13s) completed: 26%) loss_emb: 0.0027  loss: 1.2663  acc: 0.6656  lr: 0.0000 
ep/it:404- 117 niter:154850  975m 12s (- 2642m 50s) completed: 26%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6715  lr: 0.0000 
ep/it:404- 167 niter:154900  975m 28s (- 2642m 25s) completed: 26%) loss_emb: 0.0026  loss: 1.2478  acc: 0.6713  lr: 0.0000 
ep/it:404- 217 niter:154950  975m 46s (- 2642m 2s) completed: 26%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6686  lr: 0.0000 
ep/it:404- 267 niter:155000  976m 3s (- 2641m 40s) completed: 26%) loss_emb: 0.0027  loss: 1.2772  acc: 0.6655  lr: 0.0000 
ep/it:404- 317 niter:155050  976m 21s (- 2641m 18s) completed: 26%) loss_emb: 0.0026  loss: 1.2673  acc: 0.6705  lr: 0.0000 
ep/it:404- 367 niter:155100  976m 38s (- 2640m 53s) completed: 26%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.675
--> 	 Eva. Ep 405 :, FID. 4.3103, Diversity Real. 9.3002, Diversity. 7.6537, R_precision_real. [0.49933511 0.68949468 0.78789894], R_precision. [0.32513298 0.4793883  0.60039894], matching_score_real. 2.9386391639709473, matching_score_pred. 4.331598281860352
ep/it:405-  34 niter:155150  977m 8s (- 2641m 4s) completed: 27%) loss_emb: 0.0025  loss: 1.2184  acc: 0.6826  lr: 0.0000 
ep/it:405-  84 niter:155200  977m 25s (- 2640m 40s) completed: 27%) loss_emb: 0.0026  loss: 1.2539  acc: 0.6716  lr: 0.0000 
ep/it:405- 134 niter:155250  977m 41s (- 2640m 14s) completed: 27%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6723  lr: 0.0000 
ep/it:405- 184 niter:155300  977m 58s (- 2639m 50s) completed: 27%) loss_emb: 0.0026  loss: 1.2511  acc: 0.6712  lr: 0.0000 
ep/it:405- 234 niter:155350  978m 16s (- 2639m 28s) completed: 27%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6717  lr: 0.0000 
ep/it:405- 284 niter:155400  978m 33s (- 2639m 4s) completed: 27%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6759  lr: 0.0000 
ep/it:405- 334 niter:155450  978m 51s (- 2638m 42s) completed: 27%) loss_emb: 0.0026  loss: 1.2318  acc: 0.6736  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.676
ep/it:406-   1 niter:155500  979m 11s (- 2638m 27s) completed: 27%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6748  lr: 0.0000 
ep/it:406-  51 niter:155550  979m 29s (- 2638m 6s) completed: 27%) loss_emb: 0.0026  loss: 1.2346  acc: 0.6780  lr: 0.0000 
ep/it:406- 101 niter:155600  979m 46s (- 2637m 43s) completed: 27%) loss_emb: 0.0025  loss: 1.2096  acc: 0.6808  lr: 0.0000 
ep/it:406- 151 niter:155650  980m 4s (- 2637m 20s) completed: 27%) loss_emb: 0.0027  loss: 1.2815  acc: 0.6633  lr: 0.0000 
ep/it:406- 201 niter:155700  980m 21s (- 2636m 56s) completed: 27%) loss_emb: 0.0026  loss: 1.2479  acc: 0.6712  lr: 0.0000 
ep/it:406- 251 niter:155750  980m 38s (- 2636m 32s) completed: 27%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6744  lr: 0.0000 
ep/it:406- 301 niter:155800  980m 55s (- 2636m 10s) completed: 27%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6733  lr: 0.0000 
ep/it:406- 351 niter:155850  981m 13s (- 2635m 47s) completed: 27%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6698  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.678
ep/it:407-  18 niter:155900  981m 33s (- 2635m 31s) completed: 27%) loss_emb: 0.0026  loss: 1.2612  acc: 0.6700  lr: 0.0000 
ep/it:407-  68 niter:155950  981m 50s (- 2635m 7s) completed: 27%) loss_emb: 0.0026  loss: 1.2660  acc: 0.6705  lr: 0.0000 
ep/it:407- 118 niter:156000  982m 8s (- 2634m 45s) completed: 27%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6738  lr: 0.0000 
ep/it:407- 168 niter:156050  982m 25s (- 2634m 23s) completed: 27%) loss_emb: 0.0026  loss: 1.2220  acc: 0.6774  lr: 0.0000 
ep/it:407- 218 niter:156100  982m 42s (- 2633m 59s) completed: 27%) loss_emb: 0.0026  loss: 1.2342  acc: 0.6770  lr: 0.0000 
ep/it:407- 268 niter:156150  983m 0s (- 2633m 39s) completed: 27%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6739  lr: 0.0000 
ep/it:407- 318 niter:156200  983m 18s (- 2633m 15s) completed: 27%) loss_emb: 0.0026  loss: 1.2378  acc: 0.6764  lr: 0.0000 
ep/it:407- 368 niter:156250  983m 35s (- 2632m 52s) completed: 27%) loss_emb: 0.0026  loss: 1.2433  acc: 0.6740  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.673
ep/it:408-  35 niter:156300  983m 54s (- 2632m 35s) completed: 27%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6730  lr: 0.0000 
ep/it:408-  85 niter:156350  984m 12s (- 2632m 11s) completed: 27%) loss_emb: 0.0026  loss: 1.2539  acc: 0.6746  lr: 0.0000 
ep/it:408- 135 niter:156400  984m 30s (- 2631m 51s) completed: 27%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6675  lr: 0.0000 
ep/it:408- 185 niter:156450  985m 0s (- 2632m 2s) completed: 27%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6710  lr: 0.0000 
ep/it:408- 235 niter:156500  985m 19s (- 2631m 42s) completed: 27%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6724  lr: 0.0000 
ep/it:408- 285 niter:156550  985m 36s (- 2631m 20s) completed: 27%) loss_emb: 0.0026  loss: 1.2216  acc: 0.6799  lr: 0.0000 
ep/it:408- 335 niter:156600  985m 54s (- 2630m 57s) completed: 27%) loss_emb: 0.0026  loss: 1.2402  acc: 0.6735  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.678
ep/it:409-   2 niter:156650  986m 12s (- 2630m 38s) completed: 27%) loss_emb: 0.0026  loss: 1.2425  acc: 0.6741  lr: 0.0000 
ep/it:409-  52 niter:156700  986m 30s (- 2630m 15s) completed: 27%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6717  lr: 0.0000 
ep/it:409- 102 niter:156750  986m 47s (- 2629m 52s) completed: 27%) loss_emb: 0.0026  loss: 1.2630  acc: 0.6675  lr: 0.0000 
ep/it:409- 152 niter:156800  987m 5s (- 2629m 30s) completed: 27%) loss_emb: 0.0026  loss: 1.2188  acc: 0.6796  lr: 0.0000 
ep/it:409- 202 niter:156850  987m 22s (- 2629m 7s) completed: 27%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6722  lr: 0.0000 
ep/it:409- 252 niter:156900  987m 39s (- 2628m 44s) completed: 27%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6696  lr: 0.0000 
ep/it:409- 302 niter:156950  987m 56s (- 2628m 18s) completed: 27%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6708  lr: 0.0000 
ep/it:409- 352 niter:157000  988m 13s (- 2627m 54s) completed: 27%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6676  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.674
--> 	 Eva. Ep 410 :, FID. 4.3614, Diversity Real. 9.3253, Diversity. 7.6933, R_precision_real. [0.51329787 0.70146277 0.79920213], R_precision. [0.32646277 0.48204787 0.59042553], matching_score_real. 2.9123687744140625, matching_score_pred. 4.369221210479736
ep/it:410-  19 niter:157050  988m 41s (- 2628m 1s) completed: 27%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6738  lr: 0.0000 
ep/it:410-  69 niter:157100  988m 58s (- 2627m 36s) completed: 27%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6685  lr: 0.0000 
ep/it:410- 119 niter:157150  989m 15s (- 2627m 13s) completed: 27%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6693  lr: 0.0000 
ep/it:410- 169 niter:157200  989m 32s (- 2626m 49s) completed: 27%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6737  lr: 0.0000 
ep/it:410- 219 niter:157250  989m 48s (- 2626m 23s) completed: 27%) loss_emb: 0.0026  loss: 1.2337  acc: 0.6761  lr: 0.0000 
ep/it:410- 269 niter:157300  990m 5s (- 2625m 58s) completed: 27%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6720  lr: 0.0000 
ep/it:410- 319 niter:157350  990m 21s (- 2625m 31s) completed: 27%) loss_emb: 0.0026  loss: 1.2475  acc: 0.6715  lr: 0.0000 
ep/it:410- 369 niter:157400  990m 37s (- 2625m 6s) completed: 27%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6702  lr: 0.0000 
Validation time:
Validation loss:1.251, accuracy:0.685
ep/it:411-  36 niter:157450  990m 56s (- 2624m 47s) completed: 27%) loss_emb: 0.0026  loss: 1.2544  acc: 0.6719  lr: 0.0000 
ep/it:411-  86 niter:157500  991m 13s (- 2624m 22s) completed: 27%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6711  lr: 0.0000 
ep/it:411- 136 niter:157550  991m 30s (- 2623m 59s) completed: 27%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6720  lr: 0.0000 
ep/it:411- 186 niter:157600  991m 47s (- 2623m 34s) completed: 27%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6720  lr: 0.0000 
ep/it:411- 236 niter:157650  992m 3s (- 2623m 10s) completed: 27%) loss_emb: 0.0027  loss: 1.2698  acc: 0.6658  lr: 0.0000 
ep/it:411- 286 niter:157700  992m 20s (- 2622m 44s) completed: 27%) loss_emb: 0.0026  loss: 1.2335  acc: 0.6767  lr: 0.0000 
ep/it:411- 336 niter:157750  992m 36s (- 2622m 18s) completed: 27%) loss_emb: 0.0027  loss: 1.2660  acc: 0.6671  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.680
ep/it:412-   3 niter:157800  992m 56s (- 2622m 1s) completed: 27%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6701  lr: 0.0000 
ep/it:412-  53 niter:157850  993m 12s (- 2621m 37s) completed: 27%) loss_emb: 0.0026  loss: 1.2568  acc: 0.6715  lr: 0.0000 
ep/it:412- 103 niter:157900  993m 29s (- 2621m 11s) completed: 27%) loss_emb: 0.0026  loss: 1.2357  acc: 0.6742  lr: 0.0000 
ep/it:412- 153 niter:157950  993m 45s (- 2620m 46s) completed: 27%) loss_emb: 0.0026  loss: 1.2364  acc: 0.6752  lr: 0.0000 
ep/it:412- 203 niter:158000  994m 1s (- 2620m 20s) completed: 27%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6747  lr: 0.0000 
ep/it:412- 253 niter:158050  994m 18s (- 2619m 54s) completed: 27%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6660  lr: 0.0000 
ep/it:412- 303 niter:158100  994m 35s (- 2619m 31s) completed: 27%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6699  lr: 0.0000 
ep/it:412- 353 niter:158150  994m 52s (- 2619m 8s) completed: 27%) loss_emb: 0.0026  loss: 1.2264  acc: 0.6769  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.681
ep/it:413-  20 niter:158200  995m 11s (- 2618m 49s) completed: 27%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6745  lr: 0.0000 
ep/it:413-  70 niter:158250  995m 28s (- 2618m 25s) completed: 27%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6717  lr: 0.0000 
ep/it:413- 120 niter:158300  995m 44s (- 2617m 59s) completed: 27%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6713  lr: 0.0000 
ep/it:413- 170 niter:158350  996m 0s (- 2617m 34s) completed: 27%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6707  lr: 0.0000 
ep/it:413- 220 niter:158400  996m 17s (- 2617m 9s) completed: 27%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6697  lr: 0.0000 
ep/it:413- 270 niter:158450  996m 34s (- 2616m 45s) completed: 27%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6686  lr: 0.0000 
ep/it:413- 320 niter:158500  996m 51s (- 2616m 20s) completed: 27%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6727  lr: 0.0000 
ep/it:413- 370 niter:158550  997m 7s (- 2615m 55s) completed: 27%) loss_emb: 0.0026  loss: 1.2245  acc: 0.6780  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.681
ep/it:414-  37 niter:158600  997m 26s (- 2615m 36s) completed: 27%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6678  lr: 0.0000 
ep/it:414-  87 niter:158650  997m 43s (- 2615m 12s) completed: 27%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6698  lr: 0.0000 
ep/it:414- 137 niter:158700  997m 59s (- 2614m 46s) completed: 27%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6731  lr: 0.0000 
ep/it:414- 187 niter:158750  998m 16s (- 2614m 21s) completed: 27%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6674  lr: 0.0000 
ep/it:414- 237 niter:158800  998m 33s (- 2613m 58s) completed: 27%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6728  lr: 0.0000 
ep/it:414- 287 niter:158850  998m 50s (- 2613m 34s) completed: 27%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6709  lr: 0.0000 
ep/it:414- 337 niter:158900  999m 7s (- 2613m 10s) completed: 27%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6728  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.675
--> 	 Eva. Ep 415 :, FID. 4.6392, Diversity Real. 9.4507, Diversity. 7.6226, R_precision_real. [0.51196809 0.71542553 0.80385638], R_precision. [0.31449468 0.48337766 0.59640957], matching_score_real. 2.9188923835754395, matching_score_pred. 4.452280521392822
ep/it:415-   4 niter:158950  999m 34s (- 2613m 15s) completed: 27%) loss_emb: 0.0026  loss: 1.2466  acc: 0.6710  lr: 0.0000 
ep/it:415-  54 niter:159000  999m 51s (- 2612m 50s) completed: 27%) loss_emb: 0.0027  loss: 1.2665  acc: 0.6681  lr: 0.0000 
ep/it:415- 104 niter:159050  1000m 9s (- 2612m 28s) completed: 27%) loss_emb: 0.0027  loss: 1.2760  acc: 0.6662  lr: 0.0000 
ep/it:415- 154 niter:159100  1000m 25s (- 2612m 3s) completed: 27%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6787  lr: 0.0000 
ep/it:415- 204 niter:159150  1000m 43s (- 2611m 40s) completed: 27%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6685  lr: 0.0000 
ep/it:415- 254 niter:159200  1000m 59s (- 2611m 15s) completed: 27%) loss_emb: 0.0026  loss: 1.2668  acc: 0.6711  lr: 0.0000 
ep/it:415- 304 niter:159250  1001m 17s (- 2610m 53s) completed: 27%) loss_emb: 0.0026  loss: 1.2296  acc: 0.6732  lr: 0.0000 
ep/it:415- 354 niter:159300  1001m 34s (- 2610m 29s) completed: 27%) loss_emb: 0.0026  loss: 1.2368  acc: 0.6750  lr: 0.0000 
Validation time:
Validation loss:1.262, accuracy:0.680
ep/it:416-  21 niter:159350  1001m 53s (- 2610m 11s) completed: 27%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6723  lr: 0.0000 
ep/it:416-  71 niter:159400  1002m 10s (- 2609m 46s) completed: 27%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6751  lr: 0.0000 
ep/it:416- 121 niter:159450  1002m 27s (- 2609m 25s) completed: 27%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6703  lr: 0.0000 
ep/it:416- 171 niter:159500  1002m 53s (- 2609m 24s) completed: 27%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6727  lr: 0.0000 
ep/it:416- 221 niter:159550  1003m 14s (- 2609m 11s) completed: 27%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6749  lr: 0.0000 
ep/it:416- 271 niter:159600  1003m 33s (- 2608m 53s) completed: 27%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6621  lr: 0.0000 
ep/it:416- 321 niter:159650  1003m 52s (- 2608m 32s) completed: 27%) loss_emb: 0.0026  loss: 1.2194  acc: 0.6771  lr: 0.0000 
ep/it:416- 371 niter:159700  1004m 10s (- 2608m 12s) completed: 27%) loss_emb: 0.0027  loss: 1.2734  acc: 0.6648  lr: 0.0000 
Validation time:
Validation loss:1.254, accuracy:0.686
ep/it:417-  38 niter:159750  1004m 32s (- 2608m 3s) completed: 27%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6732  lr: 0.0000 
ep/it:417-  88 niter:159800  1004m 55s (- 2607m 52s) completed: 27%) loss_emb: 0.0026  loss: 1.2488  acc: 0.6709  lr: 0.0000 
ep/it:417- 138 niter:159850  1005m 13s (- 2607m 31s) completed: 27%) loss_emb: 0.0026  loss: 1.2668  acc: 0.6673  lr: 0.0000 
ep/it:417- 188 niter:159900  1005m 33s (- 2607m 17s) completed: 27%) loss_emb: 0.0026  loss: 1.2432  acc: 0.6724  lr: 0.0000 
ep/it:417- 238 niter:159950  1005m 52s (- 2606m 59s) completed: 27%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6737  lr: 0.0000 
ep/it:417- 288 niter:160000  1006m 13s (- 2606m 45s) completed: 27%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6763  lr: 0.0000 
ep/it:417- 338 niter:160050  1006m 35s (- 2606m 34s) completed: 27%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6706  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.674
ep/it:418-   5 niter:160100  1007m 2s (- 2606m 35s) completed: 27%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6718  lr: 0.0000 
ep/it:418-  55 niter:160150  1007m 21s (- 2606m 17s) completed: 27%) loss_emb: 0.0026  loss: 1.2469  acc: 0.6714  lr: 0.0000 
ep/it:418- 105 niter:160200  1007m 39s (- 2605m 56s) completed: 27%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6689  lr: 0.0000 
ep/it:418- 155 niter:160250  1007m 57s (- 2605m 36s) completed: 27%) loss_emb: 0.0026  loss: 1.2324  acc: 0.6779  lr: 0.0000 
ep/it:418- 205 niter:160300  1008m 16s (- 2605m 17s) completed: 27%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6743  lr: 0.0000 
ep/it:418- 255 niter:160350  1008m 34s (- 2604m 57s) completed: 27%) loss_emb: 0.0027  loss: 1.2925  acc: 0.6615  lr: 0.0000 
ep/it:418- 305 niter:160400  1008m 53s (- 2604m 37s) completed: 27%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6751  lr: 0.0000 
ep/it:418- 355 niter:160450  1009m 11s (- 2604m 17s) completed: 27%) loss_emb: 0.0026  loss: 1.2400  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.678
ep/it:419-  22 niter:160500  1009m 34s (- 2604m 7s) completed: 27%) loss_emb: 0.0026  loss: 1.2580  acc: 0.6691  lr: 0.0000 
ep/it:419-  72 niter:160550  1009m 52s (- 2603m 48s) completed: 27%) loss_emb: 0.0026  loss: 1.2454  acc: 0.6712  lr: 0.0000 
ep/it:419- 122 niter:160600  1010m 13s (- 2603m 32s) completed: 27%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6731  lr: 0.0000 
ep/it:419- 172 niter:160650  1010m 31s (- 2603m 11s) completed: 27%) loss_emb: 0.0026  loss: 1.2494  acc: 0.6710  lr: 0.0000 
ep/it:419- 222 niter:160700  1010m 51s (- 2602m 57s) completed: 27%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6738  lr: 0.0000 
ep/it:419- 272 niter:160750  1011m 13s (- 2602m 46s) completed: 27%) loss_emb: 0.0026  loss: 1.2499  acc: 0.6718  lr: 0.0000 
ep/it:419- 322 niter:160800  1011m 32s (- 2602m 26s) completed: 27%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6715  lr: 0.0000 
ep/it:419- 372 niter:160850  1011m 50s (- 2602m 6s) completed: 27%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6724  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.674
--> 	 Eva. Ep 420 :, FID. 4.3026, Diversity Real. 9.6302, Diversity. 7.8557, R_precision_real. [0.50930851 0.70279255 0.79388298], R_precision. [0.30651596 0.46476064 0.5731383 ], matching_score_real. 2.9245848655700684, matching_score_pred. 4.440880298614502
ep/it:420-  39 niter:160900  1012m 20s (- 2602m 17s) completed: 28%) loss_emb: 0.0026  loss: 1.2451  acc: 0.6738  lr: 0.0000 
ep/it:420-  89 niter:160950  1012m 41s (- 2602m 2s) completed: 28%) loss_emb: 0.0026  loss: 1.2604  acc: 0.6696  lr: 0.0000 
ep/it:420- 139 niter:161000  1013m 0s (- 2601m 44s) completed: 28%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6681  lr: 0.0000 
ep/it:420- 189 niter:161050  1013m 18s (- 2601m 22s) completed: 28%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6686  lr: 0.0000 
ep/it:420- 239 niter:161100  1013m 36s (- 2601m 1s) completed: 28%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6742  lr: 0.0000 
ep/it:420- 289 niter:161150  1013m 54s (- 2600m 39s) completed: 28%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6678  lr: 0.0000 
ep/it:420- 339 niter:161200  1014m 23s (- 2600m 48s) completed: 28%) loss_emb: 0.0026  loss: 1.2318  acc: 0.6765  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.671
ep/it:421-   6 niter:161250  1014m 44s (- 2600m 34s) completed: 28%) loss_emb: 0.0026  loss: 1.2254  acc: 0.6789  lr: 0.0000 
ep/it:421-  56 niter:161300  1015m 2s (- 2600m 13s) completed: 28%) loss_emb: 0.0026  loss: 1.2223  acc: 0.6781  lr: 0.0000 
ep/it:421- 106 niter:161350  1015m 19s (- 2599m 50s) completed: 28%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6723  lr: 0.0000 
ep/it:421- 156 niter:161400  1015m 38s (- 2599m 30s) completed: 28%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6718  lr: 0.0000 
ep/it:421- 206 niter:161450  1015m 56s (- 2599m 9s) completed: 28%) loss_emb: 0.0027  loss: 1.2755  acc: 0.6652  lr: 0.0000 
ep/it:421- 256 niter:161500  1016m 14s (- 2598m 47s) completed: 28%) loss_emb: 0.0026  loss: 1.2339  acc: 0.6737  lr: 0.0000 
ep/it:421- 306 niter:161550  1016m 32s (- 2598m 26s) completed: 28%) loss_emb: 0.0026  loss: 1.2650  acc: 0.6692  lr: 0.0000 
ep/it:421- 356 niter:161600  1016m 52s (- 2598m 10s) completed: 28%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6706  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.667
ep/it:422-  23 niter:161650  1017m 12s (- 2597m 55s) completed: 28%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6729  lr: 0.0000 
ep/it:422-  73 niter:161700  1017m 29s (- 2597m 33s) completed: 28%) loss_emb: 0.0026  loss: 1.2192  acc: 0.6790  lr: 0.0000 
ep/it:422- 123 niter:161750  1017m 46s (- 2597m 8s) completed: 28%) loss_emb: 0.0026  loss: 1.2408  acc: 0.6733  lr: 0.0000 
ep/it:422- 173 niter:161800  1018m 4s (- 2596m 48s) completed: 28%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6732  lr: 0.0000 
ep/it:422- 223 niter:161850  1018m 22s (- 2596m 25s) completed: 28%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6710  lr: 0.0000 
ep/it:422- 273 niter:161900  1018m 41s (- 2596m 8s) completed: 28%) loss_emb: 0.0026  loss: 1.2245  acc: 0.6757  lr: 0.0000 
ep/it:422- 323 niter:161950  1019m 3s (- 2595m 56s) completed: 28%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6738  lr: 0.0000 
ep/it:422- 373 niter:162000  1019m 25s (- 2595m 46s) completed: 28%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6689  lr: 0.0000 
Validation time:
Validation loss:1.242, accuracy:0.686
ep/it:423-  40 niter:162050  1019m 48s (- 2595m 37s) completed: 28%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6720  lr: 0.0000 
ep/it:423-  90 niter:162100  1020m 7s (- 2595m 18s) completed: 28%) loss_emb: 0.0026  loss: 1.2630  acc: 0.6695  lr: 0.0000 
ep/it:423- 140 niter:162150  1020m 25s (- 2594m 57s) completed: 28%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6739  lr: 0.0000 
ep/it:423- 190 niter:162200  1020m 43s (- 2594m 37s) completed: 28%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6768  lr: 0.0000 
ep/it:423- 240 niter:162250  1021m 1s (- 2594m 15s) completed: 28%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6707  lr: 0.0000 
ep/it:423- 290 niter:162300  1021m 19s (- 2593m 52s) completed: 28%) loss_emb: 0.0026  loss: 1.2271  acc: 0.6770  lr: 0.0000 
ep/it:423- 340 niter:162350  1021m 36s (- 2593m 30s) completed: 28%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6727  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.674
ep/it:424-   7 niter:162400  1021m 55s (- 2593m 12s) completed: 28%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6755  lr: 0.0000 
ep/it:424-  57 niter:162450  1022m 13s (- 2592m 50s) completed: 28%) loss_emb: 0.0026  loss: 1.2358  acc: 0.6749  lr: 0.0000 
ep/it:424- 107 niter:162500  1022m 30s (- 2592m 27s) completed: 28%) loss_emb: 0.0026  loss: 1.2549  acc: 0.6710  lr: 0.0000 
ep/it:424- 157 niter:162550  1022m 47s (- 2592m 2s) completed: 28%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6700  lr: 0.0000 
ep/it:424- 207 niter:162600  1023m 4s (- 2591m 40s) completed: 28%) loss_emb: 0.0027  loss: 1.2686  acc: 0.6659  lr: 0.0000 
ep/it:424- 257 niter:162650  1023m 22s (- 2591m 17s) completed: 28%) loss_emb: 0.0026  loss: 1.2443  acc: 0.6702  lr: 0.0000 
ep/it:424- 307 niter:162700  1023m 39s (- 2590m 55s) completed: 28%) loss_emb: 0.0026  loss: 1.2333  acc: 0.6740  lr: 0.0000 
ep/it:424- 357 niter:162750  1023m 56s (- 2590m 32s) completed: 28%) loss_emb: 0.0026  loss: 1.2342  acc: 0.6737  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.680
--> 	 Eva. Ep 425 :, FID. 4.5887, Diversity Real. 9.6172, Diversity. 7.5733, R_precision_real. [0.50797872 0.70146277 0.78856383], R_precision. [0.32380319 0.4893617  0.58976064], matching_score_real. 2.9927144050598145, matching_score_pred. 4.4126129150390625
ep/it:425-  24 niter:162800  1024m 24s (- 2590m 36s) completed: 28%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6729  lr: 0.0000 
ep/it:425-  74 niter:162850  1024m 41s (- 2590m 11s) completed: 28%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6706  lr: 0.0000 
ep/it:425- 124 niter:162900  1024m 58s (- 2589m 49s) completed: 28%) loss_emb: 0.0026  loss: 1.2290  acc: 0.6776  lr: 0.0000 
ep/it:425- 174 niter:162950  1025m 16s (- 2589m 26s) completed: 28%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6714  lr: 0.0000 
ep/it:425- 224 niter:163000  1025m 33s (- 2589m 3s) completed: 28%) loss_emb: 0.0026  loss: 1.2258  acc: 0.6784  lr: 0.0000 
ep/it:425- 274 niter:163050  1025m 51s (- 2588m 42s) completed: 28%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6732  lr: 0.0000 
ep/it:425- 324 niter:163100  1026m 8s (- 2588m 20s) completed: 28%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6721  lr: 0.0000 
ep/it:425- 374 niter:163150  1026m 36s (- 2588m 22s) completed: 28%) loss_emb: 0.0026  loss: 1.2454  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.261, accuracy:0.683
ep/it:426-  41 niter:163200  1026m 57s (- 2588m 10s) completed: 28%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6684  lr: 0.0000 
ep/it:426-  91 niter:163250  1027m 15s (- 2587m 47s) completed: 28%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6734  lr: 0.0000 
ep/it:426- 141 niter:163300  1027m 32s (- 2587m 26s) completed: 28%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6745  lr: 0.0000 
ep/it:426- 191 niter:163350  1027m 50s (- 2587m 3s) completed: 28%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6686  lr: 0.0000 
ep/it:426- 241 niter:163400  1028m 7s (- 2586m 39s) completed: 28%) loss_emb: 0.0026  loss: 1.2404  acc: 0.6760  lr: 0.0000 
ep/it:426- 291 niter:163450  1028m 23s (- 2586m 14s) completed: 28%) loss_emb: 0.0026  loss: 1.2397  acc: 0.6731  lr: 0.0000 
ep/it:426- 341 niter:163500  1028m 40s (- 2585m 50s) completed: 28%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6695  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.674
ep/it:427-   8 niter:163550  1028m 59s (- 2585m 32s) completed: 28%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6755  lr: 0.0000 
ep/it:427-  58 niter:163600  1029m 16s (- 2585m 9s) completed: 28%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6730  lr: 0.0000 
ep/it:427- 108 niter:163650  1029m 33s (- 2584m 45s) completed: 28%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6754  lr: 0.0000 
ep/it:427- 158 niter:163700  1029m 51s (- 2584m 23s) completed: 28%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6770  lr: 0.0000 
ep/it:427- 208 niter:163750  1030m 7s (- 2583m 58s) completed: 28%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6714  lr: 0.0000 
ep/it:427- 258 niter:163800  1030m 24s (- 2583m 34s) completed: 28%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6713  lr: 0.0000 
ep/it:427- 308 niter:163850  1030m 41s (- 2583m 9s) completed: 28%) loss_emb: 0.0026  loss: 1.2476  acc: 0.6729  lr: 0.0000 
ep/it:427- 358 niter:163900  1030m 58s (- 2582m 45s) completed: 28%) loss_emb: 0.0026  loss: 1.2295  acc: 0.6753  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.676
ep/it:428-  25 niter:163950  1031m 16s (- 2582m 26s) completed: 28%) loss_emb: 0.0027  loss: 1.2925  acc: 0.6627  lr: 0.0000 
ep/it:428-  75 niter:164000  1031m 34s (- 2582m 4s) completed: 28%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6674  lr: 0.0000 
ep/it:428- 125 niter:164050  1031m 51s (- 2581m 41s) completed: 28%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6711  lr: 0.0000 
ep/it:428- 175 niter:164100  1032m 8s (- 2581m 18s) completed: 28%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6750  lr: 0.0000 
ep/it:428- 225 niter:164150  1032m 25s (- 2580m 54s) completed: 28%) loss_emb: 0.0026  loss: 1.2433  acc: 0.6735  lr: 0.0000 
ep/it:428- 275 niter:164200  1032m 42s (- 2580m 29s) completed: 28%) loss_emb: 0.0026  loss: 1.2251  acc: 0.6785  lr: 0.0000 
ep/it:428- 325 niter:164250  1032m 59s (- 2580m 6s) completed: 28%) loss_emb: 0.0027  loss: 1.2830  acc: 0.6647  lr: 0.0000 
ep/it:428- 375 niter:164300  1033m 16s (- 2579m 43s) completed: 28%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6757  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.678
ep/it:429-  42 niter:164350  1033m 34s (- 2579m 23s) completed: 28%) loss_emb: 0.0026  loss: 1.2330  acc: 0.6761  lr: 0.0000 
ep/it:429-  92 niter:164400  1033m 51s (- 2578m 59s) completed: 28%) loss_emb: 0.0026  loss: 1.2432  acc: 0.6747  lr: 0.0000 
ep/it:429- 142 niter:164450  1034m 8s (- 2578m 36s) completed: 28%) loss_emb: 0.0027  loss: 1.2637  acc: 0.6664  lr: 0.0000 
ep/it:429- 192 niter:164500  1034m 25s (- 2578m 13s) completed: 28%) loss_emb: 0.0025  loss: 1.2158  acc: 0.6799  lr: 0.0000 
ep/it:429- 242 niter:164550  1034m 42s (- 2577m 48s) completed: 28%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6744  lr: 0.0000 
ep/it:429- 292 niter:164600  1034m 59s (- 2577m 24s) completed: 28%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6743  lr: 0.0000 
ep/it:429- 342 niter:164650  1035m 16s (- 2577m 1s) completed: 28%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6687  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.677
--> 	 Eva. Ep 430 :, FID. 4.5482, Diversity Real. 9.8777, Diversity. 7.6319, R_precision_real. [0.51994681 0.71476064 0.80518617], R_precision. [0.29454787 0.47672872 0.59109043], matching_score_real. 2.894771099090576, matching_score_pred. 4.462440490722656
ep/it:430-   9 niter:164700  1035m 44s (- 2577m 5s) completed: 28%) loss_emb: 0.0027  loss: 1.2793  acc: 0.6654  lr: 0.0000 
ep/it:430-  59 niter:164750  1036m 0s (- 2576m 40s) completed: 28%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6784  lr: 0.0000 
ep/it:430- 109 niter:164800  1036m 20s (- 2576m 22s) completed: 28%) loss_emb: 0.0026  loss: 1.2386  acc: 0.6760  lr: 0.0000 
ep/it:430- 159 niter:164850  1036m 36s (- 2575m 57s) completed: 28%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6678  lr: 0.0000 
ep/it:430- 209 niter:164900  1036m 53s (- 2575m 34s) completed: 28%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6741  lr: 0.0000 
ep/it:430- 259 niter:164950  1037m 11s (- 2575m 12s) completed: 28%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6737  lr: 0.0000 
ep/it:430- 309 niter:165000  1037m 52s (- 2575m 50s) completed: 28%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6680  lr: 0.0000 
ep/it:430- 359 niter:165050  1038m 9s (- 2575m 25s) completed: 28%) loss_emb: 0.0027  loss: 1.2748  acc: 0.6652  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.678
ep/it:431-  26 niter:165100  1038m 28s (- 2575m 7s) completed: 28%) loss_emb: 0.0026  loss: 1.2461  acc: 0.6740  lr: 0.0000 
ep/it:431-  76 niter:165150  1038m 44s (- 2574m 41s) completed: 28%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6708  lr: 0.0000 
ep/it:431- 126 niter:165200  1039m 1s (- 2574m 17s) completed: 28%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6735  lr: 0.0000 
ep/it:431- 176 niter:165250  1039m 31s (- 2574m 25s) completed: 28%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6746  lr: 0.0000 
ep/it:431- 226 niter:165300  1040m 0s (- 2574m 31s) completed: 28%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6683  lr: 0.0000 
ep/it:431- 276 niter:165350  1040m 16s (- 2574m 7s) completed: 28%) loss_emb: 0.0026  loss: 1.2398  acc: 0.6762  lr: 0.0000 
ep/it:431- 326 niter:165400  1040m 33s (- 2573m 43s) completed: 28%) loss_emb: 0.0027  loss: 1.2766  acc: 0.6659  lr: 0.0000 
ep/it:431- 376 niter:165450  1040m 51s (- 2573m 22s) completed: 28%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.675
ep/it:432-  43 niter:165500  1041m 11s (- 2573m 5s) completed: 28%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6729  lr: 0.0000 
ep/it:432-  93 niter:165550  1041m 28s (- 2572m 43s) completed: 28%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6744  lr: 0.0000 
ep/it:432- 143 niter:165600  1041m 46s (- 2572m 20s) completed: 28%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6801  lr: 0.0000 
ep/it:432- 193 niter:165650  1042m 2s (- 2571m 56s) completed: 28%) loss_emb: 0.0026  loss: 1.2211  acc: 0.6770  lr: 0.0000 
ep/it:432- 243 niter:165700  1042m 20s (- 2571m 33s) completed: 28%) loss_emb: 0.0026  loss: 1.2477  acc: 0.6722  lr: 0.0000 
ep/it:432- 293 niter:165750  1042m 37s (- 2571m 9s) completed: 28%) loss_emb: 0.0026  loss: 1.2479  acc: 0.6726  lr: 0.0000 
ep/it:432- 343 niter:165800  1042m 53s (- 2570m 45s) completed: 28%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6713  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.675
ep/it:433-  10 niter:165850  1043m 13s (- 2570m 28s) completed: 28%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6668  lr: 0.0000 
ep/it:433-  60 niter:165900  1043m 30s (- 2570m 4s) completed: 28%) loss_emb: 0.0027  loss: 1.2784  acc: 0.6654  lr: 0.0000 
ep/it:433- 110 niter:165950  1043m 46s (- 2569m 39s) completed: 28%) loss_emb: 0.0026  loss: 1.2364  acc: 0.6754  lr: 0.0000 
ep/it:433- 160 niter:166000  1044m 2s (- 2569m 14s) completed: 28%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6671  lr: 0.0000 
ep/it:433- 210 niter:166050  1044m 19s (- 2568m 49s) completed: 28%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6702  lr: 0.0000 
ep/it:433- 260 niter:166100  1044m 36s (- 2568m 26s) completed: 28%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6705  lr: 0.0000 
ep/it:433- 310 niter:166150  1044m 52s (- 2568m 1s) completed: 28%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6691  lr: 0.0000 
ep/it:433- 360 niter:166200  1045m 10s (- 2567m 38s) completed: 28%) loss_emb: 0.0026  loss: 1.2479  acc: 0.6708  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.682
ep/it:434-  27 niter:166250  1045m 29s (- 2567m 20s) completed: 28%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6729  lr: 0.0000 
ep/it:434-  77 niter:166300  1045m 45s (- 2566m 56s) completed: 28%) loss_emb: 0.0026  loss: 1.2587  acc: 0.6680  lr: 0.0000 
ep/it:434- 127 niter:166350  1046m 2s (- 2566m 32s) completed: 28%) loss_emb: 0.0026  loss: 1.2536  acc: 0.6704  lr: 0.0000 
ep/it:434- 177 niter:166400  1046m 32s (- 2566m 39s) completed: 28%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6737  lr: 0.0000 
ep/it:434- 227 niter:166450  1046m 59s (- 2566m 40s) completed: 28%) loss_emb: 0.0026  loss: 1.2174  acc: 0.6788  lr: 0.0000 
ep/it:434- 277 niter:166500  1047m 18s (- 2566m 22s) completed: 28%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6700  lr: 0.0000 
ep/it:434- 327 niter:166550  1047m 36s (- 2566m 0s) completed: 28%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6735  lr: 0.0000 
ep/it:434- 377 niter:166600  1047m 53s (- 2565m 38s) completed: 28%) loss_emb: 0.0026  loss: 1.2503  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.675
--> 	 Eva. Ep 435 :, FID. 4.4048, Diversity Real. 9.4654, Diversity. 7.5287, R_precision_real. [0.52260638 0.69148936 0.7918883 ], R_precision. [0.3224734  0.49534574 0.60571809], matching_score_real. 2.8907084465026855, matching_score_pred. 4.3747711181640625
ep/it:435-  44 niter:166650  1048m 24s (- 2565m 48s) completed: 29%) loss_emb: 0.0026  loss: 1.2392  acc: 0.6737  lr: 0.0000 
ep/it:435-  94 niter:166700  1048m 41s (- 2565m 25s) completed: 29%) loss_emb: 0.0026  loss: 1.2263  acc: 0.6763  lr: 0.0000 
ep/it:435- 144 niter:166750  1048m 58s (- 2565m 1s) completed: 29%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6702  lr: 0.0000 
ep/it:435- 194 niter:166800  1049m 15s (- 2564m 38s) completed: 29%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6733  lr: 0.0000 
ep/it:435- 244 niter:166850  1049m 32s (- 2564m 15s) completed: 29%) loss_emb: 0.0026  loss: 1.2213  acc: 0.6791  lr: 0.0000 
ep/it:435- 294 niter:166900  1049m 50s (- 2563m 53s) completed: 29%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6753  lr: 0.0000 
ep/it:435- 344 niter:166950  1050m 7s (- 2563m 30s) completed: 29%) loss_emb: 0.0026  loss: 1.2547  acc: 0.6688  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.675
ep/it:436-  11 niter:167000  1050m 27s (- 2563m 13s) completed: 29%) loss_emb: 0.0026  loss: 1.2287  acc: 0.6771  lr: 0.0000 
ep/it:436-  61 niter:167050  1050m 43s (- 2562m 49s) completed: 29%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6751  lr: 0.0000 
ep/it:436- 111 niter:167100  1051m 0s (- 2562m 24s) completed: 29%) loss_emb: 0.0026  loss: 1.2200  acc: 0.6791  lr: 0.0000 
ep/it:436- 161 niter:167150  1051m 17s (- 2562m 0s) completed: 29%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6755  lr: 0.0000 
ep/it:436- 211 niter:167200  1051m 33s (- 2561m 37s) completed: 29%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6706  lr: 0.0000 
ep/it:436- 261 niter:167250  1051m 51s (- 2561m 13s) completed: 29%) loss_emb: 0.0026  loss: 1.2544  acc: 0.6724  lr: 0.0000 
ep/it:436- 311 niter:167300  1052m 8s (- 2560m 50s) completed: 29%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6679  lr: 0.0000 
ep/it:436- 361 niter:167350  1052m 25s (- 2560m 27s) completed: 29%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6696  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.678
ep/it:437-  28 niter:167400  1052m 44s (- 2560m 9s) completed: 29%) loss_emb: 0.0026  loss: 1.2364  acc: 0.6726  lr: 0.0000 
ep/it:437-  78 niter:167450  1053m 1s (- 2559m 46s) completed: 29%) loss_emb: 0.0026  loss: 1.2476  acc: 0.6719  lr: 0.0000 
ep/it:437- 128 niter:167500  1053m 18s (- 2559m 23s) completed: 29%) loss_emb: 0.0027  loss: 1.2574  acc: 0.6657  lr: 0.0000 
ep/it:437- 178 niter:167550  1053m 36s (- 2559m 1s) completed: 29%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6727  lr: 0.0000 
ep/it:437- 228 niter:167600  1053m 53s (- 2558m 38s) completed: 29%) loss_emb: 0.0026  loss: 1.2324  acc: 0.6778  lr: 0.0000 
ep/it:437- 278 niter:167650  1054m 10s (- 2558m 14s) completed: 29%) loss_emb: 0.0026  loss: 1.2285  acc: 0.6795  lr: 0.0000 
ep/it:437- 328 niter:167700  1054m 26s (- 2557m 49s) completed: 29%) loss_emb: 0.0026  loss: 1.2469  acc: 0.6737  lr: 0.0000 
ep/it:437- 378 niter:167750  1054m 43s (- 2557m 26s) completed: 29%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.677
ep/it:438-  45 niter:167800  1055m 3s (- 2557m 9s) completed: 29%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6713  lr: 0.0000 
ep/it:438-  95 niter:167850  1055m 19s (- 2556m 45s) completed: 29%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6679  lr: 0.0000 
ep/it:438- 145 niter:167900  1055m 36s (- 2556m 21s) completed: 29%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6691  lr: 0.0000 
ep/it:438- 195 niter:167950  1055m 53s (- 2555m 57s) completed: 29%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6677  lr: 0.0000 
ep/it:438- 245 niter:168000  1056m 10s (- 2555m 35s) completed: 29%) loss_emb: 0.0026  loss: 1.2249  acc: 0.6779  lr: 0.0000 
ep/it:438- 295 niter:168050  1056m 28s (- 2555m 12s) completed: 29%) loss_emb: 0.0027  loss: 1.2715  acc: 0.6648  lr: 0.0000 
ep/it:438- 345 niter:168100  1056m 45s (- 2554m 48s) completed: 29%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6744  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.675
ep/it:439-  12 niter:168150  1057m 4s (- 2554m 31s) completed: 29%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6719  lr: 0.0000 
ep/it:439-  62 niter:168200  1057m 21s (- 2554m 7s) completed: 29%) loss_emb: 0.0026  loss: 1.2461  acc: 0.6730  lr: 0.0000 
ep/it:439- 112 niter:168250  1057m 38s (- 2553m 44s) completed: 29%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6678  lr: 0.0000 
ep/it:439- 162 niter:168300  1057m 55s (- 2553m 20s) completed: 29%) loss_emb: 0.0026  loss: 1.2531  acc: 0.6693  lr: 0.0000 
ep/it:439- 212 niter:168350  1058m 12s (- 2552m 57s) completed: 29%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6725  lr: 0.0000 
ep/it:439- 262 niter:168400  1058m 28s (- 2552m 32s) completed: 29%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6732  lr: 0.0000 
ep/it:439- 312 niter:168450  1058m 45s (- 2552m 9s) completed: 29%) loss_emb: 0.0026  loss: 1.2283  acc: 0.6744  lr: 0.0000 
ep/it:439- 362 niter:168500  1059m 2s (- 2551m 44s) completed: 29%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6679  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.681
--> 	 Eva. Ep 440 :, FID. 4.2430, Diversity Real. 9.4415, Diversity. 8.0429, R_precision_real. [0.51263298 0.70079787 0.79986702], R_precision. [0.31515957 0.47207447 0.5724734 ], matching_score_real. 2.9105217456817627, matching_score_pred. 4.426830768585205
ep/it:440-  29 niter:168550  1059m 30s (- 2551m 47s) completed: 29%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6663  lr: 0.0000 
ep/it:440-  79 niter:168600  1059m 47s (- 2551m 25s) completed: 29%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6701  lr: 0.0000 
ep/it:440- 129 niter:168650  1060m 3s (- 2551m 0s) completed: 29%) loss_emb: 0.0026  loss: 1.2299  acc: 0.6755  lr: 0.0000 
ep/it:440- 179 niter:168700  1060m 20s (- 2550m 35s) completed: 29%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6726  lr: 0.0000 
ep/it:440- 229 niter:168750  1060m 36s (- 2550m 11s) completed: 29%) loss_emb: 0.0026  loss: 1.2531  acc: 0.6704  lr: 0.0000 
ep/it:440- 279 niter:168800  1060m 53s (- 2549m 46s) completed: 29%) loss_emb: 0.0026  loss: 1.2664  acc: 0.6673  lr: 0.0000 
ep/it:440- 329 niter:168850  1061m 10s (- 2549m 23s) completed: 29%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6739  lr: 0.0000 
ep/it:440- 379 niter:168900  1061m 27s (- 2548m 59s) completed: 29%) loss_emb: 0.0026  loss: 1.2343  acc: 0.6742  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.681
ep/it:441-  46 niter:168950  1061m 46s (- 2548m 42s) completed: 29%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6694  lr: 0.0000 
ep/it:441-  96 niter:169000  1062m 3s (- 2548m 18s) completed: 29%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6709  lr: 0.0000 
ep/it:441- 146 niter:169050  1062m 20s (- 2547m 54s) completed: 29%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6675  lr: 0.0000 
ep/it:441- 196 niter:169100  1062m 36s (- 2547m 30s) completed: 29%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6692  lr: 0.0000 
ep/it:441- 246 niter:169150  1062m 54s (- 2547m 7s) completed: 29%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6684  lr: 0.0000 
ep/it:441- 296 niter:169200  1063m 10s (- 2546m 43s) completed: 29%) loss_emb: 0.0026  loss: 1.2213  acc: 0.6778  lr: 0.0000 
ep/it:441- 346 niter:169250  1063m 27s (- 2546m 20s) completed: 29%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6743  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.674
ep/it:442-  13 niter:169300  1063m 47s (- 2546m 2s) completed: 29%) loss_emb: 0.0026  loss: 1.2378  acc: 0.6733  lr: 0.0000 
ep/it:442-  63 niter:169350  1064m 3s (- 2545m 38s) completed: 29%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6729  lr: 0.0000 
ep/it:442- 113 niter:169400  1064m 20s (- 2545m 13s) completed: 29%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6743  lr: 0.0000 
ep/it:442- 163 niter:169450  1064m 36s (- 2544m 48s) completed: 29%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6710  lr: 0.0000 
ep/it:442- 213 niter:169500  1064m 52s (- 2544m 24s) completed: 29%) loss_emb: 0.0026  loss: 1.2320  acc: 0.6756  lr: 0.0000 
ep/it:442- 263 niter:169550  1065m 9s (- 2544m 0s) completed: 29%) loss_emb: 0.0026  loss: 1.2391  acc: 0.6759  lr: 0.0000 
ep/it:442- 313 niter:169600  1065m 25s (- 2543m 35s) completed: 29%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6754  lr: 0.0000 
ep/it:442- 363 niter:169650  1065m 42s (- 2543m 10s) completed: 29%) loss_emb: 0.0026  loss: 1.2570  acc: 0.6705  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.671
ep/it:443-  30 niter:169700  1066m 1s (- 2542m 52s) completed: 29%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6764  lr: 0.0000 
ep/it:443-  80 niter:169750  1066m 18s (- 2542m 29s) completed: 29%) loss_emb: 0.0026  loss: 1.2430  acc: 0.6748  lr: 0.0000 
ep/it:443- 130 niter:169800  1066m 36s (- 2542m 8s) completed: 29%) loss_emb: 0.0027  loss: 1.2731  acc: 0.6625  lr: 0.0000 
ep/it:443- 180 niter:169850  1066m 56s (- 2541m 53s) completed: 29%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6679  lr: 0.0000 
ep/it:443- 230 niter:169900  1067m 16s (- 2541m 35s) completed: 29%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6739  lr: 0.0000 
ep/it:443- 280 niter:169950  1067m 33s (- 2541m 13s) completed: 29%) loss_emb: 0.0027  loss: 1.2746  acc: 0.6668  lr: 0.0000 
ep/it:443- 330 niter:170000  1067m 50s (- 2540m 50s) completed: 29%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6768  lr: 0.0000 
ep/it:443- 380 niter:170050  1068m 7s (- 2540m 27s) completed: 29%) loss_emb: 0.0026  loss: 1.2361  acc: 0.6750  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.679
ep/it:444-  47 niter:170100  1068m 26s (- 2540m 8s) completed: 29%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6760  lr: 0.0000 
ep/it:444-  97 niter:170150  1068m 42s (- 2539m 43s) completed: 29%) loss_emb: 0.0026  loss: 1.2320  acc: 0.6769  lr: 0.0000 
ep/it:444- 147 niter:170200  1069m 0s (- 2539m 21s) completed: 29%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6686  lr: 0.0000 
ep/it:444- 197 niter:170250  1069m 17s (- 2538m 57s) completed: 29%) loss_emb: 0.0026  loss: 1.2454  acc: 0.6737  lr: 0.0000 
ep/it:444- 247 niter:170300  1069m 33s (- 2538m 32s) completed: 29%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6709  lr: 0.0000 
ep/it:444- 297 niter:170350  1069m 50s (- 2538m 8s) completed: 29%) loss_emb: 0.0027  loss: 1.2751  acc: 0.6655  lr: 0.0000 
ep/it:444- 347 niter:170400  1070m 6s (- 2537m 43s) completed: 29%) loss_emb: 0.0026  loss: 1.2412  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.675
--> 	 Eva. Ep 445 :, FID. 4.4814, Diversity Real. 9.6764, Diversity. 7.5075, R_precision_real. [0.52792553 0.70744681 0.80784574], R_precision. [0.2912234  0.46077128 0.59042553], matching_score_real. 2.8821518421173096, matching_score_pred. 4.451987266540527
ep/it:445-  14 niter:170450  1070m 41s (- 2538m 2s) completed: 29%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6710  lr: 0.0000 
ep/it:445-  64 niter:170500  1070m 57s (- 2537m 39s) completed: 29%) loss_emb: 0.0026  loss: 1.2282  acc: 0.6787  lr: 0.0000 
ep/it:445- 114 niter:170550  1071m 14s (- 2537m 15s) completed: 29%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6682  lr: 0.0000 
ep/it:445- 164 niter:170600  1071m 31s (- 2536m 51s) completed: 29%) loss_emb: 0.0026  loss: 1.2076  acc: 0.6808  lr: 0.0000 
ep/it:445- 214 niter:170650  1071m 48s (- 2536m 28s) completed: 29%) loss_emb: 0.0026  loss: 1.2547  acc: 0.6712  lr: 0.0000 
ep/it:445- 264 niter:170700  1072m 5s (- 2536m 5s) completed: 29%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6723  lr: 0.0000 
ep/it:445- 314 niter:170750  1072m 23s (- 2535m 43s) completed: 29%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6743  lr: 0.0000 
ep/it:445- 364 niter:170800  1072m 39s (- 2535m 19s) completed: 29%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6759  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.679
ep/it:446-  31 niter:170850  1072m 58s (- 2535m 0s) completed: 29%) loss_emb: 0.0026  loss: 1.2368  acc: 0.6766  lr: 0.0000 
ep/it:446-  81 niter:170900  1073m 14s (- 2534m 35s) completed: 29%) loss_emb: 0.0026  loss: 1.2285  acc: 0.6773  lr: 0.0000 
ep/it:446- 131 niter:170950  1073m 30s (- 2534m 10s) completed: 29%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6726  lr: 0.0000 
ep/it:446- 181 niter:171000  1073m 47s (- 2533m 47s) completed: 29%) loss_emb: 0.0026  loss: 1.2167  acc: 0.6774  lr: 0.0000 
ep/it:446- 231 niter:171050  1074m 4s (- 2533m 23s) completed: 29%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6748  lr: 0.0000 
ep/it:446- 281 niter:171100  1074m 21s (- 2533m 0s) completed: 29%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6695  lr: 0.0000 
ep/it:446- 331 niter:171150  1074m 38s (- 2532m 36s) completed: 29%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6675  lr: 0.0000 
ep/it:446- 381 niter:171200  1074m 54s (- 2532m 12s) completed: 29%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6728  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.685
ep/it:447-  48 niter:171250  1075m 13s (- 2531m 53s) completed: 29%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6743  lr: 0.0000 
ep/it:447-  98 niter:171300  1075m 30s (- 2531m 29s) completed: 29%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6704  lr: 0.0000 
ep/it:447- 148 niter:171350  1075m 46s (- 2531m 4s) completed: 29%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6738  lr: 0.0000 
ep/it:447- 198 niter:171400  1076m 3s (- 2530m 40s) completed: 29%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6689  lr: 0.0000 
ep/it:447- 248 niter:171450  1076m 20s (- 2530m 17s) completed: 29%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6731  lr: 0.0000 
ep/it:447- 298 niter:171500  1076m 36s (- 2529m 52s) completed: 29%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6694  lr: 0.0000 
ep/it:447- 348 niter:171550  1076m 53s (- 2529m 30s) completed: 29%) loss_emb: 0.0026  loss: 1.2363  acc: 0.6748  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.673
ep/it:448-  15 niter:171600  1077m 12s (- 2529m 10s) completed: 29%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6685  lr: 0.0000 
ep/it:448-  65 niter:171650  1077m 29s (- 2528m 47s) completed: 29%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6739  lr: 0.0000 
ep/it:448- 115 niter:171700  1077m 45s (- 2528m 23s) completed: 29%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6698  lr: 0.0000 
ep/it:448- 165 niter:171750  1078m 2s (- 2527m 59s) completed: 29%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6683  lr: 0.0000 
ep/it:448- 215 niter:171800  1078m 19s (- 2527m 35s) completed: 29%) loss_emb: 0.0026  loss: 1.2294  acc: 0.6777  lr: 0.0000 
ep/it:448- 265 niter:171850  1078m 35s (- 2527m 11s) completed: 29%) loss_emb: 0.0025  loss: 1.2170  acc: 0.6809  lr: 0.0000 
ep/it:448- 315 niter:171900  1078m 52s (- 2526m 46s) completed: 29%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6722  lr: 0.0000 
ep/it:448- 365 niter:171950  1079m 8s (- 2526m 22s) completed: 29%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6710  lr: 0.0000 
Validation time:
Validation loss:1.246, accuracy:0.685
ep/it:449-  32 niter:172000  1079m 27s (- 2526m 3s) completed: 29%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6770  lr: 0.0000 
ep/it:449-  82 niter:172050  1079m 44s (- 2525m 40s) completed: 29%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6771  lr: 0.0000 
ep/it:449- 132 niter:172100  1080m 1s (- 2525m 16s) completed: 29%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6708  lr: 0.0000 
ep/it:449- 182 niter:172150  1080m 18s (- 2524m 54s) completed: 29%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6747  lr: 0.0000 
ep/it:449- 232 niter:172200  1080m 35s (- 2524m 31s) completed: 29%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6720  lr: 0.0000 
ep/it:449- 282 niter:172250  1080m 53s (- 2524m 9s) completed: 29%) loss_emb: 0.0026  loss: 1.2210  acc: 0.6770  lr: 0.0000 
ep/it:449- 332 niter:172300  1081m 10s (- 2523m 46s) completed: 29%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6726  lr: 0.0000 
ep/it:449- 382 niter:172350  1081m 26s (- 2523m 22s) completed: 30%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.676
--> 	 Eva. Ep 450 :, FID. 4.2479, Diversity Real. 9.6506, Diversity. 7.6819, R_precision_real. [0.51795213 0.71808511 0.81648936], R_precision. [0.31050532 0.48138298 0.59773936], matching_score_real. 2.9068524837493896, matching_score_pred. 4.386931896209717
ep/it:450-  49 niter:172400  1081m 55s (- 2523m 26s) completed: 30%) loss_emb: 0.0026  loss: 1.2276  acc: 0.6758  lr: 0.0000 
ep/it:450-  99 niter:172450  1082m 12s (- 2523m 3s) completed: 30%) loss_emb: 0.0026  loss: 1.2326  acc: 0.6755  lr: 0.0000 
ep/it:450- 149 niter:172500  1082m 29s (- 2522m 41s) completed: 30%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6793  lr: 0.0000 
ep/it:450- 199 niter:172550  1082m 47s (- 2522m 19s) completed: 30%) loss_emb: 0.0026  loss: 1.2317  acc: 0.6762  lr: 0.0000 
ep/it:450- 249 niter:172600  1083m 4s (- 2521m 56s) completed: 30%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6700  lr: 0.0000 
ep/it:450- 299 niter:172650  1083m 21s (- 2521m 32s) completed: 30%) loss_emb: 0.0027  loss: 1.2746  acc: 0.6671  lr: 0.0000 
ep/it:450- 349 niter:172700  1083m 37s (- 2521m 8s) completed: 30%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6747  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.672
ep/it:451-  16 niter:172750  1083m 56s (- 2520m 49s) completed: 30%) loss_emb: 0.0026  loss: 1.2674  acc: 0.6703  lr: 0.0000 
ep/it:451-  66 niter:172800  1084m 12s (- 2520m 24s) completed: 30%) loss_emb: 0.0026  loss: 1.2144  acc: 0.6803  lr: 0.0000 
ep/it:451- 116 niter:172850  1084m 29s (- 2520m 1s) completed: 30%) loss_emb: 0.0027  loss: 1.2640  acc: 0.6650  lr: 0.0000 
ep/it:451- 166 niter:172900  1084m 45s (- 2519m 36s) completed: 30%) loss_emb: 0.0026  loss: 1.2324  acc: 0.6766  lr: 0.0000 
ep/it:451- 216 niter:172950  1085m 2s (- 2519m 12s) completed: 30%) loss_emb: 0.0026  loss: 1.2475  acc: 0.6737  lr: 0.0000 
ep/it:451- 266 niter:173000  1085m 18s (- 2518m 48s) completed: 30%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6716  lr: 0.0000 
ep/it:451- 316 niter:173050  1085m 36s (- 2518m 25s) completed: 30%) loss_emb: 0.0026  loss: 1.2330  acc: 0.6732  lr: 0.0000 
ep/it:451- 366 niter:173100  1086m 4s (- 2518m 29s) completed: 30%) loss_emb: 0.0026  loss: 1.2534  acc: 0.6694  lr: 0.0000 
Validation time:
Validation loss:1.242, accuracy:0.683
ep/it:452-  33 niter:173150  1086m 23s (- 2518m 11s) completed: 30%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6752  lr: 0.0000 
ep/it:452-  83 niter:173200  1086m 41s (- 2517m 49s) completed: 30%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6729  lr: 0.0000 
ep/it:452- 133 niter:173250  1086m 58s (- 2517m 26s) completed: 30%) loss_emb: 0.0026  loss: 1.2469  acc: 0.6740  lr: 0.0000 
ep/it:452- 183 niter:173300  1087m 15s (- 2517m 4s) completed: 30%) loss_emb: 0.0026  loss: 1.2470  acc: 0.6701  lr: 0.0000 
ep/it:452- 233 niter:173350  1087m 32s (- 2516m 41s) completed: 30%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6718  lr: 0.0000 
ep/it:452- 283 niter:173400  1087m 49s (- 2516m 18s) completed: 30%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6750  lr: 0.0000 
ep/it:452- 333 niter:173450  1088m 6s (- 2515m 54s) completed: 30%) loss_emb: 0.0026  loss: 1.2414  acc: 0.6744  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.670
ep/it:453-   0 niter:173500  1088m 25s (- 2515m 36s) completed: 30%) loss_emb: 0.0026  loss: 1.2466  acc: 0.6742  lr: 0.0000 
ep/it:453-  50 niter:173550  1088m 41s (- 2515m 12s) completed: 30%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6686  lr: 0.0000 
ep/it:453- 100 niter:173600  1088m 58s (- 2514m 49s) completed: 30%) loss_emb: 0.0026  loss: 1.2381  acc: 0.6720  lr: 0.0000 
ep/it:453- 150 niter:173650  1089m 15s (- 2514m 24s) completed: 30%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6738  lr: 0.0000 
ep/it:453- 200 niter:173700  1089m 31s (- 2514m 0s) completed: 30%) loss_emb: 0.0026  loss: 1.2312  acc: 0.6746  lr: 0.0000 
ep/it:453- 250 niter:173750  1089m 49s (- 2513m 38s) completed: 30%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6740  lr: 0.0000 
ep/it:453- 300 niter:173800  1090m 6s (- 2513m 15s) completed: 30%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6711  lr: 0.0000 
ep/it:453- 350 niter:173850  1090m 23s (- 2512m 52s) completed: 30%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6687  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.679
ep/it:454-  17 niter:173900  1090m 41s (- 2512m 33s) completed: 30%) loss_emb: 0.0026  loss: 1.2466  acc: 0.6692  lr: 0.0000 
ep/it:454-  67 niter:173950  1090m 58s (- 2512m 9s) completed: 30%) loss_emb: 0.0027  loss: 1.2721  acc: 0.6647  lr: 0.0000 
ep/it:454- 117 niter:174000  1091m 15s (- 2511m 46s) completed: 30%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6706  lr: 0.0000 
ep/it:454- 167 niter:174050  1091m 32s (- 2511m 24s) completed: 30%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6709  lr: 0.0000 
ep/it:454- 217 niter:174100  1091m 49s (- 2511m 1s) completed: 30%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6741  lr: 0.0000 
ep/it:454- 267 niter:174150  1092m 6s (- 2510m 37s) completed: 30%) loss_emb: 0.0026  loss: 1.2580  acc: 0.6676  lr: 0.0000 
ep/it:454- 317 niter:174200  1092m 23s (- 2510m 15s) completed: 30%) loss_emb: 0.0026  loss: 1.2294  acc: 0.6770  lr: 0.0000 
ep/it:454- 367 niter:174250  1092m 39s (- 2509m 50s) completed: 30%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6720  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.665
--> 	 Eva. Ep 455 :, FID. 4.2089, Diversity Real. 9.5347, Diversity. 7.5744, R_precision_real. [0.51462766 0.70678191 0.8025266 ], R_precision. [0.31781915 0.50598404 0.62034574], matching_score_real. 2.90826416015625, matching_score_pred. 4.327572345733643
--> --> 	 Top2 Improved from 0.5053 to 0.5060 !!!
--> --> 	 Top3 Improved from 0.6190 to 0.6203 !!!
ep/it:455-  34 niter:174300  1093m 8s (- 2509m 54s) completed: 30%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6767  lr: 0.0000 
ep/it:455-  84 niter:174350  1093m 25s (- 2509m 30s) completed: 30%) loss_emb: 0.0026  loss: 1.2320  acc: 0.6747  lr: 0.0000 
ep/it:455- 134 niter:174400  1093m 42s (- 2509m 7s) completed: 30%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6744  lr: 0.0000 
ep/it:455- 184 niter:174450  1093m 59s (- 2508m 44s) completed: 30%) loss_emb: 0.0026  loss: 1.2413  acc: 0.6746  lr: 0.0000 
ep/it:455- 234 niter:174500  1094m 16s (- 2508m 21s) completed: 30%) loss_emb: 0.0026  loss: 1.2304  acc: 0.6763  lr: 0.0000 
ep/it:455- 284 niter:174550  1094m 33s (- 2507m 58s) completed: 30%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6758  lr: 0.0000 
ep/it:455- 334 niter:174600  1094m 49s (- 2507m 34s) completed: 30%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6684  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.677
ep/it:456-   1 niter:174650  1095m 8s (- 2507m 16s) completed: 30%) loss_emb: 0.0026  loss: 1.2390  acc: 0.6727  lr: 0.0000 
ep/it:456-  51 niter:174700  1095m 25s (- 2506m 51s) completed: 30%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6695  lr: 0.0000 
ep/it:456- 101 niter:174750  1095m 41s (- 2506m 28s) completed: 30%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6671  lr: 0.0000 
ep/it:456- 151 niter:174800  1095m 58s (- 2506m 4s) completed: 30%) loss_emb: 0.0026  loss: 1.2432  acc: 0.6751  lr: 0.0000 
ep/it:456- 201 niter:174850  1096m 15s (- 2505m 41s) completed: 30%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6730  lr: 0.0000 
ep/it:456- 251 niter:174900  1096m 32s (- 2505m 17s) completed: 30%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6678  lr: 0.0000 
ep/it:456- 301 niter:174950  1096m 48s (- 2504m 53s) completed: 30%) loss_emb: 0.0026  loss: 1.2355  acc: 0.6758  lr: 0.0000 
ep/it:456- 351 niter:175000  1097m 5s (- 2504m 29s) completed: 30%) loss_emb: 0.0026  loss: 1.2610  acc: 0.6710  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.674
ep/it:457-  18 niter:175050  1097m 24s (- 2504m 11s) completed: 30%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6724  lr: 0.0000 
ep/it:457-  68 niter:175100  1097m 41s (- 2503m 47s) completed: 30%) loss_emb: 0.0026  loss: 1.2505  acc: 0.6701  lr: 0.0000 
ep/it:457- 118 niter:175150  1097m 57s (- 2503m 23s) completed: 30%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6748  lr: 0.0000 
ep/it:457- 168 niter:175200  1098m 14s (- 2503m 0s) completed: 30%) loss_emb: 0.0027  loss: 1.2602  acc: 0.6661  lr: 0.0000 
ep/it:457- 218 niter:175250  1098m 30s (- 2502m 36s) completed: 30%) loss_emb: 0.0026  loss: 1.2453  acc: 0.6728  lr: 0.0000 
ep/it:457- 268 niter:175300  1098m 47s (- 2502m 13s) completed: 30%) loss_emb: 0.0026  loss: 1.2759  acc: 0.6673  lr: 0.0000 
ep/it:457- 318 niter:175350  1099m 4s (- 2501m 50s) completed: 30%) loss_emb: 0.0026  loss: 1.2295  acc: 0.6760  lr: 0.0000 
ep/it:457- 368 niter:175400  1099m 21s (- 2501m 25s) completed: 30%) loss_emb: 0.0026  loss: 1.2480  acc: 0.6741  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.680
ep/it:458-  35 niter:175450  1099m 39s (- 2501m 7s) completed: 30%) loss_emb: 0.0026  loss: 1.2200  acc: 0.6766  lr: 0.0000 
ep/it:458-  85 niter:175500  1099m 56s (- 2500m 43s) completed: 30%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6704  lr: 0.0000 
ep/it:458- 135 niter:175550  1100m 13s (- 2500m 20s) completed: 30%) loss_emb: 0.0026  loss: 1.2496  acc: 0.6702  lr: 0.0000 
ep/it:458- 185 niter:175600  1100m 30s (- 2499m 57s) completed: 30%) loss_emb: 0.0026  loss: 1.2305  acc: 0.6751  lr: 0.0000 
ep/it:458- 235 niter:175650  1100m 47s (- 2499m 33s) completed: 30%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6719  lr: 0.0000 
ep/it:458- 285 niter:175700  1101m 4s (- 2499m 10s) completed: 30%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6722  lr: 0.0000 
ep/it:458- 335 niter:175750  1101m 21s (- 2498m 47s) completed: 30%) loss_emb: 0.0026  loss: 1.2538  acc: 0.6713  lr: 0.0000 
Validation time:
Validation loss:1.342, accuracy:0.662
ep/it:459-   2 niter:175800  1101m 41s (- 2498m 31s) completed: 30%) loss_emb: 0.0025  loss: 1.2166  acc: 0.6804  lr: 0.0000 
ep/it:459-  52 niter:175850  1101m 57s (- 2498m 8s) completed: 30%) loss_emb: 0.0026  loss: 1.2334  acc: 0.6774  lr: 0.0000 
ep/it:459- 102 niter:175900  1102m 14s (- 2497m 45s) completed: 30%) loss_emb: 0.0026  loss: 1.2499  acc: 0.6718  lr: 0.0000 
ep/it:459- 152 niter:175950  1102m 31s (- 2497m 22s) completed: 30%) loss_emb: 0.0025  loss: 1.2038  acc: 0.6840  lr: 0.0000 
ep/it:459- 202 niter:176000  1102m 48s (- 2496m 58s) completed: 30%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6721  lr: 0.0000 
ep/it:459- 252 niter:176050  1103m 4s (- 2496m 34s) completed: 30%) loss_emb: 0.0026  loss: 1.2466  acc: 0.6711  lr: 0.0000 
ep/it:459- 302 niter:176100  1103m 21s (- 2496m 10s) completed: 30%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6691  lr: 0.0000 
ep/it:459- 352 niter:176150  1103m 37s (- 2495m 46s) completed: 30%) loss_emb: 0.0027  loss: 1.2774  acc: 0.6660  lr: 0.0000 
Validation time:
Validation loss:1.279, accuracy:0.676
--> 	 Eva. Ep 460 :, FID. 4.4891, Diversity Real. 9.5212, Diversity. 7.5945, R_precision_real. [0.50531915 0.70212766 0.79454787], R_precision. [0.29787234 0.47140957 0.5837766 ], matching_score_real. 2.925222873687744, matching_score_pred. 4.4156036376953125
ep/it:460-  19 niter:176200  1104m 6s (- 2495m 50s) completed: 30%) loss_emb: 0.0026  loss: 1.2179  acc: 0.6781  lr: 0.0000 
ep/it:460-  69 niter:176250  1104m 23s (- 2495m 27s) completed: 30%) loss_emb: 0.0026  loss: 1.2424  acc: 0.6713  lr: 0.0000 
ep/it:460- 119 niter:176300  1104m 39s (- 2495m 3s) completed: 30%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6734  lr: 0.0000 
ep/it:460- 169 niter:176350  1104m 56s (- 2494m 39s) completed: 30%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6690  lr: 0.0000 
ep/it:460- 219 niter:176400  1105m 13s (- 2494m 16s) completed: 30%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6697  lr: 0.0000 
ep/it:460- 269 niter:176450  1105m 30s (- 2493m 52s) completed: 30%) loss_emb: 0.0026  loss: 1.2500  acc: 0.6725  lr: 0.0000 
ep/it:460- 319 niter:176500  1105m 46s (- 2493m 28s) completed: 30%) loss_emb: 0.0026  loss: 1.2355  acc: 0.6735  lr: 0.0000 
ep/it:460- 369 niter:176550  1106m 3s (- 2493m 5s) completed: 30%) loss_emb: 0.0026  loss: 1.2394  acc: 0.6735  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.677
ep/it:461-  36 niter:176600  1106m 22s (- 2492m 46s) completed: 30%) loss_emb: 0.0026  loss: 1.2331  acc: 0.6754  lr: 0.0000 
ep/it:461-  86 niter:176650  1106m 39s (- 2492m 23s) completed: 30%) loss_emb: 0.0025  loss: 1.2107  acc: 0.6815  lr: 0.0000 
ep/it:461- 136 niter:176700  1106m 55s (- 2491m 59s) completed: 30%) loss_emb: 0.0026  loss: 1.2189  acc: 0.6800  lr: 0.0000 
ep/it:461- 186 niter:176750  1107m 12s (- 2491m 36s) completed: 30%) loss_emb: 0.0026  loss: 1.2469  acc: 0.6731  lr: 0.0000 
ep/it:461- 236 niter:176800  1107m 29s (- 2491m 14s) completed: 30%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6742  lr: 0.0000 
ep/it:461- 286 niter:176850  1107m 46s (- 2490m 51s) completed: 30%) loss_emb: 0.0026  loss: 1.2205  acc: 0.6799  lr: 0.0000 
ep/it:461- 336 niter:176900  1108m 3s (- 2490m 28s) completed: 30%) loss_emb: 0.0026  loss: 1.2539  acc: 0.6694  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.677
ep/it:462-   3 niter:176950  1108m 23s (- 2490m 11s) completed: 30%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6719  lr: 0.0000 
ep/it:462-  53 niter:177000  1108m 39s (- 2489m 47s) completed: 30%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6701  lr: 0.0000 
ep/it:462- 103 niter:177050  1108m 57s (- 2489m 25s) completed: 30%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6698  lr: 0.0000 
ep/it:462- 153 niter:177100  1109m 13s (- 2489m 1s) completed: 30%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6765  lr: 0.0000 
ep/it:462- 203 niter:177150  1109m 29s (- 2488m 36s) completed: 30%) loss_emb: 0.0026  loss: 1.2442  acc: 0.6708  lr: 0.0000 
ep/it:462- 253 niter:177200  1109m 46s (- 2488m 13s) completed: 30%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6750  lr: 0.0000 
ep/it:462- 303 niter:177250  1110m 3s (- 2487m 50s) completed: 30%) loss_emb: 0.0026  loss: 1.2201  acc: 0.6785  lr: 0.0000 
ep/it:462- 353 niter:177300  1110m 19s (- 2487m 26s) completed: 30%) loss_emb: 0.0026  loss: 1.2424  acc: 0.6735  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.666
ep/it:463-  20 niter:177350  1110m 38s (- 2487m 8s) completed: 30%) loss_emb: 0.0026  loss: 1.2221  acc: 0.6777  lr: 0.0000 
ep/it:463-  70 niter:177400  1110m 55s (- 2486m 44s) completed: 30%) loss_emb: 0.0026  loss: 1.2436  acc: 0.6724  lr: 0.0000 
ep/it:463- 120 niter:177450  1111m 11s (- 2486m 20s) completed: 30%) loss_emb: 0.0025  loss: 1.2119  acc: 0.6815  lr: 0.0000 
ep/it:463- 170 niter:177500  1111m 28s (- 2485m 56s) completed: 30%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6742  lr: 0.0000 
ep/it:463- 220 niter:177550  1111m 44s (- 2485m 32s) completed: 30%) loss_emb: 0.0026  loss: 1.2673  acc: 0.6682  lr: 0.0000 
ep/it:463- 270 niter:177600  1112m 1s (- 2485m 8s) completed: 30%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6702  lr: 0.0000 
ep/it:463- 320 niter:177650  1112m 17s (- 2484m 44s) completed: 30%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6790  lr: 0.0000 
ep/it:463- 370 niter:177700  1112m 34s (- 2484m 20s) completed: 30%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6730  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.674
ep/it:464-  37 niter:177750  1112m 53s (- 2484m 2s) completed: 30%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6734  lr: 0.0000 
ep/it:464-  87 niter:177800  1113m 9s (- 2483m 39s) completed: 30%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6682  lr: 0.0000 
ep/it:464- 137 niter:177850  1113m 26s (- 2483m 15s) completed: 30%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6695  lr: 0.0000 
ep/it:464- 187 niter:177900  1113m 43s (- 2482m 52s) completed: 30%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6713  lr: 0.0000 
ep/it:464- 237 niter:177950  1113m 59s (- 2482m 28s) completed: 30%) loss_emb: 0.0027  loss: 1.2638  acc: 0.6652  lr: 0.0000 
ep/it:464- 287 niter:178000  1114m 16s (- 2482m 5s) completed: 30%) loss_emb: 0.0026  loss: 1.2182  acc: 0.6778  lr: 0.0000 
ep/it:464- 337 niter:178050  1114m 33s (- 2481m 41s) completed: 30%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6730  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.675
--> 	 Eva. Ep 465 :, FID. 4.4777, Diversity Real. 9.4957, Diversity. 7.6302, R_precision_real. [0.51462766 0.70678191 0.80651596], R_precision. [0.30984043 0.49069149 0.59308511], matching_score_real. 2.8931241035461426, matching_score_pred. 4.406040191650391
ep/it:465-   4 niter:178100  1115m 1s (- 2481m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2200  acc: 0.6798  lr: 0.0000 
ep/it:465-  54 niter:178150  1115m 18s (- 2481m 20s) completed: 31%) loss_emb: 0.0025  loss: 1.2159  acc: 0.6806  lr: 0.0000 
ep/it:465- 104 niter:178200  1115m 44s (- 2481m 18s) completed: 31%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6747  lr: 0.0000 
ep/it:465- 154 niter:178250  1116m 5s (- 2481m 4s) completed: 31%) loss_emb: 0.0026  loss: 1.2414  acc: 0.6742  lr: 0.0000 
ep/it:465- 204 niter:178300  1116m 23s (- 2480m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6776  lr: 0.0000 
ep/it:465- 254 niter:178350  1116m 40s (- 2480m 21s) completed: 31%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6707  lr: 0.0000 
ep/it:465- 304 niter:178400  1116m 57s (- 2479m 57s) completed: 31%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6772  lr: 0.0000 
ep/it:465- 354 niter:178450  1117m 13s (- 2479m 34s) completed: 31%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6754  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.675
ep/it:466-  21 niter:178500  1117m 33s (- 2479m 16s) completed: 31%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6688  lr: 0.0000 
ep/it:466-  71 niter:178550  1117m 50s (- 2478m 53s) completed: 31%) loss_emb: 0.0026  loss: 1.2388  acc: 0.6729  lr: 0.0000 
ep/it:466- 121 niter:178600  1118m 6s (- 2478m 29s) completed: 31%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6773  lr: 0.0000 
ep/it:466- 171 niter:178650  1118m 23s (- 2478m 6s) completed: 31%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6766  lr: 0.0000 
ep/it:466- 221 niter:178700  1118m 40s (- 2477m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6713  lr: 0.0000 
ep/it:466- 271 niter:178750  1118m 57s (- 2477m 21s) completed: 31%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6706  lr: 0.0000 
ep/it:466- 321 niter:178800  1119m 14s (- 2476m 58s) completed: 31%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6744  lr: 0.0000 
ep/it:466- 371 niter:178850  1119m 31s (- 2476m 35s) completed: 31%) loss_emb: 0.0026  loss: 1.2222  acc: 0.6759  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.673
ep/it:467-  38 niter:178900  1119m 50s (- 2476m 18s) completed: 31%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6722  lr: 0.0000 
ep/it:467-  88 niter:178950  1120m 7s (- 2475m 54s) completed: 31%) loss_emb: 0.0027  loss: 1.2746  acc: 0.6647  lr: 0.0000 
ep/it:467- 138 niter:179000  1120m 24s (- 2475m 31s) completed: 31%) loss_emb: 0.0026  loss: 1.2167  acc: 0.6793  lr: 0.0000 
ep/it:467- 188 niter:179050  1120m 41s (- 2475m 10s) completed: 31%) loss_emb: 0.0026  loss: 1.2410  acc: 0.6716  lr: 0.0000 
ep/it:467- 238 niter:179100  1120m 58s (- 2474m 47s) completed: 31%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6732  lr: 0.0000 
ep/it:467- 288 niter:179150  1121m 15s (- 2474m 25s) completed: 31%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6778  lr: 0.0000 
ep/it:467- 338 niter:179200  1121m 32s (- 2474m 1s) completed: 31%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6716  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.674
ep/it:468-   5 niter:179250  1121m 51s (- 2473m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2160  acc: 0.6794  lr: 0.0000 
ep/it:468-  55 niter:179300  1122m 8s (- 2473m 20s) completed: 31%) loss_emb: 0.0026  loss: 1.2318  acc: 0.6751  lr: 0.0000 
ep/it:468- 105 niter:179350  1122m 24s (- 2472m 55s) completed: 31%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6704  lr: 0.0000 
ep/it:468- 155 niter:179400  1122m 41s (- 2472m 32s) completed: 31%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6701  lr: 0.0000 
ep/it:468- 205 niter:179450  1122m 57s (- 2472m 9s) completed: 31%) loss_emb: 0.0026  loss: 1.2282  acc: 0.6764  lr: 0.0000 
ep/it:468- 255 niter:179500  1123m 14s (- 2471m 45s) completed: 31%) loss_emb: 0.0025  loss: 1.1948  acc: 0.6851  lr: 0.0000 
ep/it:468- 305 niter:179550  1123m 31s (- 2471m 22s) completed: 31%) loss_emb: 0.0026  loss: 1.2611  acc: 0.6680  lr: 0.0000 
ep/it:468- 355 niter:179600  1123m 48s (- 2470m 59s) completed: 31%) loss_emb: 0.0026  loss: 1.2480  acc: 0.6691  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.666
ep/it:469-  22 niter:179650  1124m 7s (- 2470m 41s) completed: 31%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6715  lr: 0.0000 
ep/it:469-  72 niter:179700  1124m 24s (- 2470m 18s) completed: 31%) loss_emb: 0.0026  loss: 1.2277  acc: 0.6779  lr: 0.0000 
ep/it:469- 122 niter:179750  1124m 40s (- 2469m 54s) completed: 31%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6741  lr: 0.0000 
ep/it:469- 172 niter:179800  1124m 57s (- 2469m 32s) completed: 31%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6691  lr: 0.0000 
ep/it:469- 222 niter:179850  1125m 14s (- 2469m 8s) completed: 31%) loss_emb: 0.0026  loss: 1.2250  acc: 0.6787  lr: 0.0000 
ep/it:469- 272 niter:179900  1125m 31s (- 2468m 46s) completed: 31%) loss_emb: 0.0026  loss: 1.2244  acc: 0.6784  lr: 0.0000 
ep/it:469- 322 niter:179950  1125m 47s (- 2468m 22s) completed: 31%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6719  lr: 0.0000 
ep/it:469- 372 niter:180000  1126m 4s (- 2467m 59s) completed: 31%) loss_emb: 0.0026  loss: 1.2383  acc: 0.6738  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.671
--> 	 Eva. Ep 470 :, FID. 4.3463, Diversity Real. 9.5754, Diversity. 7.5276, R_precision_real. [0.51329787 0.70611702 0.80053191], R_precision. [0.33045213 0.49601064 0.60771277], matching_score_real. 2.9049720764160156, matching_score_pred. 4.345216751098633
ep/it:470-  39 niter:180050  1126m 32s (- 2468m 0s) completed: 31%) loss_emb: 0.0026  loss: 1.2461  acc: 0.6703  lr: 0.0000 
ep/it:470-  89 niter:180100  1126m 49s (- 2467m 37s) completed: 31%) loss_emb: 0.0026  loss: 1.2298  acc: 0.6771  lr: 0.0000 
ep/it:470- 139 niter:180150  1127m 6s (- 2467m 14s) completed: 31%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6769  lr: 0.0000 
ep/it:470- 189 niter:180200  1127m 23s (- 2466m 51s) completed: 31%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6711  lr: 0.0000 
ep/it:470- 239 niter:180250  1127m 39s (- 2466m 27s) completed: 31%) loss_emb: 0.0026  loss: 1.2207  acc: 0.6789  lr: 0.0000 
ep/it:470- 289 niter:180300  1127m 56s (- 2466m 4s) completed: 31%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6727  lr: 0.0000 
ep/it:470- 339 niter:180350  1128m 13s (- 2465m 41s) completed: 31%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.246, accuracy:0.684
ep/it:471-   6 niter:180400  1128m 32s (- 2465m 24s) completed: 31%) loss_emb: 0.0026  loss: 1.2339  acc: 0.6744  lr: 0.0000 
ep/it:471-  56 niter:180450  1128m 49s (- 2465m 1s) completed: 31%) loss_emb: 0.0026  loss: 1.2269  acc: 0.6756  lr: 0.0000 
ep/it:471- 106 niter:180500  1129m 6s (- 2464m 38s) completed: 31%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6719  lr: 0.0000 
ep/it:471- 156 niter:180550  1129m 22s (- 2464m 14s) completed: 31%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6716  lr: 0.0000 
ep/it:471- 206 niter:180600  1129m 39s (- 2463m 51s) completed: 31%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6699  lr: 0.0000 
ep/it:471- 256 niter:180650  1129m 56s (- 2463m 28s) completed: 31%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6699  lr: 0.0000 
ep/it:471- 306 niter:180700  1130m 13s (- 2463m 5s) completed: 31%) loss_emb: 0.0026  loss: 1.2357  acc: 0.6735  lr: 0.0000 
ep/it:471- 356 niter:180750  1130m 29s (- 2462m 41s) completed: 31%) loss_emb: 0.0026  loss: 1.2267  acc: 0.6770  lr: 0.0000 
Validation time:
Validation loss:1.259, accuracy:0.681
ep/it:472-  23 niter:180800  1130m 48s (- 2462m 24s) completed: 31%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6764  lr: 0.0000 
ep/it:472-  73 niter:180850  1131m 6s (- 2462m 1s) completed: 31%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6765  lr: 0.0000 
ep/it:472- 123 niter:180900  1131m 22s (- 2461m 38s) completed: 31%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6711  lr: 0.0000 
ep/it:472- 173 niter:180950  1131m 39s (- 2461m 14s) completed: 31%) loss_emb: 0.0026  loss: 1.2638  acc: 0.6676  lr: 0.0000 
ep/it:472- 223 niter:181000  1131m 56s (- 2460m 51s) completed: 31%) loss_emb: 0.0026  loss: 1.2463  acc: 0.6716  lr: 0.0000 
ep/it:472- 273 niter:181050  1132m 13s (- 2460m 29s) completed: 31%) loss_emb: 0.0026  loss: 1.2378  acc: 0.6707  lr: 0.0000 
ep/it:472- 323 niter:181100  1132m 30s (- 2460m 7s) completed: 31%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6725  lr: 0.0000 
ep/it:472- 373 niter:181150  1132m 47s (- 2459m 44s) completed: 31%) loss_emb: 0.0026  loss: 1.2256  acc: 0.6784  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.673
ep/it:473-  40 niter:181200  1133m 6s (- 2459m 26s) completed: 31%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6694  lr: 0.0000 
ep/it:473-  90 niter:181250  1133m 23s (- 2459m 4s) completed: 31%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6767  lr: 0.0000 
ep/it:473- 140 niter:181300  1133m 40s (- 2458m 42s) completed: 31%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6704  lr: 0.0000 
ep/it:473- 190 niter:181350  1133m 57s (- 2458m 18s) completed: 31%) loss_emb: 0.0026  loss: 1.2357  acc: 0.6764  lr: 0.0000 
ep/it:473- 240 niter:181400  1134m 13s (- 2457m 55s) completed: 31%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6694  lr: 0.0000 
ep/it:473- 290 niter:181450  1134m 30s (- 2457m 32s) completed: 31%) loss_emb: 0.0027  loss: 1.2703  acc: 0.6659  lr: 0.0000 
ep/it:473- 340 niter:181500  1134m 48s (- 2457m 10s) completed: 31%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6691  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.679
ep/it:474-   7 niter:181550  1135m 6s (- 2456m 51s) completed: 31%) loss_emb: 0.0026  loss: 1.2395  acc: 0.6737  lr: 0.0000 
ep/it:474-  57 niter:181600  1135m 24s (- 2456m 29s) completed: 31%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6698  lr: 0.0000 
ep/it:474- 107 niter:181650  1135m 40s (- 2456m 5s) completed: 31%) loss_emb: 0.0026  loss: 1.2364  acc: 0.6716  lr: 0.0000 
ep/it:474- 157 niter:181700  1135m 57s (- 2455m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2350  acc: 0.6738  lr: 0.0000 
ep/it:474- 207 niter:181750  1136m 14s (- 2455m 21s) completed: 31%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6726  lr: 0.0000 
ep/it:474- 257 niter:181800  1136m 31s (- 2454m 59s) completed: 31%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6759  lr: 0.0000 
ep/it:474- 307 niter:181850  1136m 48s (- 2454m 36s) completed: 31%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6695  lr: 0.0000 
ep/it:474- 357 niter:181900  1137m 5s (- 2454m 12s) completed: 31%) loss_emb: 0.0026  loss: 1.2093  acc: 0.6772  lr: 0.0000 
Validation time:
Validation loss:1.257, accuracy:0.683
--> 	 Eva. Ep 475 :, FID. 4.1401, Diversity Real. 9.5326, Diversity. 7.9369, R_precision_real. [0.50598404 0.68816489 0.78989362], R_precision. [0.32114362 0.49534574 0.59773936], matching_score_real. 2.920509099960327, matching_score_pred. 4.3173017501831055
ep/it:475-  24 niter:181950  1137m 34s (- 2454m 15s) completed: 31%) loss_emb: 0.0026  loss: 1.2560  acc: 0.6701  lr: 0.0000 
ep/it:475-  74 niter:182000  1137m 51s (- 2453m 52s) completed: 31%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6734  lr: 0.0000 
ep/it:475- 124 niter:182050  1138m 7s (- 2453m 29s) completed: 31%) loss_emb: 0.0026  loss: 1.2197  acc: 0.6805  lr: 0.0000 
ep/it:475- 174 niter:182100  1138m 24s (- 2453m 6s) completed: 31%) loss_emb: 0.0026  loss: 1.2404  acc: 0.6732  lr: 0.0000 
ep/it:475- 224 niter:182150  1138m 41s (- 2452m 45s) completed: 31%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6700  lr: 0.0000 
ep/it:475- 274 niter:182200  1138m 58s (- 2452m 22s) completed: 31%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6714  lr: 0.0000 
ep/it:475- 324 niter:182250  1139m 15s (- 2451m 59s) completed: 31%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6708  lr: 0.0000 
ep/it:475- 374 niter:182300  1139m 32s (- 2451m 36s) completed: 31%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6734  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.677
ep/it:476-  41 niter:182350  1139m 51s (- 2451m 17s) completed: 31%) loss_emb: 0.0026  loss: 1.2505  acc: 0.6714  lr: 0.0000 
ep/it:476-  91 niter:182400  1140m 8s (- 2450m 55s) completed: 31%) loss_emb: 0.0026  loss: 1.2153  acc: 0.6770  lr: 0.0000 
ep/it:476- 141 niter:182450  1140m 24s (- 2450m 31s) completed: 31%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6719  lr: 0.0000 
ep/it:476- 191 niter:182500  1140m 41s (- 2450m 9s) completed: 31%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6727  lr: 0.0000 
ep/it:476- 241 niter:182550  1140m 58s (- 2449m 45s) completed: 31%) loss_emb: 0.0026  loss: 1.2436  acc: 0.6714  lr: 0.0000 
ep/it:476- 291 niter:182600  1141m 15s (- 2449m 24s) completed: 31%) loss_emb: 0.0026  loss: 1.2353  acc: 0.6767  lr: 0.0000 
ep/it:476- 341 niter:182650  1141m 32s (- 2449m 1s) completed: 31%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6694  lr: 0.0000 
Validation time:
Validation loss:1.306, accuracy:0.671
ep/it:477-   8 niter:182700  1141m 52s (- 2448m 44s) completed: 31%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6720  lr: 0.0000 
ep/it:477-  58 niter:182750  1142m 8s (- 2448m 20s) completed: 31%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6666  lr: 0.0000 
ep/it:477- 108 niter:182800  1142m 24s (- 2447m 55s) completed: 31%) loss_emb: 0.0026  loss: 1.2300  acc: 0.6758  lr: 0.0000 
ep/it:477- 158 niter:182850  1142m 41s (- 2447m 32s) completed: 31%) loss_emb: 0.0026  loss: 1.2346  acc: 0.6720  lr: 0.0000 
ep/it:477- 208 niter:182900  1142m 57s (- 2447m 9s) completed: 31%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6751  lr: 0.0000 
ep/it:477- 258 niter:182950  1143m 14s (- 2446m 46s) completed: 31%) loss_emb: 0.0026  loss: 1.2322  acc: 0.6753  lr: 0.0000 
ep/it:477- 308 niter:183000  1143m 31s (- 2446m 24s) completed: 31%) loss_emb: 0.0026  loss: 1.2519  acc: 0.6734  lr: 0.0000 
ep/it:477- 358 niter:183050  1143m 48s (- 2446m 1s) completed: 31%) loss_emb: 0.0026  loss: 1.2329  acc: 0.6728  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.684
ep/it:478-  25 niter:183100  1144m 7s (- 2445m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6684  lr: 0.0000 
ep/it:478-  75 niter:183150  1144m 24s (- 2445m 20s) completed: 31%) loss_emb: 0.0026  loss: 1.2330  acc: 0.6730  lr: 0.0000 
ep/it:478- 125 niter:183200  1144m 41s (- 2444m 57s) completed: 31%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6698  lr: 0.0000 
ep/it:478- 175 niter:183250  1144m 57s (- 2444m 33s) completed: 31%) loss_emb: 0.0026  loss: 1.2287  acc: 0.6749  lr: 0.0000 
ep/it:478- 225 niter:183300  1145m 14s (- 2444m 11s) completed: 31%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6728  lr: 0.0000 
ep/it:478- 275 niter:183350  1145m 31s (- 2443m 48s) completed: 31%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6754  lr: 0.0000 
ep/it:478- 325 niter:183400  1145m 48s (- 2443m 25s) completed: 31%) loss_emb: 0.0026  loss: 1.2349  acc: 0.6748  lr: 0.0000 
ep/it:478- 375 niter:183450  1146m 5s (- 2443m 2s) completed: 31%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6698  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.674
ep/it:479-  42 niter:183500  1146m 24s (- 2442m 44s) completed: 31%) loss_emb: 0.0026  loss: 1.2194  acc: 0.6781  lr: 0.0000 
ep/it:479-  92 niter:183550  1146m 41s (- 2442m 22s) completed: 31%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6731  lr: 0.0000 
ep/it:479- 142 niter:183600  1146m 57s (- 2441m 58s) completed: 31%) loss_emb: 0.0026  loss: 1.2167  acc: 0.6770  lr: 0.0000 
ep/it:479- 192 niter:183650  1147m 14s (- 2441m 35s) completed: 31%) loss_emb: 0.0026  loss: 1.2372  acc: 0.6740  lr: 0.0000 
ep/it:479- 242 niter:183700  1147m 31s (- 2441m 13s) completed: 31%) loss_emb: 0.0026  loss: 1.2218  acc: 0.6778  lr: 0.0000 
ep/it:479- 292 niter:183750  1147m 47s (- 2440m 49s) completed: 31%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6706  lr: 0.0000 
ep/it:479- 342 niter:183800  1148m 4s (- 2440m 26s) completed: 31%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.676
--> 	 Eva. Ep 480 :, FID. 4.0080, Diversity Real. 9.4505, Diversity. 7.7609, R_precision_real. [0.51795213 0.71077128 0.8025266 ], R_precision. [0.31848404 0.48736702 0.59773936], matching_score_real. 2.9192049503326416, matching_score_pred. 4.383854389190674
ep/it:480-   9 niter:183850  1148m 33s (- 2440m 28s) completed: 32%) loss_emb: 0.0026  loss: 1.2361  acc: 0.6717  lr: 0.0000 
ep/it:480-  59 niter:183900  1148m 49s (- 2440m 5s) completed: 32%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6717  lr: 0.0000 
ep/it:480- 109 niter:183950  1149m 6s (- 2439m 42s) completed: 32%) loss_emb: 0.0027  loss: 1.2734  acc: 0.6646  lr: 0.0000 
ep/it:480- 159 niter:184000  1149m 23s (- 2439m 20s) completed: 32%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6743  lr: 0.0000 
ep/it:480- 209 niter:184050  1149m 40s (- 2438m 56s) completed: 32%) loss_emb: 0.0026  loss: 1.2403  acc: 0.6741  lr: 0.0000 
ep/it:480- 259 niter:184100  1149m 56s (- 2438m 33s) completed: 32%) loss_emb: 0.0027  loss: 1.2632  acc: 0.6664  lr: 0.0000 
ep/it:480- 309 niter:184150  1150m 13s (- 2438m 11s) completed: 32%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6759  lr: 0.0000 
ep/it:480- 359 niter:184200  1150m 30s (- 2437m 48s) completed: 32%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6769  lr: 0.0000 
Validation time:
Validation loss:1.230, accuracy:0.689
Improved accuracy from 0.69 to 0.6894108730813732!!!
ep/it:481-  26 niter:184250  1150m 50s (- 2437m 31s) completed: 32%) loss_emb: 0.0027  loss: 1.2723  acc: 0.6660  lr: 0.0000 
ep/it:481-  76 niter:184300  1151m 6s (- 2437m 8s) completed: 32%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6763  lr: 0.0000 
ep/it:481- 126 niter:184350  1151m 23s (- 2436m 44s) completed: 32%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6779  lr: 0.0000 
ep/it:481- 176 niter:184400  1151m 40s (- 2436m 23s) completed: 32%) loss_emb: 0.0026  loss: 1.2175  acc: 0.6797  lr: 0.0000 
ep/it:481- 226 niter:184450  1151m 58s (- 2436m 1s) completed: 32%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6740  lr: 0.0000 
ep/it:481- 276 niter:184500  1152m 15s (- 2435m 40s) completed: 32%) loss_emb: 0.0026  loss: 1.2266  acc: 0.6774  lr: 0.0000 
ep/it:481- 326 niter:184550  1152m 44s (- 2435m 42s) completed: 32%) loss_emb: 0.0026  loss: 1.2244  acc: 0.6761  lr: 0.0000 
ep/it:481- 376 niter:184600  1153m 2s (- 2435m 22s) completed: 32%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6719  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.673
ep/it:482-  43 niter:184650  1153m 22s (- 2435m 6s) completed: 32%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6676  lr: 0.0000 
ep/it:482-  93 niter:184700  1153m 39s (- 2434m 44s) completed: 32%) loss_emb: 0.0025  loss: 1.1916  acc: 0.6870  lr: 0.0000 
ep/it:482- 143 niter:184750  1153m 56s (- 2434m 22s) completed: 32%) loss_emb: 0.0026  loss: 1.2303  acc: 0.6722  lr: 0.0000 
ep/it:482- 193 niter:184800  1154m 13s (- 2433m 59s) completed: 32%) loss_emb: 0.0026  loss: 1.2313  acc: 0.6777  lr: 0.0000 
ep/it:482- 243 niter:184850  1154m 30s (- 2433m 37s) completed: 32%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6727  lr: 0.0000 
ep/it:482- 293 niter:184900  1154m 47s (- 2433m 14s) completed: 32%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6708  lr: 0.0000 
ep/it:482- 343 niter:184950  1155m 5s (- 2432m 53s) completed: 32%) loss_emb: 0.0027  loss: 1.2591  acc: 0.6676  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.682
ep/it:483-  10 niter:185000  1155m 24s (- 2432m 36s) completed: 32%) loss_emb: 0.0027  loss: 1.2538  acc: 0.6668  lr: 0.0000 
ep/it:483-  60 niter:185050  1155m 42s (- 2432m 15s) completed: 32%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6679  lr: 0.0000 
ep/it:483- 110 niter:185100  1155m 58s (- 2431m 52s) completed: 32%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6746  lr: 0.0000 
ep/it:483- 160 niter:185150  1156m 16s (- 2431m 30s) completed: 32%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6779  lr: 0.0000 
ep/it:483- 210 niter:185200  1156m 33s (- 2431m 8s) completed: 32%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6693  lr: 0.0000 
ep/it:483- 260 niter:185250  1156m 49s (- 2430m 44s) completed: 32%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6689  lr: 0.0000 
ep/it:483- 310 niter:185300  1157m 6s (- 2430m 21s) completed: 32%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6762  lr: 0.0000 
ep/it:483- 360 niter:185350  1157m 23s (- 2429m 58s) completed: 32%) loss_emb: 0.0026  loss: 1.2262  acc: 0.6788  lr: 0.0000 
Validation time:
Validation loss:1.306, accuracy:0.673
ep/it:484-  27 niter:185400  1157m 41s (- 2429m 40s) completed: 32%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6656  lr: 0.0000 
ep/it:484-  77 niter:185450  1157m 58s (- 2429m 17s) completed: 32%) loss_emb: 0.0026  loss: 1.2350  acc: 0.6763  lr: 0.0000 
ep/it:484- 127 niter:185500  1158m 15s (- 2428m 54s) completed: 32%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6749  lr: 0.0000 
ep/it:484- 177 niter:185550  1158m 32s (- 2428m 31s) completed: 32%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6795  lr: 0.0000 
ep/it:484- 227 niter:185600  1158m 49s (- 2428m 8s) completed: 32%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6701  lr: 0.0000 
ep/it:484- 277 niter:185650  1159m 6s (- 2427m 46s) completed: 32%) loss_emb: 0.0027  loss: 1.2735  acc: 0.6658  lr: 0.0000 
ep/it:484- 327 niter:185700  1159m 30s (- 2427m 40s) completed: 32%) loss_emb: 0.0026  loss: 1.2269  acc: 0.6765  lr: 0.0000 
ep/it:484- 377 niter:185750  1159m 48s (- 2427m 18s) completed: 32%) loss_emb: 0.0026  loss: 1.2506  acc: 0.6681  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.678
--> 	 Eva. Ep 485 :, FID. 4.5108, Diversity Real. 9.6210, Diversity. 7.8155, R_precision_real. [0.49468085 0.68484043 0.79587766], R_precision. [0.29654255 0.47207447 0.5831117 ], matching_score_real. 2.9072775840759277, matching_score_pred. 4.3762078285217285
ep/it:485-  44 niter:185800  1160m 25s (- 2427m 39s) completed: 32%) loss_emb: 0.0026  loss: 1.2244  acc: 0.6766  lr: 0.0000 
ep/it:485-  94 niter:185850  1160m 43s (- 2427m 19s) completed: 32%) loss_emb: 0.0026  loss: 1.2349  acc: 0.6729  lr: 0.0000 
ep/it:485- 144 niter:185900  1161m 0s (- 2426m 56s) completed: 32%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6750  lr: 0.0000 
ep/it:485- 194 niter:185950  1161m 18s (- 2426m 35s) completed: 32%) loss_emb: 0.0026  loss: 1.2338  acc: 0.6780  lr: 0.0000 
ep/it:485- 244 niter:186000  1161m 35s (- 2426m 12s) completed: 32%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6704  lr: 0.0000 
ep/it:485- 294 niter:186050  1161m 52s (- 2425m 50s) completed: 32%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6698  lr: 0.0000 
ep/it:485- 344 niter:186100  1162m 9s (- 2425m 28s) completed: 32%) loss_emb: 0.0026  loss: 1.2207  acc: 0.6792  lr: 0.0000 
Validation time:
Validation loss:1.279, accuracy:0.676
ep/it:486-  11 niter:186150  1162m 28s (- 2425m 10s) completed: 32%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6751  lr: 0.0000 
ep/it:486-  61 niter:186200  1162m 45s (- 2424m 47s) completed: 32%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6714  lr: 0.0000 
ep/it:486- 111 niter:186250  1163m 2s (- 2424m 25s) completed: 32%) loss_emb: 0.0026  loss: 1.2226  acc: 0.6762  lr: 0.0000 
ep/it:486- 161 niter:186300  1163m 18s (- 2424m 1s) completed: 32%) loss_emb: 0.0026  loss: 1.2326  acc: 0.6740  lr: 0.0000 
ep/it:486- 211 niter:186350  1163m 35s (- 2423m 39s) completed: 32%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6739  lr: 0.0000 
ep/it:486- 261 niter:186400  1163m 52s (- 2423m 16s) completed: 32%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6694  lr: 0.0000 
ep/it:486- 311 niter:186450  1164m 9s (- 2422m 54s) completed: 32%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6706  lr: 0.0000 
ep/it:486- 361 niter:186500  1164m 25s (- 2422m 31s) completed: 32%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6757  lr: 0.0000 
Validation time:
Validation loss:1.280, accuracy:0.679
ep/it:487-  28 niter:186550  1164m 45s (- 2422m 13s) completed: 32%) loss_emb: 0.0026  loss: 1.2506  acc: 0.6713  lr: 0.0000 
ep/it:487-  78 niter:186600  1165m 2s (- 2421m 51s) completed: 32%) loss_emb: 0.0026  loss: 1.2401  acc: 0.6731  lr: 0.0000 
ep/it:487- 128 niter:186650  1165m 19s (- 2421m 30s) completed: 32%) loss_emb: 0.0026  loss: 1.2202  acc: 0.6781  lr: 0.0000 
ep/it:487- 178 niter:186700  1165m 36s (- 2421m 7s) completed: 32%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6701  lr: 0.0000 
ep/it:487- 228 niter:186750  1165m 53s (- 2420m 44s) completed: 32%) loss_emb: 0.0027  loss: 1.2733  acc: 0.6666  lr: 0.0000 
ep/it:487- 278 niter:186800  1166m 10s (- 2420m 22s) completed: 32%) loss_emb: 0.0026  loss: 1.2251  acc: 0.6767  lr: 0.0000 
ep/it:487- 328 niter:186850  1166m 27s (- 2419m 59s) completed: 32%) loss_emb: 0.0026  loss: 1.2503  acc: 0.6704  lr: 0.0000 
ep/it:487- 378 niter:186900  1166m 43s (- 2419m 36s) completed: 32%) loss_emb: 0.0026  loss: 1.2295  acc: 0.6768  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.680
ep/it:488-  45 niter:186950  1167m 2s (- 2419m 18s) completed: 32%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6755  lr: 0.0000 
ep/it:488-  95 niter:187000  1167m 19s (- 2418m 55s) completed: 32%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6694  lr: 0.0000 
ep/it:488- 145 niter:187050  1167m 36s (- 2418m 32s) completed: 32%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6775  lr: 0.0000 
ep/it:488- 195 niter:187100  1167m 53s (- 2418m 10s) completed: 32%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6678  lr: 0.0000 
ep/it:488- 245 niter:187150  1168m 9s (- 2417m 47s) completed: 32%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6674  lr: 0.0000 
ep/it:488- 295 niter:187200  1168m 26s (- 2417m 24s) completed: 32%) loss_emb: 0.0026  loss: 1.2194  acc: 0.6784  lr: 0.0000 
ep/it:488- 345 niter:187250  1168m 44s (- 2417m 3s) completed: 32%) loss_emb: 0.0026  loss: 1.2580  acc: 0.6714  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.678
ep/it:489-  12 niter:187300  1169m 4s (- 2416m 46s) completed: 32%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6713  lr: 0.0000 
ep/it:489-  62 niter:187350  1169m 21s (- 2416m 25s) completed: 32%) loss_emb: 0.0026  loss: 1.2199  acc: 0.6789  lr: 0.0000 
ep/it:489- 112 niter:187400  1169m 37s (- 2416m 2s) completed: 32%) loss_emb: 0.0026  loss: 1.2523  acc: 0.6696  lr: 0.0000 
ep/it:489- 162 niter:187450  1169m 54s (- 2415m 39s) completed: 32%) loss_emb: 0.0027  loss: 1.2712  acc: 0.6660  lr: 0.0000 
ep/it:489- 212 niter:187500  1170m 11s (- 2415m 15s) completed: 32%) loss_emb: 0.0026  loss: 1.2476  acc: 0.6716  lr: 0.0000 
ep/it:489- 262 niter:187550  1170m 28s (- 2414m 54s) completed: 32%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6691  lr: 0.0000 
ep/it:489- 312 niter:187600  1170m 45s (- 2414m 31s) completed: 32%) loss_emb: 0.0026  loss: 1.2475  acc: 0.6713  lr: 0.0000 
ep/it:489- 362 niter:187650  1171m 2s (- 2414m 9s) completed: 32%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6752  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.672
--> 	 Eva. Ep 490 :, FID. 4.2820, Diversity Real. 9.8182, Diversity. 7.8828, R_precision_real. [0.5        0.69281915 0.78789894], R_precision. [0.33244681 0.49335106 0.60106383], matching_score_real. 2.9470341205596924, matching_score_pred. 4.3674516677856445
--> --> 	 Top1 Improved from 0.3311 to 0.3324 !!!
ep/it:490-  29 niter:187700  1171m 31s (- 2414m 12s) completed: 32%) loss_emb: 0.0026  loss: 1.2562  acc: 0.6674  lr: 0.0000 
ep/it:490-  79 niter:187750  1171m 47s (- 2413m 48s) completed: 32%) loss_emb: 0.0026  loss: 1.2368  acc: 0.6730  lr: 0.0000 
ep/it:490- 129 niter:187800  1172m 4s (- 2413m 25s) completed: 32%) loss_emb: 0.0026  loss: 1.2422  acc: 0.6717  lr: 0.0000 
ep/it:490- 179 niter:187850  1172m 21s (- 2413m 2s) completed: 32%) loss_emb: 0.0025  loss: 1.2184  acc: 0.6802  lr: 0.0000 
ep/it:490- 229 niter:187900  1172m 39s (- 2412m 42s) completed: 32%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6699  lr: 0.0000 
ep/it:490- 279 niter:187950  1172m 55s (- 2412m 19s) completed: 32%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6749  lr: 0.0000 
ep/it:490- 329 niter:188000  1173m 12s (- 2411m 57s) completed: 32%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6682  lr: 0.0000 
ep/it:490- 379 niter:188050  1173m 29s (- 2411m 34s) completed: 32%) loss_emb: 0.0026  loss: 1.2323  acc: 0.6758  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.671
ep/it:491-  46 niter:188100  1173m 48s (- 2411m 15s) completed: 32%) loss_emb: 0.0026  loss: 1.2303  acc: 0.6772  lr: 0.0000 
ep/it:491-  96 niter:188150  1174m 4s (- 2410m 52s) completed: 32%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6681  lr: 0.0000 
ep/it:491- 146 niter:188200  1174m 21s (- 2410m 28s) completed: 32%) loss_emb: 0.0026  loss: 1.2306  acc: 0.6773  lr: 0.0000 
ep/it:491- 196 niter:188250  1174m 38s (- 2410m 6s) completed: 32%) loss_emb: 0.0026  loss: 1.2321  acc: 0.6765  lr: 0.0000 
ep/it:491- 246 niter:188300  1174m 55s (- 2409m 44s) completed: 32%) loss_emb: 0.0026  loss: 1.2393  acc: 0.6757  lr: 0.0000 
ep/it:491- 296 niter:188350  1175m 12s (- 2409m 21s) completed: 32%) loss_emb: 0.0026  loss: 1.2425  acc: 0.6725  lr: 0.0000 
ep/it:491- 346 niter:188400  1175m 28s (- 2408m 58s) completed: 32%) loss_emb: 0.0026  loss: 1.2454  acc: 0.6730  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.675
ep/it:492-  13 niter:188450  1175m 48s (- 2408m 42s) completed: 32%) loss_emb: 0.0025  loss: 1.2077  acc: 0.6814  lr: 0.0000 
ep/it:492-  63 niter:188500  1176m 5s (- 2408m 19s) completed: 32%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6765  lr: 0.0000 
ep/it:492- 113 niter:188550  1176m 22s (- 2407m 57s) completed: 32%) loss_emb: 0.0025  loss: 1.2034  acc: 0.6816  lr: 0.0000 
ep/it:492- 163 niter:188600  1176m 38s (- 2407m 34s) completed: 32%) loss_emb: 0.0025  loss: 1.2083  acc: 0.6808  lr: 0.0000 
ep/it:492- 213 niter:188650  1176m 55s (- 2407m 11s) completed: 32%) loss_emb: 0.0026  loss: 1.2312  acc: 0.6769  lr: 0.0000 
ep/it:492- 263 niter:188700  1177m 12s (- 2406m 50s) completed: 32%) loss_emb: 0.0026  loss: 1.2408  acc: 0.6739  lr: 0.0000 
ep/it:492- 313 niter:188750  1177m 30s (- 2406m 29s) completed: 32%) loss_emb: 0.0027  loss: 1.2945  acc: 0.6596  lr: 0.0000 
ep/it:492- 363 niter:188800  1177m 46s (- 2406m 5s) completed: 32%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.220, accuracy:0.691
Improved accuracy from 0.69 to 0.6912173991617949!!!
ep/it:493-  30 niter:188850  1178m 6s (- 2405m 47s) completed: 32%) loss_emb: 0.0026  loss: 1.2490  acc: 0.6725  lr: 0.0000 
ep/it:493-  80 niter:188900  1178m 22s (- 2405m 24s) completed: 32%) loss_emb: 0.0026  loss: 1.2359  acc: 0.6749  lr: 0.0000 
ep/it:493- 130 niter:188950  1178m 38s (- 2405m 0s) completed: 32%) loss_emb: 0.0026  loss: 1.2392  acc: 0.6722  lr: 0.0000 
ep/it:493- 180 niter:189000  1178m 55s (- 2404m 38s) completed: 32%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6704  lr: 0.0000 
ep/it:493- 230 niter:189050  1179m 12s (- 2404m 14s) completed: 32%) loss_emb: 0.0026  loss: 1.2251  acc: 0.6763  lr: 0.0000 
ep/it:493- 280 niter:189100  1179m 29s (- 2403m 53s) completed: 32%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6724  lr: 0.0000 
ep/it:493- 330 niter:189150  1179m 45s (- 2403m 29s) completed: 32%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6792  lr: 0.0000 
ep/it:493- 380 niter:189200  1180m 2s (- 2403m 6s) completed: 32%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.674
ep/it:494-  47 niter:189250  1180m 21s (- 2402m 49s) completed: 32%) loss_emb: 0.0026  loss: 1.2357  acc: 0.6769  lr: 0.0000 
ep/it:494-  97 niter:189300  1180m 38s (- 2402m 26s) completed: 32%) loss_emb: 0.0026  loss: 1.2547  acc: 0.6700  lr: 0.0000 
ep/it:494- 147 niter:189350  1180m 54s (- 2402m 3s) completed: 32%) loss_emb: 0.0026  loss: 1.2463  acc: 0.6739  lr: 0.0000 
ep/it:494- 197 niter:189400  1181m 11s (- 2401m 40s) completed: 32%) loss_emb: 0.0026  loss: 1.2429  acc: 0.6732  lr: 0.0000 
ep/it:494- 247 niter:189450  1181m 27s (- 2401m 16s) completed: 32%) loss_emb: 0.0026  loss: 1.2173  acc: 0.6783  lr: 0.0000 
ep/it:494- 297 niter:189500  1181m 44s (- 2400m 53s) completed: 32%) loss_emb: 0.0026  loss: 1.2372  acc: 0.6727  lr: 0.0000 
ep/it:494- 347 niter:189550  1182m 1s (- 2400m 30s) completed: 32%) loss_emb: 0.0026  loss: 1.2240  acc: 0.6758  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.675
--> 	 Eva. Ep 495 :, FID. 4.4626, Diversity Real. 9.3346, Diversity. 7.5424, R_precision_real. [0.52925532 0.70146277 0.79521277], R_precision. [0.30984043 0.47739362 0.59840426], matching_score_real. 2.8914425373077393, matching_score_pred. 4.39901065826416
ep/it:495-  14 niter:189600  1182m 29s (- 2400m 31s) completed: 33%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6758  lr: 0.0000 
ep/it:495-  64 niter:189650  1182m 46s (- 2400m 10s) completed: 33%) loss_emb: 0.0026  loss: 1.2340  acc: 0.6754  lr: 0.0000 
ep/it:495- 114 niter:189700  1183m 3s (- 2399m 47s) completed: 33%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6732  lr: 0.0000 
ep/it:495- 164 niter:189750  1183m 20s (- 2399m 24s) completed: 33%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6709  lr: 0.0000 
ep/it:495- 214 niter:189800  1183m 36s (- 2399m 1s) completed: 33%) loss_emb: 0.0026  loss: 1.2233  acc: 0.6760  lr: 0.0000 
ep/it:495- 264 niter:189850  1183m 53s (- 2398m 39s) completed: 33%) loss_emb: 0.0026  loss: 1.2526  acc: 0.6726  lr: 0.0000 
ep/it:495- 314 niter:189900  1184m 10s (- 2398m 17s) completed: 33%) loss_emb: 0.0026  loss: 1.2188  acc: 0.6792  lr: 0.0000 
ep/it:495- 364 niter:189950  1184m 27s (- 2397m 55s) completed: 33%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6752  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.681
ep/it:496-  31 niter:190000  1184m 47s (- 2397m 38s) completed: 33%) loss_emb: 0.0027  loss: 1.2750  acc: 0.6649  lr: 0.0000 
ep/it:496-  81 niter:190050  1185m 4s (- 2397m 15s) completed: 33%) loss_emb: 0.0026  loss: 1.2395  acc: 0.6728  lr: 0.0000 
ep/it:496- 131 niter:190100  1185m 21s (- 2396m 54s) completed: 33%) loss_emb: 0.0026  loss: 1.2403  acc: 0.6721  lr: 0.0000 
ep/it:496- 181 niter:190150  1185m 38s (- 2396m 31s) completed: 33%) loss_emb: 0.0026  loss: 1.2371  acc: 0.6742  lr: 0.0000 
ep/it:496- 231 niter:190200  1185m 55s (- 2396m 9s) completed: 33%) loss_emb: 0.0025  loss: 1.2055  acc: 0.6814  lr: 0.0000 
ep/it:496- 281 niter:190250  1186m 12s (- 2395m 48s) completed: 33%) loss_emb: 0.0026  loss: 1.2123  acc: 0.6791  lr: 0.0000 
ep/it:496- 331 niter:190300  1186m 29s (- 2395m 26s) completed: 33%) loss_emb: 0.0026  loss: 1.2253  acc: 0.6784  lr: 0.0000 
ep/it:496- 381 niter:190350  1186m 47s (- 2395m 4s) completed: 33%) loss_emb: 0.0026  loss: 1.2313  acc: 0.6741  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.674
ep/it:497-  48 niter:190400  1187m 6s (- 2394m 47s) completed: 33%) loss_emb: 0.0026  loss: 1.2293  acc: 0.6755  lr: 0.0000 
ep/it:497-  98 niter:190450  1187m 22s (- 2394m 24s) completed: 33%) loss_emb: 0.0026  loss: 1.2235  acc: 0.6768  lr: 0.0000 
ep/it:497- 148 niter:190500  1187m 39s (- 2394m 1s) completed: 33%) loss_emb: 0.0026  loss: 1.2304  acc: 0.6751  lr: 0.0000 
ep/it:497- 198 niter:190550  1187m 57s (- 2393m 40s) completed: 33%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6720  lr: 0.0000 
ep/it:497- 248 niter:190600  1188m 14s (- 2393m 18s) completed: 33%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6699  lr: 0.0000 
ep/it:497- 298 niter:190650  1188m 32s (- 2392m 59s) completed: 33%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6734  lr: 0.0000 
ep/it:497- 348 niter:190700  1188m 50s (- 2392m 39s) completed: 33%) loss_emb: 0.0026  loss: 1.2354  acc: 0.6740  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.679
ep/it:498-  15 niter:190750  1189m 11s (- 2392m 25s) completed: 33%) loss_emb: 0.0026  loss: 1.2138  acc: 0.6791  lr: 0.0000 
ep/it:498-  65 niter:190800  1189m 30s (- 2392m 6s) completed: 33%) loss_emb: 0.0026  loss: 1.2397  acc: 0.6732  lr: 0.0000 
ep/it:498- 115 niter:190850  1189m 49s (- 2391m 47s) completed: 33%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6732  lr: 0.0000 
ep/it:498- 165 niter:190900  1190m 10s (- 2391m 33s) completed: 33%) loss_emb: 0.0027  loss: 1.2732  acc: 0.6659  lr: 0.0000 
ep/it:498- 215 niter:190950  1190m 28s (- 2391m 13s) completed: 33%) loss_emb: 0.0026  loss: 1.2426  acc: 0.6720  lr: 0.0000 
ep/it:498- 265 niter:191000  1190m 44s (- 2390m 50s) completed: 33%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6749  lr: 0.0000 
ep/it:498- 315 niter:191050  1191m 2s (- 2390m 29s) completed: 33%) loss_emb: 0.0026  loss: 1.2490  acc: 0.6712  lr: 0.0000 
ep/it:498- 365 niter:191100  1191m 19s (- 2390m 7s) completed: 33%) loss_emb: 0.0026  loss: 1.2291  acc: 0.6762  lr: 0.0000 
Validation time:
Validation loss:1.352, accuracy:0.667
ep/it:499-  32 niter:191150  1191m 39s (- 2389m 52s) completed: 33%) loss_emb: 0.0026  loss: 1.2523  acc: 0.6693  lr: 0.0000 
ep/it:499-  82 niter:191200  1191m 58s (- 2389m 33s) completed: 33%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6738  lr: 0.0000 
ep/it:499- 132 niter:191250  1192m 14s (- 2389m 10s) completed: 33%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6722  lr: 0.0000 
ep/it:499- 182 niter:191300  1192m 31s (- 2388m 47s) completed: 33%) loss_emb: 0.0026  loss: 1.2315  acc: 0.6758  lr: 0.0000 
ep/it:499- 232 niter:191350  1192m 47s (- 2388m 23s) completed: 33%) loss_emb: 0.0026  loss: 1.2411  acc: 0.6761  lr: 0.0000 
ep/it:499- 282 niter:191400  1193m 4s (- 2388m 1s) completed: 33%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6702  lr: 0.0000 
ep/it:499- 332 niter:191450  1193m 21s (- 2387m 38s) completed: 33%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6722  lr: 0.0000 
ep/it:499- 382 niter:191500  1193m 38s (- 2387m 16s) completed: 33%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6732  lr: 0.0000 
Validation time:
Validation loss:1.261, accuracy:0.682
--> 	 Eva. Ep 500 :, FID. 4.0909, Diversity Real. 9.8192, Diversity. 7.8090, R_precision_real. [0.50332447 0.68617021 0.78989362], R_precision. [0.31316489 0.49202128 0.61037234], matching_score_real. 2.9281015396118164, matching_score_pred. 4.317018032073975
ep/it:500-  49 niter:191550  1194m 7s (- 2387m 18s) completed: 33%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6745  lr: 0.0000 
ep/it:500-  99 niter:191600  1194m 23s (- 2386m 55s) completed: 33%) loss_emb: 0.0026  loss: 1.2212  acc: 0.6756  lr: 0.0000 
ep/it:500- 149 niter:191650  1194m 40s (- 2386m 32s) completed: 33%) loss_emb: 0.0025  loss: 1.2219  acc: 0.6801  lr: 0.0000 
ep/it:500- 199 niter:191700  1194m 56s (- 2386m 9s) completed: 33%) loss_emb: 0.0026  loss: 1.2332  acc: 0.6735  lr: 0.0000 
ep/it:500- 249 niter:191750  1195m 14s (- 2385m 47s) completed: 33%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6684  lr: 0.0000 
ep/it:500- 299 niter:191800  1195m 30s (- 2385m 24s) completed: 33%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6746  lr: 0.0000 
ep/it:500- 349 niter:191850  1195m 47s (- 2385m 3s) completed: 33%) loss_emb: 0.0026  loss: 1.2269  acc: 0.6760  lr: 0.0000 
Validation time:
Validation loss:1.281, accuracy:0.680
ep/it:501-  16 niter:191900  1196m 7s (- 2384m 45s) completed: 33%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6694  lr: 0.0000 
ep/it:501-  66 niter:191950  1196m 24s (- 2384m 23s) completed: 33%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6721  lr: 0.0000 
ep/it:501- 116 niter:192000  1196m 42s (- 2384m 4s) completed: 33%) loss_emb: 0.0026  loss: 1.2453  acc: 0.6700  lr: 0.0000 
ep/it:501- 166 niter:192050  1196m 59s (- 2383m 42s) completed: 33%) loss_emb: 0.0026  loss: 1.2313  acc: 0.6733  lr: 0.0000 
ep/it:501- 216 niter:192100  1197m 15s (- 2383m 18s) completed: 33%) loss_emb: 0.0026  loss: 1.2499  acc: 0.6668  lr: 0.0000 
ep/it:501- 266 niter:192150  1197m 32s (- 2382m 55s) completed: 33%) loss_emb: 0.0027  loss: 1.2666  acc: 0.6660  lr: 0.0000 
ep/it:501- 316 niter:192200  1197m 48s (- 2382m 32s) completed: 33%) loss_emb: 0.0026  loss: 1.2323  acc: 0.6759  lr: 0.0000 
ep/it:501- 366 niter:192250  1198m 5s (- 2382m 9s) completed: 33%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6691  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.667
ep/it:502-  33 niter:192300  1198m 25s (- 2381m 52s) completed: 33%) loss_emb: 0.0025  loss: 1.1974  acc: 0.6845  lr: 0.0000 
ep/it:502-  83 niter:192350  1198m 41s (- 2381m 29s) completed: 33%) loss_emb: 0.0026  loss: 1.2300  acc: 0.6762  lr: 0.0000 
ep/it:502- 133 niter:192400  1198m 58s (- 2381m 6s) completed: 33%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6706  lr: 0.0000 
ep/it:502- 183 niter:192450  1199m 14s (- 2380m 44s) completed: 33%) loss_emb: 0.0026  loss: 1.2219  acc: 0.6786  lr: 0.0000 
ep/it:502- 233 niter:192500  1199m 31s (- 2380m 21s) completed: 33%) loss_emb: 0.0026  loss: 1.2538  acc: 0.6713  lr: 0.0000 
ep/it:502- 283 niter:192550  1199m 48s (- 2379m 58s) completed: 33%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6744  lr: 0.0000 
ep/it:502- 333 niter:192600  1200m 4s (- 2379m 35s) completed: 33%) loss_emb: 0.0026  loss: 1.2105  acc: 0.6786  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.671
ep/it:503-   0 niter:192650  1200m 23s (- 2379m 17s) completed: 33%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6686  lr: 0.0000 
ep/it:503-  50 niter:192700  1200m 39s (- 2378m 53s) completed: 33%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6711  lr: 0.0000 
ep/it:503- 100 niter:192750  1200m 56s (- 2378m 31s) completed: 33%) loss_emb: 0.0026  loss: 1.2303  acc: 0.6763  lr: 0.0000 
ep/it:503- 150 niter:192800  1201m 13s (- 2378m 8s) completed: 33%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6742  lr: 0.0000 
ep/it:503- 200 niter:192850  1201m 30s (- 2377m 47s) completed: 33%) loss_emb: 0.0026  loss: 1.2526  acc: 0.6677  lr: 0.0000 
ep/it:503- 250 niter:192900  1201m 48s (- 2377m 27s) completed: 33%) loss_emb: 0.0026  loss: 1.2302  acc: 0.6758  lr: 0.0000 
ep/it:503- 300 niter:192950  1202m 5s (- 2377m 4s) completed: 33%) loss_emb: 0.0026  loss: 1.2426  acc: 0.6731  lr: 0.0000 
ep/it:503- 350 niter:193000  1202m 22s (- 2376m 42s) completed: 33%) loss_emb: 0.0025  loss: 1.2250  acc: 0.6806  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.678
ep/it:504-  17 niter:193050  1202m 42s (- 2376m 26s) completed: 33%) loss_emb: 0.0026  loss: 1.2362  acc: 0.6731  lr: 0.0000 
ep/it:504-  67 niter:193100  1202m 58s (- 2376m 3s) completed: 33%) loss_emb: 0.0026  loss: 1.2433  acc: 0.6715  lr: 0.0000 
ep/it:504- 117 niter:193150  1203m 15s (- 2375m 41s) completed: 33%) loss_emb: 0.0026  loss: 1.2410  acc: 0.6748  lr: 0.0000 
ep/it:504- 167 niter:193200  1203m 32s (- 2375m 18s) completed: 33%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6679  lr: 0.0000 
ep/it:504- 217 niter:193250  1203m 49s (- 2374m 56s) completed: 33%) loss_emb: 0.0026  loss: 1.2321  acc: 0.6769  lr: 0.0000 
ep/it:504- 267 niter:193300  1204m 6s (- 2374m 34s) completed: 33%) loss_emb: 0.0027  loss: 1.2712  acc: 0.6647  lr: 0.0000 
ep/it:504- 317 niter:193350  1204m 23s (- 2374m 12s) completed: 33%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6680  lr: 0.0000 
ep/it:504- 367 niter:193400  1204m 39s (- 2373m 48s) completed: 33%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6734  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.679
--> 	 Eva. Ep 505 :, FID. 4.2075, Diversity Real. 9.6486, Diversity. 7.8359, R_precision_real. [0.50930851 0.70079787 0.79654255], R_precision. [0.32446809 0.48803191 0.59840426], matching_score_real. 2.947874069213867, matching_score_pred. 4.372375011444092
ep/it:505-  34 niter:193450  1205m 8s (- 2373m 50s) completed: 33%) loss_emb: 0.0026  loss: 1.2263  acc: 0.6760  lr: 0.0000 
ep/it:505-  84 niter:193500  1205m 25s (- 2373m 28s) completed: 33%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6732  lr: 0.0000 
ep/it:505- 134 niter:193550  1205m 42s (- 2373m 6s) completed: 33%) loss_emb: 0.0026  loss: 1.2337  acc: 0.6766  lr: 0.0000 
ep/it:505- 184 niter:193600  1205m 59s (- 2372m 44s) completed: 33%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6681  lr: 0.0000 
ep/it:505- 234 niter:193650  1206m 16s (- 2372m 22s) completed: 33%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6761  lr: 0.0000 
ep/it:505- 284 niter:193700  1206m 33s (- 2372m 0s) completed: 33%) loss_emb: 0.0026  loss: 1.2334  acc: 0.6758  lr: 0.0000 
ep/it:505- 334 niter:193750  1206m 50s (- 2371m 38s) completed: 33%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6740  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.680
ep/it:506-   1 niter:193800  1207m 9s (- 2371m 21s) completed: 33%) loss_emb: 0.0026  loss: 1.2525  acc: 0.6711  lr: 0.0000 
ep/it:506-  51 niter:193850  1207m 26s (- 2370m 57s) completed: 33%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6706  lr: 0.0000 
ep/it:506- 101 niter:193900  1207m 42s (- 2370m 34s) completed: 33%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6740  lr: 0.0000 
ep/it:506- 151 niter:193950  1207m 58s (- 2370m 11s) completed: 33%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6783  lr: 0.0000 
ep/it:506- 201 niter:194000  1208m 16s (- 2369m 50s) completed: 33%) loss_emb: 0.0026  loss: 1.2324  acc: 0.6729  lr: 0.0000 
ep/it:506- 251 niter:194050  1208m 33s (- 2369m 28s) completed: 33%) loss_emb: 0.0026  loss: 1.2580  acc: 0.6705  lr: 0.0000 
ep/it:506- 301 niter:194100  1208m 49s (- 2369m 5s) completed: 33%) loss_emb: 0.0026  loss: 1.2440  acc: 0.6755  lr: 0.0000 
ep/it:506- 351 niter:194150  1209m 6s (- 2368m 42s) completed: 33%) loss_emb: 0.0026  loss: 1.2405  acc: 0.6720  lr: 0.0000 
Validation time:
Validation loss:1.249, accuracy:0.688
ep/it:507-  18 niter:194200  1209m 26s (- 2368m 25s) completed: 33%) loss_emb: 0.0026  loss: 1.2071  acc: 0.6807  lr: 0.0000 
ep/it:507-  68 niter:194250  1209m 42s (- 2368m 2s) completed: 33%) loss_emb: 0.0026  loss: 1.2335  acc: 0.6749  lr: 0.0000 
ep/it:507- 118 niter:194300  1210m 0s (- 2367m 41s) completed: 33%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6700  lr: 0.0000 
ep/it:507- 168 niter:194350  1210m 16s (- 2367m 19s) completed: 33%) loss_emb: 0.0026  loss: 1.2539  acc: 0.6703  lr: 0.0000 
ep/it:507- 218 niter:194400  1210m 33s (- 2366m 57s) completed: 33%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6743  lr: 0.0000 
ep/it:507- 268 niter:194450  1210m 50s (- 2366m 33s) completed: 33%) loss_emb: 0.0026  loss: 1.2138  acc: 0.6798  lr: 0.0000 
ep/it:507- 318 niter:194500  1211m 6s (- 2366m 11s) completed: 33%) loss_emb: 0.0026  loss: 1.2432  acc: 0.6728  lr: 0.0000 
ep/it:507- 368 niter:194550  1211m 23s (- 2365m 49s) completed: 33%) loss_emb: 0.0026  loss: 1.2112  acc: 0.6809  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.676
ep/it:508-  35 niter:194600  1211m 43s (- 2365m 32s) completed: 33%) loss_emb: 0.0026  loss: 1.2394  acc: 0.6728  lr: 0.0000 
ep/it:508-  85 niter:194650  1212m 1s (- 2365m 12s) completed: 33%) loss_emb: 0.0026  loss: 1.2161  acc: 0.6803  lr: 0.0000 
ep/it:508- 135 niter:194700  1212m 18s (- 2364m 50s) completed: 33%) loss_emb: 0.0026  loss: 1.2174  acc: 0.6796  lr: 0.0000 
ep/it:508- 185 niter:194750  1212m 35s (- 2364m 28s) completed: 33%) loss_emb: 0.0026  loss: 1.2342  acc: 0.6743  lr: 0.0000 
ep/it:508- 235 niter:194800  1212m 52s (- 2364m 6s) completed: 33%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6777  lr: 0.0000 
ep/it:508- 285 niter:194850  1213m 9s (- 2363m 44s) completed: 33%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6767  lr: 0.0000 
ep/it:508- 335 niter:194900  1213m 25s (- 2363m 21s) completed: 33%) loss_emb: 0.0027  loss: 1.2723  acc: 0.6641  lr: 0.0000 
Validation time:
Validation loss:1.268, accuracy:0.678
ep/it:509-   2 niter:194950  1213m 45s (- 2363m 5s) completed: 33%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6728  lr: 0.0000 
ep/it:509-  52 niter:195000  1214m 2s (- 2362m 42s) completed: 33%) loss_emb: 0.0025  loss: 1.2020  acc: 0.6823  lr: 0.0000 
ep/it:509- 102 niter:195050  1214m 19s (- 2362m 21s) completed: 33%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6755  lr: 0.0000 
ep/it:509- 152 niter:195100  1214m 36s (- 2361m 58s) completed: 33%) loss_emb: 0.0026  loss: 1.2323  acc: 0.6767  lr: 0.0000 
ep/it:509- 202 niter:195150  1214m 52s (- 2361m 35s) completed: 33%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6698  lr: 0.0000 
ep/it:509- 252 niter:195200  1215m 9s (- 2361m 12s) completed: 33%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6742  lr: 0.0000 
ep/it:509- 302 niter:195250  1215m 26s (- 2360m 51s) completed: 33%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6776  lr: 0.0000 
ep/it:509- 352 niter:195300  1215m 43s (- 2360m 28s) completed: 33%) loss_emb: 0.0026  loss: 1.2493  acc: 0.6711  lr: 0.0000 
Validation time:
Validation loss:1.240, accuracy:0.684
--> 	 Eva. Ep 510 :, FID. 4.0210, Diversity Real. 9.5937, Diversity. 7.8929, R_precision_real. [0.5099734  0.71609043 0.79853723], R_precision. [0.31848404 0.49268617 0.60505319], matching_score_real. 2.910983085632324, matching_score_pred. 4.331955432891846
ep/it:510-  19 niter:195350  1216m 12s (- 2360m 30s) completed: 34%) loss_emb: 0.0026  loss: 1.2293  acc: 0.6757  lr: 0.0000 
ep/it:510-  69 niter:195400  1216m 29s (- 2360m 8s) completed: 34%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6753  lr: 0.0000 
ep/it:510- 119 niter:195450  1216m 46s (- 2359m 47s) completed: 34%) loss_emb: 0.0026  loss: 1.2519  acc: 0.6684  lr: 0.0000 
ep/it:510- 169 niter:195500  1217m 4s (- 2359m 26s) completed: 34%) loss_emb: 0.0026  loss: 1.2531  acc: 0.6722  lr: 0.0000 
ep/it:510- 219 niter:195550  1217m 21s (- 2359m 5s) completed: 34%) loss_emb: 0.0027  loss: 1.2721  acc: 0.6654  lr: 0.0000 
ep/it:510- 269 niter:195600  1217m 39s (- 2358m 43s) completed: 34%) loss_emb: 0.0026  loss: 1.2440  acc: 0.6751  lr: 0.0000 
ep/it:510- 319 niter:195650  1217m 56s (- 2358m 22s) completed: 34%) loss_emb: 0.0026  loss: 1.2048  acc: 0.6799  lr: 0.0000 
ep/it:510- 369 niter:195700  1218m 13s (- 2358m 0s) completed: 34%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6719  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.671
ep/it:511-  36 niter:195750  1218m 33s (- 2357m 44s) completed: 34%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6741  lr: 0.0000 
ep/it:511-  86 niter:195800  1218m 49s (- 2357m 21s) completed: 34%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6700  lr: 0.0000 
ep/it:511- 136 niter:195850  1219m 7s (- 2357m 0s) completed: 34%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6730  lr: 0.0000 
ep/it:511- 186 niter:195900  1219m 23s (- 2356m 37s) completed: 34%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6776  lr: 0.0000 
ep/it:511- 236 niter:195950  1219m 40s (- 2356m 14s) completed: 34%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6751  lr: 0.0000 
ep/it:511- 286 niter:196000  1219m 56s (- 2355m 51s) completed: 34%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6749  lr: 0.0000 
ep/it:511- 336 niter:196050  1220m 14s (- 2355m 30s) completed: 34%) loss_emb: 0.0026  loss: 1.2219  acc: 0.6763  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.677
ep/it:512-   3 niter:196100  1220m 32s (- 2355m 12s) completed: 34%) loss_emb: 0.0026  loss: 1.2494  acc: 0.6733  lr: 0.0000 
ep/it:512-  53 niter:196150  1220m 50s (- 2354m 51s) completed: 34%) loss_emb: 0.0026  loss: 1.2398  acc: 0.6721  lr: 0.0000 
ep/it:512- 103 niter:196200  1221m 6s (- 2354m 28s) completed: 34%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6692  lr: 0.0000 
ep/it:512- 153 niter:196250  1221m 23s (- 2354m 6s) completed: 34%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6709  lr: 0.0000 
ep/it:512- 203 niter:196300  1221m 41s (- 2353m 45s) completed: 34%) loss_emb: 0.0026  loss: 1.2229  acc: 0.6765  lr: 0.0000 
ep/it:512- 253 niter:196350  1221m 58s (- 2353m 23s) completed: 34%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6782  lr: 0.0000 
ep/it:512- 303 niter:196400  1222m 15s (- 2353m 1s) completed: 34%) loss_emb: 0.0026  loss: 1.2283  acc: 0.6777  lr: 0.0000 
ep/it:512- 353 niter:196450  1222m 31s (- 2352m 38s) completed: 34%) loss_emb: 0.0026  loss: 1.2303  acc: 0.6745  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.673
ep/it:513-  20 niter:196500  1222m 51s (- 2352m 22s) completed: 34%) loss_emb: 0.0026  loss: 1.2353  acc: 0.6736  lr: 0.0000 
ep/it:513-  70 niter:196550  1223m 8s (- 2352m 0s) completed: 34%) loss_emb: 0.0026  loss: 1.2256  acc: 0.6783  lr: 0.0000 
ep/it:513- 120 niter:196600  1223m 25s (- 2351m 38s) completed: 34%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6754  lr: 0.0000 
ep/it:513- 170 niter:196650  1223m 42s (- 2351m 16s) completed: 34%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6767  lr: 0.0000 
ep/it:513- 220 niter:196700  1223m 58s (- 2350m 53s) completed: 34%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6717  lr: 0.0000 
ep/it:513- 270 niter:196750  1224m 15s (- 2350m 31s) completed: 34%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6737  lr: 0.0000 
ep/it:513- 320 niter:196800  1224m 32s (- 2350m 8s) completed: 34%) loss_emb: 0.0026  loss: 1.2113  acc: 0.6790  lr: 0.0000 
ep/it:513- 370 niter:196850  1224m 48s (- 2349m 45s) completed: 34%) loss_emb: 0.0026  loss: 1.2537  acc: 0.6682  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.684
ep/it:514-  37 niter:196900  1225m 8s (- 2349m 29s) completed: 34%) loss_emb: 0.0026  loss: 1.2259  acc: 0.6762  lr: 0.0000 
ep/it:514-  87 niter:196950  1225m 25s (- 2349m 7s) completed: 34%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6679  lr: 0.0000 
ep/it:514- 137 niter:197000  1225m 42s (- 2348m 45s) completed: 34%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6761  lr: 0.0000 
ep/it:514- 187 niter:197050  1225m 59s (- 2348m 24s) completed: 34%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6774  lr: 0.0000 
ep/it:514- 237 niter:197100  1226m 16s (- 2348m 1s) completed: 34%) loss_emb: 0.0026  loss: 1.2340  acc: 0.6733  lr: 0.0000 
ep/it:514- 287 niter:197150  1226m 33s (- 2347m 38s) completed: 34%) loss_emb: 0.0026  loss: 1.2230  acc: 0.6767  lr: 0.0000 
ep/it:514- 337 niter:197200  1226m 49s (- 2347m 16s) completed: 34%) loss_emb: 0.0026  loss: 1.2205  acc: 0.6778  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.677
--> 	 Eva. Ep 515 :, FID. 4.3101, Diversity Real. 9.2498, Diversity. 7.7585, R_precision_real. [0.52859043 0.71742021 0.80119681], R_precision. [0.31981383 0.4893617  0.6037234 ], matching_score_real. 2.860806941986084, matching_score_pred. 4.403329849243164
ep/it:515-   4 niter:197250  1227m 18s (- 2347m 17s) completed: 34%) loss_emb: 0.0026  loss: 1.2397  acc: 0.6726  lr: 0.0000 
ep/it:515-  54 niter:197300  1227m 35s (- 2346m 54s) completed: 34%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6705  lr: 0.0000 
ep/it:515- 104 niter:197350  1227m 52s (- 2346m 33s) completed: 34%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6700  lr: 0.0000 
ep/it:515- 154 niter:197400  1228m 9s (- 2346m 12s) completed: 34%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6748  lr: 0.0000 
ep/it:515- 204 niter:197450  1228m 27s (- 2345m 50s) completed: 34%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6697  lr: 0.0000 
ep/it:515- 254 niter:197500  1228m 44s (- 2345m 29s) completed: 34%) loss_emb: 0.0026  loss: 1.2275  acc: 0.6766  lr: 0.0000 
ep/it:515- 304 niter:197550  1229m 1s (- 2345m 7s) completed: 34%) loss_emb: 0.0027  loss: 1.2619  acc: 0.6679  lr: 0.0000 
ep/it:515- 354 niter:197600  1229m 18s (- 2344m 45s) completed: 34%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6718  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.681
ep/it:516-  21 niter:197650  1229m 37s (- 2344m 28s) completed: 34%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6735  lr: 0.0000 
ep/it:516-  71 niter:197700  1229m 54s (- 2344m 6s) completed: 34%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6744  lr: 0.0000 
ep/it:516- 121 niter:197750  1230m 11s (- 2343m 44s) completed: 34%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6775  lr: 0.0000 
ep/it:516- 171 niter:197800  1230m 28s (- 2343m 23s) completed: 34%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6681  lr: 0.0000 
ep/it:516- 221 niter:197850  1230m 46s (- 2343m 1s) completed: 34%) loss_emb: 0.0026  loss: 1.2257  acc: 0.6754  lr: 0.0000 
ep/it:516- 271 niter:197900  1231m 3s (- 2342m 40s) completed: 34%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6710  lr: 0.0000 
ep/it:516- 321 niter:197950  1231m 20s (- 2342m 18s) completed: 34%) loss_emb: 0.0026  loss: 1.2414  acc: 0.6730  lr: 0.0000 
ep/it:516- 371 niter:198000  1231m 38s (- 2341m 58s) completed: 34%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6693  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.681
ep/it:517-  38 niter:198050  1231m 57s (- 2341m 41s) completed: 34%) loss_emb: 0.0026  loss: 1.2271  acc: 0.6776  lr: 0.0000 
ep/it:517-  88 niter:198100  1232m 13s (- 2341m 18s) completed: 34%) loss_emb: 0.0026  loss: 1.2290  acc: 0.6776  lr: 0.0000 
ep/it:517- 138 niter:198150  1232m 30s (- 2340m 56s) completed: 34%) loss_emb: 0.0026  loss: 1.2348  acc: 0.6755  lr: 0.0000 
ep/it:517- 188 niter:198200  1232m 47s (- 2340m 33s) completed: 34%) loss_emb: 0.0026  loss: 1.2067  acc: 0.6798  lr: 0.0000 
ep/it:517- 238 niter:198250  1233m 3s (- 2340m 9s) completed: 34%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6710  lr: 0.0000 
ep/it:517- 288 niter:198300  1233m 19s (- 2339m 47s) completed: 34%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6686  lr: 0.0000 
ep/it:517- 338 niter:198350  1233m 36s (- 2339m 25s) completed: 34%) loss_emb: 0.0026  loss: 1.2450  acc: 0.6738  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.673
ep/it:518-   5 niter:198400  1233m 56s (- 2339m 8s) completed: 34%) loss_emb: 0.0026  loss: 1.1993  acc: 0.6805  lr: 0.0000 
ep/it:518-  55 niter:198450  1234m 14s (- 2338m 48s) completed: 34%) loss_emb: 0.0026  loss: 1.2268  acc: 0.6745  lr: 0.0000 
ep/it:518- 105 niter:198500  1234m 31s (- 2338m 26s) completed: 34%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6745  lr: 0.0000 
ep/it:518- 155 niter:198550  1234m 48s (- 2338m 4s) completed: 34%) loss_emb: 0.0026  loss: 1.2221  acc: 0.6766  lr: 0.0000 
ep/it:518- 205 niter:198600  1235m 4s (- 2337m 41s) completed: 34%) loss_emb: 0.0025  loss: 1.2061  acc: 0.6859  lr: 0.0000 
ep/it:518- 255 niter:198650  1235m 21s (- 2337m 19s) completed: 34%) loss_emb: 0.0026  loss: 1.2355  acc: 0.6738  lr: 0.0000 
ep/it:518- 305 niter:198700  1235m 38s (- 2336m 57s) completed: 34%) loss_emb: 0.0026  loss: 1.2243  acc: 0.6767  lr: 0.0000 
ep/it:518- 355 niter:198750  1235m 54s (- 2336m 34s) completed: 34%) loss_emb: 0.0025  loss: 1.2112  acc: 0.6809  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.687
ep/it:519-  22 niter:198800  1236m 13s (- 2336m 16s) completed: 34%) loss_emb: 0.0026  loss: 1.2412  acc: 0.6727  lr: 0.0000 
ep/it:519-  72 niter:198850  1236m 30s (- 2335m 54s) completed: 34%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6717  lr: 0.0000 
ep/it:519- 122 niter:198900  1236m 47s (- 2335m 33s) completed: 34%) loss_emb: 0.0026  loss: 1.2275  acc: 0.6761  lr: 0.0000 
ep/it:519- 172 niter:198950  1237m 4s (- 2335m 10s) completed: 34%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6759  lr: 0.0000 
ep/it:519- 222 niter:199000  1237m 22s (- 2334m 50s) completed: 34%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6684  lr: 0.0000 
ep/it:519- 272 niter:199050  1237m 38s (- 2334m 27s) completed: 34%) loss_emb: 0.0026  loss: 1.2358  acc: 0.6760  lr: 0.0000 
ep/it:519- 322 niter:199100  1237m 55s (- 2334m 5s) completed: 34%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6658  lr: 0.0000 
ep/it:519- 372 niter:199150  1238m 12s (- 2333m 43s) completed: 34%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6706  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.679
--> 	 Eva. Ep 520 :, FID. 4.4715, Diversity Real. 9.4903, Diversity. 7.9285, R_precision_real. [0.50731383 0.69148936 0.78789894], R_precision. [0.30518617 0.46609043 0.59042553], matching_score_real. 2.9048473834991455, matching_score_pred. 4.382965564727783
ep/it:520-  39 niter:199200  1238m 40s (- 2333m 42s) completed: 34%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6724  lr: 0.0000 
ep/it:520-  89 niter:199250  1238m 56s (- 2333m 19s) completed: 34%) loss_emb: 0.0026  loss: 1.2343  acc: 0.6750  lr: 0.0000 
ep/it:520- 139 niter:199300  1239m 13s (- 2332m 57s) completed: 34%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6775  lr: 0.0000 
ep/it:520- 189 niter:199350  1239m 30s (- 2332m 34s) completed: 34%) loss_emb: 0.0026  loss: 1.2250  acc: 0.6755  lr: 0.0000 
ep/it:520- 239 niter:199400  1239m 47s (- 2332m 13s) completed: 34%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6719  lr: 0.0000 
ep/it:520- 289 niter:199450  1240m 3s (- 2331m 50s) completed: 34%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6739  lr: 0.0000 
ep/it:520- 339 niter:199500  1240m 20s (- 2331m 28s) completed: 34%) loss_emb: 0.0026  loss: 1.2333  acc: 0.6727  lr: 0.0000 
Validation time:
Validation loss:1.268, accuracy:0.675
ep/it:521-   6 niter:199550  1240m 40s (- 2331m 11s) completed: 34%) loss_emb: 0.0026  loss: 1.2211  acc: 0.6766  lr: 0.0000 
ep/it:521-  56 niter:199600  1240m 56s (- 2330m 48s) completed: 34%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6703  lr: 0.0000 
ep/it:521- 106 niter:199650  1241m 13s (- 2330m 26s) completed: 34%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6742  lr: 0.0000 
ep/it:521- 156 niter:199700  1241m 29s (- 2330m 3s) completed: 34%) loss_emb: 0.0026  loss: 1.2230  acc: 0.6775  lr: 0.0000 
ep/it:521- 206 niter:199750  1241m 46s (- 2329m 41s) completed: 34%) loss_emb: 0.0026  loss: 1.2162  acc: 0.6777  lr: 0.0000 
ep/it:521- 256 niter:199800  1242m 3s (- 2329m 18s) completed: 34%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6717  lr: 0.0000 
ep/it:521- 306 niter:199850  1242m 20s (- 2328m 57s) completed: 34%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6766  lr: 0.0000 
ep/it:521- 356 niter:199900  1242m 37s (- 2328m 36s) completed: 34%) loss_emb: 0.0026  loss: 1.2363  acc: 0.6754  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.668
ep/it:522-  23 niter:199950  1242m 56s (- 2328m 18s) completed: 34%) loss_emb: 0.0026  loss: 1.2378  acc: 0.6725  lr: 0.0000 
ep/it:522-  73 niter:200000  1243m 13s (- 2327m 56s) completed: 34%) loss_emb: 0.0026  loss: 1.2210  acc: 0.6778  lr: 0.0000 
ep/it:522- 123 niter:200050  1243m 29s (- 2327m 33s) completed: 34%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6707  lr: 0.0000 
ep/it:522- 173 niter:200100  1243m 46s (- 2327m 11s) completed: 34%) loss_emb: 0.0026  loss: 1.2230  acc: 0.6773  lr: 0.0000 
ep/it:522- 223 niter:200150  1244m 3s (- 2326m 48s) completed: 34%) loss_emb: 0.0026  loss: 1.2355  acc: 0.6744  lr: 0.0000 
ep/it:522- 273 niter:200200  1244m 19s (- 2326m 25s) completed: 34%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6681  lr: 0.0000 
ep/it:522- 323 niter:200250  1244m 36s (- 2326m 3s) completed: 34%) loss_emb: 0.0026  loss: 1.2381  acc: 0.6736  lr: 0.0000 
ep/it:522- 373 niter:200300  1244m 53s (- 2325m 41s) completed: 34%) loss_emb: 0.0026  loss: 1.2198  acc: 0.6778  lr: 0.0000 
Validation time:
Validation loss:1.255, accuracy:0.681
ep/it:523-  40 niter:200350  1245m 12s (- 2325m 24s) completed: 34%) loss_emb: 0.0026  loss: 1.2107  acc: 0.6785  lr: 0.0000 
ep/it:523-  90 niter:200400  1245m 29s (- 2325m 2s) completed: 34%) loss_emb: 0.0026  loss: 1.2375  acc: 0.6750  lr: 0.0000 
ep/it:523- 140 niter:200450  1245m 46s (- 2324m 40s) completed: 34%) loss_emb: 0.0025  loss: 1.2079  acc: 0.6814  lr: 0.0000 
ep/it:523- 190 niter:200500  1246m 3s (- 2324m 18s) completed: 34%) loss_emb: 0.0026  loss: 1.2250  acc: 0.6737  lr: 0.0000 
ep/it:523- 240 niter:200550  1246m 19s (- 2323m 56s) completed: 34%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6685  lr: 0.0000 
ep/it:523- 290 niter:200600  1246m 36s (- 2323m 33s) completed: 34%) loss_emb: 0.0026  loss: 1.2494  acc: 0.6714  lr: 0.0000 
ep/it:523- 340 niter:200650  1246m 53s (- 2323m 11s) completed: 34%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6703  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.670
ep/it:524-   7 niter:200700  1247m 13s (- 2322m 55s) completed: 34%) loss_emb: 0.0026  loss: 1.2129  acc: 0.6805  lr: 0.0000 
ep/it:524-  57 niter:200750  1247m 29s (- 2322m 32s) completed: 34%) loss_emb: 0.0026  loss: 1.2397  acc: 0.6735  lr: 0.0000 
ep/it:524- 107 niter:200800  1247m 46s (- 2322m 10s) completed: 34%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6744  lr: 0.0000 
ep/it:524- 157 niter:200850  1248m 4s (- 2321m 49s) completed: 34%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6716  lr: 0.0000 
ep/it:524- 207 niter:200900  1248m 20s (- 2321m 28s) completed: 34%) loss_emb: 0.0026  loss: 1.2547  acc: 0.6673  lr: 0.0000 
ep/it:524- 257 niter:200950  1248m 37s (- 2321m 6s) completed: 34%) loss_emb: 0.0026  loss: 1.2440  acc: 0.6711  lr: 0.0000 
ep/it:524- 307 niter:201000  1248m 54s (- 2320m 44s) completed: 34%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6698  lr: 0.0000 
ep/it:524- 357 niter:201050  1249m 12s (- 2320m 23s) completed: 34%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6733  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.665
--> 	 Eva. Ep 525 :, FID. 4.5034, Diversity Real. 9.5849, Diversity. 7.7306, R_precision_real. [0.52659574 0.70013298 0.79055851], R_precision. [0.31515957 0.48537234 0.60704787], matching_score_real. 2.9323718547821045, matching_score_pred. 4.404367446899414
ep/it:525-  24 niter:201100  1249m 41s (- 2320m 24s) completed: 35%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6700  lr: 0.0000 
ep/it:525-  74 niter:201150  1249m 58s (- 2320m 2s) completed: 35%) loss_emb: 0.0026  loss: 1.2374  acc: 0.6733  lr: 0.0000 
ep/it:525- 124 niter:201200  1250m 15s (- 2319m 40s) completed: 35%) loss_emb: 0.0026  loss: 1.2300  acc: 0.6734  lr: 0.0000 
ep/it:525- 174 niter:201250  1250m 32s (- 2319m 19s) completed: 35%) loss_emb: 0.0026  loss: 1.2215  acc: 0.6770  lr: 0.0000 
ep/it:525- 224 niter:201300  1250m 50s (- 2318m 59s) completed: 35%) loss_emb: 0.0026  loss: 1.2335  acc: 0.6749  lr: 0.0000 
ep/it:525- 274 niter:201350  1251m 7s (- 2318m 38s) completed: 35%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6728  lr: 0.0000 
ep/it:525- 324 niter:201400  1251m 24s (- 2318m 17s) completed: 35%) loss_emb: 0.0026  loss: 1.2297  acc: 0.6758  lr: 0.0000 
ep/it:525- 374 niter:201450  1251m 41s (- 2317m 54s) completed: 35%) loss_emb: 0.0026  loss: 1.2523  acc: 0.6696  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.682
ep/it:526-  41 niter:201500  1252m 0s (- 2317m 36s) completed: 35%) loss_emb: 0.0026  loss: 1.2217  acc: 0.6782  lr: 0.0000 
ep/it:526-  91 niter:201550  1252m 17s (- 2317m 14s) completed: 35%) loss_emb: 0.0026  loss: 1.2269  acc: 0.6748  lr: 0.0000 
ep/it:526- 141 niter:201600  1252m 34s (- 2316m 52s) completed: 35%) loss_emb: 0.0025  loss: 1.2134  acc: 0.6811  lr: 0.0000 
ep/it:526- 191 niter:201650  1252m 51s (- 2316m 31s) completed: 35%) loss_emb: 0.0026  loss: 1.2404  acc: 0.6746  lr: 0.0000 
ep/it:526- 241 niter:201700  1253m 8s (- 2316m 9s) completed: 35%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6737  lr: 0.0000 
ep/it:526- 291 niter:201750  1253m 24s (- 2315m 46s) completed: 35%) loss_emb: 0.0026  loss: 1.2193  acc: 0.6792  lr: 0.0000 
ep/it:526- 341 niter:201800  1253m 41s (- 2315m 24s) completed: 35%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6712  lr: 0.0000 
Validation time:
Validation loss:1.244, accuracy:0.690
ep/it:527-   8 niter:201850  1254m 0s (- 2315m 7s) completed: 35%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6690  lr: 0.0000 
ep/it:527-  58 niter:201900  1254m 16s (- 2314m 44s) completed: 35%) loss_emb: 0.0026  loss: 1.2159  acc: 0.6798  lr: 0.0000 
ep/it:527- 108 niter:201950  1254m 34s (- 2314m 22s) completed: 35%) loss_emb: 0.0026  loss: 1.2309  acc: 0.6732  lr: 0.0000 
ep/it:527- 158 niter:202000  1254m 51s (- 2314m 2s) completed: 35%) loss_emb: 0.0026  loss: 1.2334  acc: 0.6734  lr: 0.0000 
ep/it:527- 208 niter:202050  1255m 8s (- 2313m 40s) completed: 35%) loss_emb: 0.0026  loss: 1.2375  acc: 0.6708  lr: 0.0000 
ep/it:527- 258 niter:202100  1255m 26s (- 2313m 19s) completed: 35%) loss_emb: 0.0026  loss: 1.2401  acc: 0.6742  lr: 0.0000 
ep/it:527- 308 niter:202150  1255m 44s (- 2313m 0s) completed: 35%) loss_emb: 0.0026  loss: 1.2206  acc: 0.6777  lr: 0.0000 
ep/it:527- 358 niter:202200  1256m 5s (- 2312m 47s) completed: 35%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6682  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.671
ep/it:528-  25 niter:202250  1256m 26s (- 2312m 32s) completed: 35%) loss_emb: 0.0026  loss: 1.2268  acc: 0.6768  lr: 0.0000 
ep/it:528-  75 niter:202300  1256m 44s (- 2312m 13s) completed: 35%) loss_emb: 0.0026  loss: 1.2317  acc: 0.6740  lr: 0.0000 
ep/it:528- 125 niter:202350  1257m 2s (- 2311m 52s) completed: 35%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6741  lr: 0.0000 
ep/it:528- 175 niter:202400  1257m 20s (- 2311m 33s) completed: 35%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6706  lr: 0.0000 
ep/it:528- 225 niter:202450  1257m 39s (- 2311m 15s) completed: 35%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6693  lr: 0.0000 
ep/it:528- 275 niter:202500  1257m 56s (- 2310m 54s) completed: 35%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6760  lr: 0.0000 
ep/it:528- 325 niter:202550  1258m 14s (- 2310m 34s) completed: 35%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6754  lr: 0.0000 
ep/it:528- 375 niter:202600  1258m 32s (- 2310m 13s) completed: 35%) loss_emb: 0.0026  loss: 1.2406  acc: 0.6712  lr: 0.0000 
Validation time:
Validation loss:1.259, accuracy:0.684
ep/it:529-  42 niter:202650  1258m 52s (- 2309m 57s) completed: 35%) loss_emb: 0.0026  loss: 1.2406  acc: 0.6721  lr: 0.0000 
ep/it:529-  92 niter:202700  1259m 9s (- 2309m 36s) completed: 35%) loss_emb: 0.0026  loss: 1.2303  acc: 0.6729  lr: 0.0000 
ep/it:529- 142 niter:202750  1259m 26s (- 2309m 14s) completed: 35%) loss_emb: 0.0027  loss: 1.2692  acc: 0.6661  lr: 0.0000 
ep/it:529- 192 niter:202800  1259m 44s (- 2308m 53s) completed: 35%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6707  lr: 0.0000 
ep/it:529- 242 niter:202850  1260m 2s (- 2308m 34s) completed: 35%) loss_emb: 0.0026  loss: 1.2209  acc: 0.6779  lr: 0.0000 
ep/it:529- 292 niter:202900  1260m 19s (- 2308m 13s) completed: 35%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6737  lr: 0.0000 
ep/it:529- 342 niter:202950  1260m 40s (- 2307m 58s) completed: 35%) loss_emb: 0.0027  loss: 1.2765  acc: 0.6633  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.677
--> 	 Eva. Ep 530 :, FID. 4.0916, Diversity Real. 9.3809, Diversity. 7.7730, R_precision_real. [0.51728723 0.71675532 0.79787234], R_precision. [0.31914894 0.48736702 0.61236702], matching_score_real. 2.902676820755005, matching_score_pred. 4.3482584953308105
ep/it:530-   9 niter:203000  1261m 9s (- 2307m 58s) completed: 35%) loss_emb: 0.0026  loss: 1.2257  acc: 0.6763  lr: 0.0000 
ep/it:530-  59 niter:203050  1261m 26s (- 2307m 37s) completed: 35%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6704  lr: 0.0000 
ep/it:530- 109 niter:203100  1261m 44s (- 2307m 17s) completed: 35%) loss_emb: 0.0026  loss: 1.2300  acc: 0.6745  lr: 0.0000 
ep/it:530- 159 niter:203150  1262m 1s (- 2306m 56s) completed: 35%) loss_emb: 0.0026  loss: 1.2285  acc: 0.6754  lr: 0.0000 
ep/it:530- 209 niter:203200  1262m 18s (- 2306m 35s) completed: 35%) loss_emb: 0.0026  loss: 1.2158  acc: 0.6774  lr: 0.0000 
ep/it:530- 259 niter:203250  1262m 36s (- 2306m 14s) completed: 35%) loss_emb: 0.0027  loss: 1.2586  acc: 0.6673  lr: 0.0000 
ep/it:530- 309 niter:203300  1262m 54s (- 2305m 55s) completed: 35%) loss_emb: 0.0026  loss: 1.2188  acc: 0.6781  lr: 0.0000 
ep/it:530- 359 niter:203350  1263m 12s (- 2305m 34s) completed: 35%) loss_emb: 0.0026  loss: 1.2268  acc: 0.6779  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.675
ep/it:531-  26 niter:203400  1263m 32s (- 2305m 18s) completed: 35%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6743  lr: 0.0000 
ep/it:531-  76 niter:203450  1263m 49s (- 2304m 57s) completed: 35%) loss_emb: 0.0026  loss: 1.2397  acc: 0.6722  lr: 0.0000 
ep/it:531- 126 niter:203500  1264m 6s (- 2304m 35s) completed: 35%) loss_emb: 0.0026  loss: 1.2467  acc: 0.6729  lr: 0.0000 
ep/it:531- 176 niter:203550  1264m 24s (- 2304m 14s) completed: 35%) loss_emb: 0.0026  loss: 1.2184  acc: 0.6801  lr: 0.0000 
ep/it:531- 226 niter:203600  1264m 40s (- 2303m 52s) completed: 35%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6726  lr: 0.0000 
ep/it:531- 276 niter:203650  1264m 57s (- 2303m 31s) completed: 35%) loss_emb: 0.0026  loss: 1.2479  acc: 0.6736  lr: 0.0000 
ep/it:531- 326 niter:203700  1265m 15s (- 2303m 10s) completed: 35%) loss_emb: 0.0026  loss: 1.2127  acc: 0.6791  lr: 0.0000 
ep/it:531- 376 niter:203750  1265m 32s (- 2302m 49s) completed: 35%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6667  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.674
ep/it:532-  43 niter:203800  1265m 52s (- 2302m 32s) completed: 35%) loss_emb: 0.0026  loss: 1.2147  acc: 0.6803  lr: 0.0000 
ep/it:532-  93 niter:203850  1266m 9s (- 2302m 11s) completed: 35%) loss_emb: 0.0026  loss: 1.2282  acc: 0.6752  lr: 0.0000 
ep/it:532- 143 niter:203900  1266m 27s (- 2301m 50s) completed: 35%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6702  lr: 0.0000 
ep/it:532- 193 niter:203950  1266m 45s (- 2301m 31s) completed: 35%) loss_emb: 0.0026  loss: 1.2403  acc: 0.6731  lr: 0.0000 
ep/it:532- 243 niter:204000  1267m 4s (- 2301m 14s) completed: 35%) loss_emb: 0.0026  loss: 1.2168  acc: 0.6766  lr: 0.0000 
ep/it:532- 293 niter:204050  1267m 22s (- 2300m 53s) completed: 35%) loss_emb: 0.0026  loss: 1.2519  acc: 0.6715  lr: 0.0000 
ep/it:532- 343 niter:204100  1267m 40s (- 2300m 33s) completed: 35%) loss_emb: 0.0026  loss: 1.2611  acc: 0.6684  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.677
ep/it:533-  10 niter:204150  1268m 2s (- 2300m 21s) completed: 35%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6684  lr: 0.0000 
ep/it:533-  60 niter:204200  1268m 20s (- 2300m 1s) completed: 35%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6748  lr: 0.0000 
ep/it:533- 110 niter:204250  1268m 37s (- 2299m 40s) completed: 35%) loss_emb: 0.0027  loss: 1.2662  acc: 0.6673  lr: 0.0000 
ep/it:533- 160 niter:204300  1268m 54s (- 2299m 19s) completed: 35%) loss_emb: 0.0026  loss: 1.2390  acc: 0.6756  lr: 0.0000 
ep/it:533- 210 niter:204350  1269m 11s (- 2298m 57s) completed: 35%) loss_emb: 0.0026  loss: 1.2264  acc: 0.6783  lr: 0.0000 
ep/it:533- 260 niter:204400  1269m 28s (- 2298m 36s) completed: 35%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6763  lr: 0.0000 
ep/it:533- 310 niter:204450  1269m 46s (- 2298m 15s) completed: 35%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6735  lr: 0.0000 
ep/it:533- 360 niter:204500  1270m 3s (- 2297m 54s) completed: 35%) loss_emb: 0.0026  loss: 1.2293  acc: 0.6739  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.679
ep/it:534-  27 niter:204550  1270m 23s (- 2297m 38s) completed: 35%) loss_emb: 0.0026  loss: 1.2192  acc: 0.6783  lr: 0.0000 
ep/it:534-  77 niter:204600  1270m 41s (- 2297m 17s) completed: 35%) loss_emb: 0.0026  loss: 1.2531  acc: 0.6687  lr: 0.0000 
ep/it:534- 127 niter:204650  1270m 58s (- 2296m 56s) completed: 35%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6753  lr: 0.0000 
ep/it:534- 177 niter:204700  1271m 15s (- 2296m 34s) completed: 35%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6674  lr: 0.0000 
ep/it:534- 227 niter:204750  1271m 32s (- 2296m 13s) completed: 35%) loss_emb: 0.0026  loss: 1.2245  acc: 0.6791  lr: 0.0000 
ep/it:534- 277 niter:204800  1271m 49s (- 2295m 51s) completed: 35%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6777  lr: 0.0000 
ep/it:534- 327 niter:204850  1272m 6s (- 2295m 29s) completed: 35%) loss_emb: 0.0026  loss: 1.2159  acc: 0.6791  lr: 0.0000 
ep/it:534- 377 niter:204900  1272m 23s (- 2295m 9s) completed: 35%) loss_emb: 0.0026  loss: 1.2177  acc: 0.6760  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.674
--> 	 Eva. Ep 535 :, FID. 4.6006, Diversity Real. 9.5268, Diversity. 7.8505, R_precision_real. [0.51861702 0.70478723 0.80585106], R_precision. [0.31848404 0.49401596 0.61103723], matching_score_real. 2.8850579261779785, matching_score_pred. 4.346072673797607
ep/it:535-  44 niter:204950  1272m 52s (- 2295m 9s) completed: 35%) loss_emb: 0.0026  loss: 1.2266  acc: 0.6759  lr: 0.0000 
ep/it:535-  94 niter:205000  1273m 10s (- 2294m 48s) completed: 35%) loss_emb: 0.0026  loss: 1.2431  acc: 0.6715  lr: 0.0000 
ep/it:535- 144 niter:205050  1273m 27s (- 2294m 27s) completed: 35%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6737  lr: 0.0000 
ep/it:535- 194 niter:205100  1273m 43s (- 2294m 4s) completed: 35%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6740  lr: 0.0000 
ep/it:535- 244 niter:205150  1274m 1s (- 2293m 43s) completed: 35%) loss_emb: 0.0025  loss: 1.1966  acc: 0.6855  lr: 0.0000 
ep/it:535- 294 niter:205200  1274m 19s (- 2293m 24s) completed: 35%) loss_emb: 0.0026  loss: 1.2205  acc: 0.6757  lr: 0.0000 
ep/it:535- 344 niter:205250  1274m 36s (- 2293m 3s) completed: 35%) loss_emb: 0.0026  loss: 1.2170  acc: 0.6762  lr: 0.0000 
Validation time:
Validation loss:1.233, accuracy:0.687
ep/it:536-  11 niter:205300  1274m 56s (- 2292m 47s) completed: 35%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6702  lr: 0.0000 
ep/it:536-  61 niter:205350  1275m 13s (- 2292m 26s) completed: 35%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6745  lr: 0.0000 
ep/it:536- 111 niter:205400  1275m 30s (- 2292m 3s) completed: 35%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6713  lr: 0.0000 
ep/it:536- 161 niter:205450  1275m 47s (- 2291m 42s) completed: 35%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6719  lr: 0.0000 
ep/it:536- 211 niter:205500  1276m 5s (- 2291m 22s) completed: 35%) loss_emb: 0.0026  loss: 1.2287  acc: 0.6774  lr: 0.0000 
ep/it:536- 261 niter:205550  1276m 22s (- 2291m 0s) completed: 35%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6729  lr: 0.0000 
ep/it:536- 311 niter:205600  1276m 38s (- 2290m 38s) completed: 35%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6671  lr: 0.0000 
ep/it:536- 361 niter:205650  1276m 55s (- 2290m 16s) completed: 35%) loss_emb: 0.0026  loss: 1.2256  acc: 0.6774  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.676
ep/it:537-  28 niter:205700  1277m 15s (- 2290m 0s) completed: 35%) loss_emb: 0.0026  loss: 1.2291  acc: 0.6762  lr: 0.0000 
ep/it:537-  78 niter:205750  1277m 33s (- 2289m 39s) completed: 35%) loss_emb: 0.0026  loss: 1.2216  acc: 0.6768  lr: 0.0000 
ep/it:537- 128 niter:205800  1277m 51s (- 2289m 20s) completed: 35%) loss_emb: 0.0027  loss: 1.2739  acc: 0.6649  lr: 0.0000 
ep/it:537- 178 niter:205850  1278m 8s (- 2288m 58s) completed: 35%) loss_emb: 0.0026  loss: 1.2405  acc: 0.6739  lr: 0.0000 
ep/it:537- 228 niter:205900  1278m 25s (- 2288m 36s) completed: 35%) loss_emb: 0.0027  loss: 1.2705  acc: 0.6644  lr: 0.0000 
ep/it:537- 278 niter:205950  1278m 46s (- 2288m 22s) completed: 35%) loss_emb: 0.0026  loss: 1.2391  acc: 0.6730  lr: 0.0000 
ep/it:537- 328 niter:206000  1279m 3s (- 2288m 2s) completed: 35%) loss_emb: 0.0026  loss: 1.2075  acc: 0.6804  lr: 0.0000 
ep/it:537- 378 niter:206050  1279m 21s (- 2287m 41s) completed: 35%) loss_emb: 0.0026  loss: 1.2235  acc: 0.6760  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.681
ep/it:538-  45 niter:206100  1279m 42s (- 2287m 27s) completed: 35%) loss_emb: 0.0026  loss: 1.2297  acc: 0.6756  lr: 0.0000 
ep/it:538-  95 niter:206150  1280m 0s (- 2287m 8s) completed: 35%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6732  lr: 0.0000 
ep/it:538- 145 niter:206200  1280m 17s (- 2286m 46s) completed: 35%) loss_emb: 0.0025  loss: 1.1996  acc: 0.6824  lr: 0.0000 
ep/it:538- 195 niter:206250  1280m 35s (- 2286m 25s) completed: 35%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6702  lr: 0.0000 
ep/it:538- 245 niter:206300  1280m 52s (- 2286m 4s) completed: 35%) loss_emb: 0.0026  loss: 1.2414  acc: 0.6729  lr: 0.0000 
ep/it:538- 295 niter:206350  1281m 9s (- 2285m 43s) completed: 35%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6728  lr: 0.0000 
ep/it:538- 345 niter:206400  1281m 27s (- 2285m 23s) completed: 35%) loss_emb: 0.0026  loss: 1.2193  acc: 0.6784  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.676
ep/it:539-  12 niter:206450  1281m 47s (- 2285m 7s) completed: 35%) loss_emb: 0.0026  loss: 1.2290  acc: 0.6732  lr: 0.0000 
ep/it:539-  62 niter:206500  1282m 5s (- 2284m 48s) completed: 35%) loss_emb: 0.0026  loss: 1.2333  acc: 0.6754  lr: 0.0000 
ep/it:539- 112 niter:206550  1282m 23s (- 2284m 28s) completed: 35%) loss_emb: 0.0025  loss: 1.2128  acc: 0.6815  lr: 0.0000 
ep/it:539- 162 niter:206600  1282m 41s (- 2284m 8s) completed: 35%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6785  lr: 0.0000 
ep/it:539- 212 niter:206650  1282m 59s (- 2283m 48s) completed: 35%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6672  lr: 0.0000 
ep/it:539- 262 niter:206700  1283m 16s (- 2283m 27s) completed: 35%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6707  lr: 0.0000 
ep/it:539- 312 niter:206750  1283m 33s (- 2283m 5s) completed: 35%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6768  lr: 0.0000 
ep/it:539- 362 niter:206800  1283m 50s (- 2282m 43s) completed: 35%) loss_emb: 0.0026  loss: 1.2350  acc: 0.6771  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.681
--> 	 Eva. Ep 540 :, FID. 4.4308, Diversity Real. 9.4249, Diversity. 7.6554, R_precision_real. [0.52393617 0.71542553 0.80984043], R_precision. [0.30784574 0.47007979 0.59308511], matching_score_real. 2.867252826690674, matching_score_pred. 4.362325191497803
ep/it:540-  29 niter:206850  1284m 20s (- 2282m 44s) completed: 36%) loss_emb: 0.0026  loss: 1.2429  acc: 0.6738  lr: 0.0000 
ep/it:540-  79 niter:206900  1284m 36s (- 2282m 22s) completed: 36%) loss_emb: 0.0026  loss: 1.2425  acc: 0.6718  lr: 0.0000 
ep/it:540- 129 niter:206950  1284m 53s (- 2282m 0s) completed: 36%) loss_emb: 0.0026  loss: 1.2346  acc: 0.6734  lr: 0.0000 
ep/it:540- 179 niter:207000  1285m 9s (- 2281m 37s) completed: 36%) loss_emb: 0.0026  loss: 1.2199  acc: 0.6773  lr: 0.0000 
ep/it:540- 229 niter:207050  1285m 26s (- 2281m 16s) completed: 36%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6710  lr: 0.0000 
ep/it:540- 279 niter:207100  1285m 43s (- 2280m 53s) completed: 36%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6712  lr: 0.0000 
ep/it:540- 329 niter:207150  1285m 59s (- 2280m 31s) completed: 36%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6729  lr: 0.0000 
ep/it:540- 379 niter:207200  1286m 16s (- 2280m 9s) completed: 36%) loss_emb: 0.0026  loss: 1.2357  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.675
ep/it:541-  46 niter:207250  1286m 35s (- 2279m 51s) completed: 36%) loss_emb: 0.0026  loss: 1.2337  acc: 0.6732  lr: 0.0000 
ep/it:541-  96 niter:207300  1286m 52s (- 2279m 30s) completed: 36%) loss_emb: 0.0026  loss: 1.2268  acc: 0.6780  lr: 0.0000 
ep/it:541- 146 niter:207350  1287m 9s (- 2279m 8s) completed: 36%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6724  lr: 0.0000 
ep/it:541- 196 niter:207400  1287m 26s (- 2278m 46s) completed: 36%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6699  lr: 0.0000 
ep/it:541- 246 niter:207450  1287m 44s (- 2278m 27s) completed: 36%) loss_emb: 0.0026  loss: 1.2199  acc: 0.6791  lr: 0.0000 
ep/it:541- 296 niter:207500  1288m 2s (- 2278m 7s) completed: 36%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6679  lr: 0.0000 
ep/it:541- 346 niter:207550  1288m 19s (- 2277m 45s) completed: 36%) loss_emb: 0.0027  loss: 1.2571  acc: 0.6666  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.678
ep/it:542-  13 niter:207600  1288m 38s (- 2277m 27s) completed: 36%) loss_emb: 0.0026  loss: 1.2274  acc: 0.6750  lr: 0.0000 
ep/it:542-  63 niter:207650  1288m 55s (- 2277m 6s) completed: 36%) loss_emb: 0.0026  loss: 1.2410  acc: 0.6729  lr: 0.0000 
ep/it:542- 113 niter:207700  1289m 12s (- 2276m 45s) completed: 36%) loss_emb: 0.0026  loss: 1.2375  acc: 0.6734  lr: 0.0000 
ep/it:542- 163 niter:207750  1289m 29s (- 2276m 24s) completed: 36%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6731  lr: 0.0000 
ep/it:542- 213 niter:207800  1289m 47s (- 2276m 3s) completed: 36%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6733  lr: 0.0000 
ep/it:542- 263 niter:207850  1290m 4s (- 2275m 41s) completed: 36%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6709  lr: 0.0000 
ep/it:542- 313 niter:207900  1290m 21s (- 2275m 20s) completed: 36%) loss_emb: 0.0026  loss: 1.2516  acc: 0.6692  lr: 0.0000 
ep/it:542- 363 niter:207950  1290m 38s (- 2275m 0s) completed: 36%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6778  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.677
ep/it:543-  30 niter:208000  1290m 58s (- 2274m 43s) completed: 36%) loss_emb: 0.0026  loss: 1.2266  acc: 0.6772  lr: 0.0000 
ep/it:543-  80 niter:208050  1291m 15s (- 2274m 22s) completed: 36%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6723  lr: 0.0000 
ep/it:543- 130 niter:208100  1291m 32s (- 2274m 0s) completed: 36%) loss_emb: 0.0026  loss: 1.2222  acc: 0.6772  lr: 0.0000 
ep/it:543- 180 niter:208150  1291m 49s (- 2273m 38s) completed: 36%) loss_emb: 0.0025  loss: 1.2077  acc: 0.6814  lr: 0.0000 
ep/it:543- 230 niter:208200  1292m 5s (- 2273m 15s) completed: 36%) loss_emb: 0.0026  loss: 1.2261  acc: 0.6744  lr: 0.0000 
ep/it:543- 280 niter:208250  1292m 22s (- 2272m 53s) completed: 36%) loss_emb: 0.0026  loss: 1.2284  acc: 0.6760  lr: 0.0000 
ep/it:543- 330 niter:208300  1292m 39s (- 2272m 33s) completed: 36%) loss_emb: 0.0026  loss: 1.2238  acc: 0.6793  lr: 0.0000 
ep/it:543- 380 niter:208350  1292m 56s (- 2272m 11s) completed: 36%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6738  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.675
ep/it:544-  47 niter:208400  1293m 16s (- 2271m 54s) completed: 36%) loss_emb: 0.0026  loss: 1.2451  acc: 0.6702  lr: 0.0000 
ep/it:544-  97 niter:208450  1293m 32s (- 2271m 32s) completed: 36%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6732  lr: 0.0000 
ep/it:544- 147 niter:208500  1293m 50s (- 2271m 11s) completed: 36%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6703  lr: 0.0000 
ep/it:544- 197 niter:208550  1294m 7s (- 2270m 51s) completed: 36%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6757  lr: 0.0000 
ep/it:544- 247 niter:208600  1294m 24s (- 2270m 28s) completed: 36%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6716  lr: 0.0000 
ep/it:544- 297 niter:208650  1294m 40s (- 2270m 6s) completed: 36%) loss_emb: 0.0026  loss: 1.2372  acc: 0.6729  lr: 0.0000 
ep/it:544- 347 niter:208700  1294m 57s (- 2269m 44s) completed: 36%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6676  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.666
--> 	 Eva. Ep 545 :, FID. 4.3491, Diversity Real. 9.5083, Diversity. 7.4733, R_precision_real. [0.5        0.70345745 0.79787234], R_precision. [0.31117021 0.47805851 0.59042553], matching_score_real. 2.9224729537963867, matching_score_pred. 4.403740882873535
ep/it:545-  14 niter:208750  1295m 25s (- 2269m 42s) completed: 36%) loss_emb: 0.0026  loss: 1.2453  acc: 0.6717  lr: 0.0000 
ep/it:545-  64 niter:208800  1295m 42s (- 2269m 20s) completed: 36%) loss_emb: 0.0026  loss: 1.2372  acc: 0.6725  lr: 0.0000 
ep/it:545- 114 niter:208850  1295m 59s (- 2269m 0s) completed: 36%) loss_emb: 0.0026  loss: 1.2258  acc: 0.6761  lr: 0.0000 
ep/it:545- 164 niter:208900  1296m 17s (- 2268m 40s) completed: 36%) loss_emb: 0.0026  loss: 1.2107  acc: 0.6759  lr: 0.0000 
ep/it:545- 214 niter:208950  1296m 35s (- 2268m 19s) completed: 36%) loss_emb: 0.0026  loss: 1.2403  acc: 0.6738  lr: 0.0000 
ep/it:545- 264 niter:209000  1296m 52s (- 2267m 58s) completed: 36%) loss_emb: 0.0026  loss: 1.2414  acc: 0.6720  lr: 0.0000 
ep/it:545- 314 niter:209050  1297m 9s (- 2267m 37s) completed: 36%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6763  lr: 0.0000 
ep/it:545- 364 niter:209100  1297m 26s (- 2267m 16s) completed: 36%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.673
ep/it:546-  31 niter:209150  1297m 46s (- 2266m 59s) completed: 36%) loss_emb: 0.0026  loss: 1.2350  acc: 0.6760  lr: 0.0000 
ep/it:546-  81 niter:209200  1298m 3s (- 2266m 39s) completed: 36%) loss_emb: 0.0026  loss: 1.2489  acc: 0.6712  lr: 0.0000 
ep/it:546- 131 niter:209250  1298m 20s (- 2266m 17s) completed: 36%) loss_emb: 0.0026  loss: 1.2109  acc: 0.6793  lr: 0.0000 
ep/it:546- 181 niter:209300  1298m 37s (- 2265m 55s) completed: 36%) loss_emb: 0.0025  loss: 1.2026  acc: 0.6818  lr: 0.0000 
ep/it:546- 231 niter:209350  1298m 54s (- 2265m 34s) completed: 36%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6726  lr: 0.0000 
ep/it:546- 281 niter:209400  1299m 12s (- 2265m 13s) completed: 36%) loss_emb: 0.0026  loss: 1.2272  acc: 0.6752  lr: 0.0000 
ep/it:546- 331 niter:209450  1299m 28s (- 2264m 51s) completed: 36%) loss_emb: 0.0026  loss: 1.2281  acc: 0.6749  lr: 0.0000 
ep/it:546- 381 niter:209500  1299m 45s (- 2264m 29s) completed: 36%) loss_emb: 0.0026  loss: 1.2527  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.673
ep/it:547-  48 niter:209550  1300m 5s (- 2264m 13s) completed: 36%) loss_emb: 0.0026  loss: 1.2058  acc: 0.6796  lr: 0.0000 
ep/it:547-  98 niter:209600  1300m 21s (- 2263m 50s) completed: 36%) loss_emb: 0.0026  loss: 1.2151  acc: 0.6768  lr: 0.0000 
ep/it:547- 148 niter:209650  1300m 37s (- 2263m 27s) completed: 36%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6736  lr: 0.0000 
ep/it:547- 198 niter:209700  1300m 54s (- 2263m 6s) completed: 36%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6753  lr: 0.0000 
ep/it:547- 248 niter:209750  1301m 11s (- 2262m 44s) completed: 36%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6773  lr: 0.0000 
ep/it:547- 298 niter:209800  1301m 27s (- 2262m 21s) completed: 36%) loss_emb: 0.0026  loss: 1.2365  acc: 0.6735  lr: 0.0000 
ep/it:547- 348 niter:209850  1301m 44s (- 2261m 59s) completed: 36%) loss_emb: 0.0026  loss: 1.2276  acc: 0.6741  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.683
ep/it:548-  15 niter:209900  1302m 3s (- 2261m 41s) completed: 36%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6716  lr: 0.0000 
ep/it:548-  65 niter:209950  1302m 20s (- 2261m 19s) completed: 36%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6730  lr: 0.0000 
ep/it:548- 115 niter:210000  1302m 36s (- 2260m 57s) completed: 36%) loss_emb: 0.0026  loss: 1.2394  acc: 0.6739  lr: 0.0000 
ep/it:548- 165 niter:210050  1302m 52s (- 2260m 34s) completed: 36%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6747  lr: 0.0000 
ep/it:548- 215 niter:210100  1303m 9s (- 2260m 13s) completed: 36%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6727  lr: 0.0000 
ep/it:548- 265 niter:210150  1303m 27s (- 2259m 52s) completed: 36%) loss_emb: 0.0026  loss: 1.2229  acc: 0.6760  lr: 0.0000 
ep/it:548- 315 niter:210200  1303m 43s (- 2259m 30s) completed: 36%) loss_emb: 0.0026  loss: 1.2246  acc: 0.6764  lr: 0.0000 
ep/it:548- 365 niter:210250  1304m 0s (- 2259m 7s) completed: 36%) loss_emb: 0.0026  loss: 1.2153  acc: 0.6776  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.676
ep/it:549-  32 niter:210300  1304m 19s (- 2258m 50s) completed: 36%) loss_emb: 0.0026  loss: 1.2411  acc: 0.6722  lr: 0.0000 
ep/it:549-  82 niter:210350  1304m 36s (- 2258m 29s) completed: 36%) loss_emb: 0.0026  loss: 1.2145  acc: 0.6799  lr: 0.0000 
ep/it:549- 132 niter:210400  1304m 52s (- 2258m 6s) completed: 36%) loss_emb: 0.0026  loss: 1.2299  acc: 0.6730  lr: 0.0000 
ep/it:549- 182 niter:210450  1305m 9s (- 2257m 44s) completed: 36%) loss_emb: 0.0026  loss: 1.2329  acc: 0.6758  lr: 0.0000 
ep/it:549- 232 niter:210500  1305m 25s (- 2257m 22s) completed: 36%) loss_emb: 0.0026  loss: 1.2245  acc: 0.6762  lr: 0.0000 
ep/it:549- 282 niter:210550  1305m 42s (- 2257m 0s) completed: 36%) loss_emb: 0.0026  loss: 1.2294  acc: 0.6742  lr: 0.0000 
ep/it:549- 332 niter:210600  1305m 59s (- 2256m 38s) completed: 36%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6735  lr: 0.0000 
ep/it:549- 382 niter:210650  1306m 16s (- 2256m 18s) completed: 36%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6678  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.673
--> 	 Eva. Ep 550 :, FID. 4.3645, Diversity Real. 9.0950, Diversity. 7.8504, R_precision_real. [0.51595745 0.69880319 0.79787234], R_precision. [0.3025266  0.50132979 0.60837766], matching_score_real. 2.95177960395813, matching_score_pred. 4.388154029846191
ep/it:550-  49 niter:210700  1306m 44s (- 2256m 15s) completed: 36%) loss_emb: 0.0026  loss: 1.2247  acc: 0.6745  lr: 0.0000 
ep/it:550-  99 niter:210750  1307m 1s (- 2255m 53s) completed: 36%) loss_emb: 0.0027  loss: 1.2637  acc: 0.6650  lr: 0.0000 
ep/it:550- 149 niter:210800  1307m 18s (- 2255m 33s) completed: 36%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6736  lr: 0.0000 
ep/it:550- 199 niter:210850  1307m 35s (- 2255m 11s) completed: 36%) loss_emb: 0.0026  loss: 1.2342  acc: 0.6758  lr: 0.0000 
ep/it:550- 249 niter:210900  1307m 52s (- 2254m 50s) completed: 36%) loss_emb: 0.0026  loss: 1.2404  acc: 0.6741  lr: 0.0000 
ep/it:550- 299 niter:210950  1308m 9s (- 2254m 28s) completed: 36%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6678  lr: 0.0000 
ep/it:550- 349 niter:211000  1308m 26s (- 2254m 6s) completed: 36%) loss_emb: 0.0026  loss: 1.2262  acc: 0.6750  lr: 0.0000 
Validation time:
Validation loss:1.260, accuracy:0.684
ep/it:551-  16 niter:211050  1308m 45s (- 2253m 49s) completed: 36%) loss_emb: 0.0026  loss: 1.2369  acc: 0.6739  lr: 0.0000 
ep/it:551-  66 niter:211100  1309m 3s (- 2253m 29s) completed: 36%) loss_emb: 0.0026  loss: 1.2100  acc: 0.6780  lr: 0.0000 
ep/it:551- 116 niter:211150  1309m 21s (- 2253m 9s) completed: 36%) loss_emb: 0.0026  loss: 1.2388  acc: 0.6742  lr: 0.0000 
ep/it:551- 166 niter:211200  1309m 38s (- 2252m 47s) completed: 36%) loss_emb: 0.0026  loss: 1.2296  acc: 0.6739  lr: 0.0000 
ep/it:551- 216 niter:211250  1309m 55s (- 2252m 27s) completed: 36%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6748  lr: 0.0000 
ep/it:551- 266 niter:211300  1310m 12s (- 2252m 5s) completed: 36%) loss_emb: 0.0025  loss: 1.2078  acc: 0.6825  lr: 0.0000 
ep/it:551- 316 niter:211350  1310m 29s (- 2251m 43s) completed: 36%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6695  lr: 0.0000 
ep/it:551- 366 niter:211400  1310m 45s (- 2251m 22s) completed: 36%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.260, accuracy:0.682
ep/it:552-  33 niter:211450  1311m 5s (- 2251m 5s) completed: 36%) loss_emb: 0.0026  loss: 1.2122  acc: 0.6791  lr: 0.0000 
ep/it:552-  83 niter:211500  1311m 23s (- 2250m 46s) completed: 36%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6729  lr: 0.0000 
ep/it:552- 133 niter:211550  1311m 41s (- 2250m 25s) completed: 36%) loss_emb: 0.0025  loss: 1.2056  acc: 0.6812  lr: 0.0000 
ep/it:552- 183 niter:211600  1311m 58s (- 2250m 3s) completed: 36%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6725  lr: 0.0000 
ep/it:552- 233 niter:211650  1312m 14s (- 2249m 40s) completed: 36%) loss_emb: 0.0026  loss: 1.2109  acc: 0.6802  lr: 0.0000 
ep/it:552- 283 niter:211700  1312m 31s (- 2249m 19s) completed: 36%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6729  lr: 0.0000 
ep/it:552- 333 niter:211750  1312m 47s (- 2248m 57s) completed: 36%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.675
ep/it:553-   0 niter:211800  1313m 6s (- 2248m 38s) completed: 36%) loss_emb: 0.0026  loss: 1.2379  acc: 0.6763  lr: 0.0000 
ep/it:553-  50 niter:211850  1313m 22s (- 2248m 16s) completed: 36%) loss_emb: 0.0025  loss: 1.2113  acc: 0.6797  lr: 0.0000 
ep/it:553- 100 niter:211900  1313m 39s (- 2247m 54s) completed: 36%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6700  lr: 0.0000 
ep/it:553- 150 niter:211950  1313m 55s (- 2247m 32s) completed: 36%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6756  lr: 0.0000 
ep/it:553- 200 niter:212000  1314m 13s (- 2247m 11s) completed: 36%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6671  lr: 0.0000 
ep/it:553- 250 niter:212050  1314m 30s (- 2246m 50s) completed: 36%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6742  lr: 0.0000 
ep/it:553- 300 niter:212100  1314m 47s (- 2246m 28s) completed: 36%) loss_emb: 0.0026  loss: 1.2381  acc: 0.6711  lr: 0.0000 
ep/it:553- 350 niter:212150  1315m 4s (- 2246m 7s) completed: 36%) loss_emb: 0.0026  loss: 1.2256  acc: 0.6790  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.678
ep/it:554-  17 niter:212200  1315m 22s (- 2245m 48s) completed: 36%) loss_emb: 0.0025  loss: 1.2086  acc: 0.6818  lr: 0.0000 
ep/it:554-  67 niter:212250  1315m 39s (- 2245m 27s) completed: 36%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6734  lr: 0.0000 
ep/it:554- 117 niter:212300  1315m 56s (- 2245m 5s) completed: 36%) loss_emb: 0.0026  loss: 1.2421  acc: 0.6721  lr: 0.0000 
ep/it:554- 167 niter:212350  1316m 12s (- 2244m 43s) completed: 36%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6723  lr: 0.0000 
ep/it:554- 217 niter:212400  1316m 29s (- 2244m 21s) completed: 36%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6719  lr: 0.0000 
ep/it:554- 267 niter:212450  1316m 45s (- 2243m 59s) completed: 36%) loss_emb: 0.0026  loss: 1.2383  acc: 0.6729  lr: 0.0000 
ep/it:554- 317 niter:212500  1317m 3s (- 2243m 38s) completed: 36%) loss_emb: 0.0026  loss: 1.2298  acc: 0.6730  lr: 0.0000 
ep/it:554- 367 niter:212550  1317m 19s (- 2243m 16s) completed: 36%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6755  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.675
--> 	 Eva. Ep 555 :, FID. 4.2684, Diversity Real. 9.3955, Diversity. 8.0450, R_precision_real. [0.51462766 0.6981383  0.79920213], R_precision. [0.30984043 0.4793883  0.57912234], matching_score_real. 2.9396703243255615, matching_score_pred. 4.459133148193359
ep/it:555-  34 niter:212600  1317m 48s (- 2243m 15s) completed: 37%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6700  lr: 0.0000 
ep/it:555-  84 niter:212650  1318m 5s (- 2242m 54s) completed: 37%) loss_emb: 0.0026  loss: 1.2380  acc: 0.6727  lr: 0.0000 
ep/it:555- 134 niter:212700  1318m 22s (- 2242m 32s) completed: 37%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6730  lr: 0.0000 
ep/it:555- 184 niter:212750  1318m 39s (- 2242m 11s) completed: 37%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6767  lr: 0.0000 
ep/it:555- 234 niter:212800  1318m 56s (- 2241m 49s) completed: 37%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6723  lr: 0.0000 
ep/it:555- 284 niter:212850  1319m 13s (- 2241m 28s) completed: 37%) loss_emb: 0.0026  loss: 1.2305  acc: 0.6756  lr: 0.0000 
ep/it:555- 334 niter:212900  1319m 29s (- 2241m 5s) completed: 37%) loss_emb: 0.0026  loss: 1.2321  acc: 0.6735  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.678
ep/it:556-   1 niter:212950  1319m 49s (- 2240m 48s) completed: 37%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6712  lr: 0.0000 
ep/it:556-  51 niter:213000  1320m 5s (- 2240m 25s) completed: 37%) loss_emb: 0.0026  loss: 1.2337  acc: 0.6730  lr: 0.0000 
ep/it:556- 101 niter:213050  1320m 21s (- 2240m 3s) completed: 37%) loss_emb: 0.0026  loss: 1.2307  acc: 0.6744  lr: 0.0000 
ep/it:556- 151 niter:213100  1320m 38s (- 2239m 42s) completed: 37%) loss_emb: 0.0026  loss: 1.2235  acc: 0.6769  lr: 0.0000 
ep/it:556- 201 niter:213150  1320m 55s (- 2239m 20s) completed: 37%) loss_emb: 0.0025  loss: 1.2124  acc: 0.6810  lr: 0.0000 
ep/it:556- 251 niter:213200  1321m 12s (- 2238m 59s) completed: 37%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6696  lr: 0.0000 
ep/it:556- 301 niter:213250  1321m 29s (- 2238m 37s) completed: 37%) loss_emb: 0.0026  loss: 1.2562  acc: 0.6696  lr: 0.0000 
ep/it:556- 351 niter:213300  1321m 46s (- 2238m 16s) completed: 37%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.676
ep/it:557-  18 niter:213350  1322m 5s (- 2237m 59s) completed: 37%) loss_emb: 0.0026  loss: 1.2231  acc: 0.6759  lr: 0.0000 
ep/it:557-  68 niter:213400  1322m 23s (- 2237m 38s) completed: 37%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6715  lr: 0.0000 
ep/it:557- 118 niter:213450  1322m 40s (- 2237m 18s) completed: 37%) loss_emb: 0.0025  loss: 1.2044  acc: 0.6802  lr: 0.0000 
ep/it:557- 168 niter:213500  1322m 58s (- 2236m 57s) completed: 37%) loss_emb: 0.0026  loss: 1.2392  acc: 0.6743  lr: 0.0000 
ep/it:557- 218 niter:213550  1323m 14s (- 2236m 36s) completed: 37%) loss_emb: 0.0026  loss: 1.2319  acc: 0.6750  lr: 0.0000 
ep/it:557- 268 niter:213600  1323m 32s (- 2236m 15s) completed: 37%) loss_emb: 0.0026  loss: 1.2278  acc: 0.6744  lr: 0.0000 
ep/it:557- 318 niter:213650  1323m 48s (- 2235m 53s) completed: 37%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6775  lr: 0.0000 
ep/it:557- 368 niter:213700  1324m 5s (- 2235m 31s) completed: 37%) loss_emb: 0.0026  loss: 1.2191  acc: 0.6795  lr: 0.0000 
Validation time:
Validation loss:1.265, accuracy:0.679
ep/it:558-  35 niter:213750  1324m 24s (- 2235m 13s) completed: 37%) loss_emb: 0.0026  loss: 1.2214  acc: 0.6781  lr: 0.0000 
ep/it:558-  85 niter:213800  1324m 41s (- 2234m 52s) completed: 37%) loss_emb: 0.0026  loss: 1.2358  acc: 0.6745  lr: 0.0000 
ep/it:558- 135 niter:213850  1324m 58s (- 2234m 31s) completed: 37%) loss_emb: 0.0026  loss: 1.2123  acc: 0.6771  lr: 0.0000 
ep/it:558- 185 niter:213900  1325m 16s (- 2234m 10s) completed: 37%) loss_emb: 0.0026  loss: 1.2386  acc: 0.6724  lr: 0.0000 
ep/it:558- 235 niter:213950  1325m 33s (- 2233m 49s) completed: 37%) loss_emb: 0.0026  loss: 1.2496  acc: 0.6723  lr: 0.0000 
ep/it:558- 285 niter:214000  1325m 50s (- 2233m 28s) completed: 37%) loss_emb: 0.0026  loss: 1.2355  acc: 0.6757  lr: 0.0000 
ep/it:558- 335 niter:214050  1326m 7s (- 2233m 7s) completed: 37%) loss_emb: 0.0026  loss: 1.2405  acc: 0.6736  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.675
ep/it:559-   2 niter:214100  1326m 26s (- 2232m 49s) completed: 37%) loss_emb: 0.0026  loss: 1.2349  acc: 0.6721  lr: 0.0000 
ep/it:559-  52 niter:214150  1326m 42s (- 2232m 27s) completed: 37%) loss_emb: 0.0026  loss: 1.2149  acc: 0.6784  lr: 0.0000 
ep/it:559- 102 niter:214200  1326m 59s (- 2232m 5s) completed: 37%) loss_emb: 0.0026  loss: 1.2401  acc: 0.6717  lr: 0.0000 
ep/it:559- 152 niter:214250  1327m 16s (- 2231m 43s) completed: 37%) loss_emb: 0.0026  loss: 1.2241  acc: 0.6760  lr: 0.0000 
ep/it:559- 202 niter:214300  1327m 32s (- 2231m 21s) completed: 37%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6796  lr: 0.0000 
ep/it:559- 252 niter:214350  1327m 48s (- 2230m 58s) completed: 37%) loss_emb: 0.0026  loss: 1.2236  acc: 0.6771  lr: 0.0000 
ep/it:559- 302 niter:214400  1328m 4s (- 2230m 35s) completed: 37%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6695  lr: 0.0000 
ep/it:559- 352 niter:214450  1328m 20s (- 2230m 13s) completed: 37%) loss_emb: 0.0026  loss: 1.2463  acc: 0.6698  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.678
--> 	 Eva. Ep 560 :, FID. 4.1295, Diversity Real. 9.5079, Diversity. 7.6902, R_precision_real. [0.50199468 0.70545213 0.78656915], R_precision. [0.29920213 0.4893617  0.61303191], matching_score_real. 2.9316227436065674, matching_score_pred. 4.338662624359131
ep/it:560-  19 niter:214500  1328m 48s (- 2230m 10s) completed: 37%) loss_emb: 0.0026  loss: 1.2429  acc: 0.6710  lr: 0.0000 
ep/it:560-  69 niter:214550  1329m 5s (- 2229m 49s) completed: 37%) loss_emb: 0.0026  loss: 1.2332  acc: 0.6755  lr: 0.0000 
ep/it:560- 119 niter:214600  1329m 23s (- 2229m 29s) completed: 37%) loss_emb: 0.0025  loss: 1.2022  acc: 0.6813  lr: 0.0000 
ep/it:560- 169 niter:214650  1329m 40s (- 2229m 8s) completed: 37%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6755  lr: 0.0000 
ep/it:560- 219 niter:214700  1329m 57s (- 2228m 47s) completed: 37%) loss_emb: 0.0026  loss: 1.2340  acc: 0.6746  lr: 0.0000 
ep/it:560- 269 niter:214750  1330m 14s (- 2228m 26s) completed: 37%) loss_emb: 0.0026  loss: 1.2300  acc: 0.6748  lr: 0.0000 
ep/it:560- 319 niter:214800  1330m 31s (- 2228m 4s) completed: 37%) loss_emb: 0.0026  loss: 1.2129  acc: 0.6797  lr: 0.0000 
ep/it:560- 369 niter:214850  1330m 48s (- 2227m 43s) completed: 37%) loss_emb: 0.0026  loss: 1.2179  acc: 0.6795  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.670
ep/it:561-  36 niter:214900  1331m 8s (- 2227m 27s) completed: 37%) loss_emb: 0.0026  loss: 1.2160  acc: 0.6762  lr: 0.0000 
ep/it:561-  86 niter:214950  1331m 25s (- 2227m 5s) completed: 37%) loss_emb: 0.0026  loss: 1.2441  acc: 0.6714  lr: 0.0000 
ep/it:561- 136 niter:215000  1331m 43s (- 2226m 45s) completed: 37%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6780  lr: 0.0000 
ep/it:561- 186 niter:215050  1332m 0s (- 2226m 25s) completed: 37%) loss_emb: 0.0025  loss: 1.2049  acc: 0.6822  lr: 0.0000 
ep/it:561- 236 niter:215100  1332m 18s (- 2226m 4s) completed: 37%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6718  lr: 0.0000 
ep/it:561- 286 niter:215150  1332m 35s (- 2225m 43s) completed: 37%) loss_emb: 0.0026  loss: 1.2065  acc: 0.6791  lr: 0.0000 
ep/it:561- 336 niter:215200  1332m 52s (- 2225m 22s) completed: 37%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6733  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.669
ep/it:562-   3 niter:215250  1333m 11s (- 2225m 4s) completed: 37%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6716  lr: 0.0000 
ep/it:562-  53 niter:215300  1333m 27s (- 2224m 42s) completed: 37%) loss_emb: 0.0026  loss: 1.2206  acc: 0.6786  lr: 0.0000 
ep/it:562- 103 niter:215350  1333m 44s (- 2224m 21s) completed: 37%) loss_emb: 0.0025  loss: 1.2043  acc: 0.6819  lr: 0.0000 
ep/it:562- 153 niter:215400  1334m 1s (- 2223m 58s) completed: 37%) loss_emb: 0.0026  loss: 1.2251  acc: 0.6743  lr: 0.0000 
ep/it:562- 203 niter:215450  1334m 17s (- 2223m 37s) completed: 37%) loss_emb: 0.0026  loss: 1.2215  acc: 0.6785  lr: 0.0000 
ep/it:562- 253 niter:215500  1334m 34s (- 2223m 15s) completed: 37%) loss_emb: 0.0026  loss: 1.2386  acc: 0.6723  lr: 0.0000 
ep/it:562- 303 niter:215550  1334m 51s (- 2222m 54s) completed: 37%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6740  lr: 0.0000 
ep/it:562- 353 niter:215600  1335m 7s (- 2222m 32s) completed: 37%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6687  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.676
ep/it:563-  20 niter:215650  1335m 27s (- 2222m 15s) completed: 37%) loss_emb: 0.0026  loss: 1.2198  acc: 0.6773  lr: 0.0000 
ep/it:563-  70 niter:215700  1335m 44s (- 2221m 54s) completed: 37%) loss_emb: 0.0026  loss: 1.2190  acc: 0.6785  lr: 0.0000 
ep/it:563- 120 niter:215750  1336m 1s (- 2221m 32s) completed: 37%) loss_emb: 0.0026  loss: 1.2706  acc: 0.6673  lr: 0.0000 
ep/it:563- 170 niter:215800  1336m 18s (- 2221m 11s) completed: 37%) loss_emb: 0.0026  loss: 1.2274  acc: 0.6756  lr: 0.0000 
ep/it:563- 220 niter:215850  1336m 34s (- 2220m 49s) completed: 37%) loss_emb: 0.0027  loss: 1.2577  acc: 0.6657  lr: 0.0000 
ep/it:563- 270 niter:215900  1336m 51s (- 2220m 28s) completed: 37%) loss_emb: 0.0026  loss: 1.2332  acc: 0.6766  lr: 0.0000 
ep/it:563- 320 niter:215950  1337m 8s (- 2220m 6s) completed: 37%) loss_emb: 0.0026  loss: 1.2124  acc: 0.6794  lr: 0.0000 
ep/it:563- 370 niter:216000  1337m 25s (- 2219m 44s) completed: 37%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6711  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.678
ep/it:564-  37 niter:216050  1337m 43s (- 2219m 26s) completed: 37%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6742  lr: 0.0000 
ep/it:564-  87 niter:216100  1338m 0s (- 2219m 4s) completed: 37%) loss_emb: 0.0026  loss: 1.2404  acc: 0.6749  lr: 0.0000 
ep/it:564- 137 niter:216150  1338m 17s (- 2218m 42s) completed: 37%) loss_emb: 0.0026  loss: 1.2291  acc: 0.6737  lr: 0.0000 
ep/it:564- 187 niter:216200  1338m 34s (- 2218m 22s) completed: 37%) loss_emb: 0.0026  loss: 1.2407  acc: 0.6712  lr: 0.0000 
ep/it:564- 237 niter:216250  1338m 51s (- 2218m 1s) completed: 37%) loss_emb: 0.0026  loss: 1.2264  acc: 0.6785  lr: 0.0000 
ep/it:564- 287 niter:216300  1339m 8s (- 2217m 40s) completed: 37%) loss_emb: 0.0026  loss: 1.2277  acc: 0.6764  lr: 0.0000 
ep/it:564- 337 niter:216350  1339m 25s (- 2217m 18s) completed: 37%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6719  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.672
--> 	 Eva. Ep 565 :, FID. 4.3597, Diversity Real. 9.5258, Diversity. 7.6041, R_precision_real. [0.49734043 0.69082447 0.79454787], R_precision. [0.31981383 0.49601064 0.6037234 ], matching_score_real. 2.949031352996826, matching_score_pred. 4.389513969421387
ep/it:565-   4 niter:216400  1339m 54s (- 2217m 17s) completed: 37%) loss_emb: 0.0026  loss: 1.2072  acc: 0.6789  lr: 0.0000 
ep/it:565-  54 niter:216450  1340m 11s (- 2216m 56s) completed: 37%) loss_emb: 0.0026  loss: 1.2236  acc: 0.6776  lr: 0.0000 
ep/it:565- 104 niter:216500  1340m 29s (- 2216m 35s) completed: 37%) loss_emb: 0.0026  loss: 1.2197  acc: 0.6755  lr: 0.0000 
ep/it:565- 154 niter:216550  1340m 45s (- 2216m 14s) completed: 37%) loss_emb: 0.0026  loss: 1.2302  acc: 0.6753  lr: 0.0000 
ep/it:565- 204 niter:216600  1341m 3s (- 2215m 53s) completed: 37%) loss_emb: 0.0026  loss: 1.2346  acc: 0.6747  lr: 0.0000 
ep/it:565- 254 niter:216650  1341m 20s (- 2215m 32s) completed: 37%) loss_emb: 0.0026  loss: 1.2265  acc: 0.6755  lr: 0.0000 
ep/it:565- 304 niter:216700  1341m 38s (- 2215m 13s) completed: 37%) loss_emb: 0.0026  loss: 1.2326  acc: 0.6757  lr: 0.0000 
ep/it:565- 354 niter:216750  1341m 55s (- 2214m 52s) completed: 37%) loss_emb: 0.0025  loss: 1.2001  acc: 0.6819  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.677
ep/it:566-  21 niter:216800  1342m 15s (- 2214m 35s) completed: 37%) loss_emb: 0.0026  loss: 1.2206  acc: 0.6755  lr: 0.0000 
ep/it:566-  71 niter:216850  1342m 31s (- 2214m 13s) completed: 37%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6704  lr: 0.0000 
ep/it:566- 121 niter:216900  1342m 48s (- 2213m 51s) completed: 37%) loss_emb: 0.0026  loss: 1.2166  acc: 0.6784  lr: 0.0000 
ep/it:566- 171 niter:216950  1343m 4s (- 2213m 29s) completed: 37%) loss_emb: 0.0026  loss: 1.2349  acc: 0.6754  lr: 0.0000 
ep/it:566- 221 niter:217000  1343m 22s (- 2213m 9s) completed: 37%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6721  lr: 0.0000 
ep/it:566- 271 niter:217050  1343m 39s (- 2212m 48s) completed: 37%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6749  lr: 0.0000 
ep/it:566- 321 niter:217100  1343m 56s (- 2212m 26s) completed: 37%) loss_emb: 0.0026  loss: 1.2040  acc: 0.6792  lr: 0.0000 
ep/it:566- 371 niter:217150  1344m 14s (- 2212m 8s) completed: 37%) loss_emb: 0.0026  loss: 1.2462  acc: 0.6699  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.681
ep/it:567-  38 niter:217200  1344m 37s (- 2211m 56s) completed: 37%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6768  lr: 0.0000 
ep/it:567-  88 niter:217250  1344m 55s (- 2211m 36s) completed: 37%) loss_emb: 0.0026  loss: 1.2463  acc: 0.6724  lr: 0.0000 
ep/it:567- 138 niter:217300  1345m 12s (- 2211m 16s) completed: 37%) loss_emb: 0.0026  loss: 1.2162  acc: 0.6766  lr: 0.0000 
ep/it:567- 188 niter:217350  1345m 30s (- 2210m 55s) completed: 37%) loss_emb: 0.0026  loss: 1.2371  acc: 0.6700  lr: 0.0000 
ep/it:567- 238 niter:217400  1345m 47s (- 2210m 34s) completed: 37%) loss_emb: 0.0026  loss: 1.2312  acc: 0.6736  lr: 0.0000 
ep/it:567- 288 niter:217450  1346m 4s (- 2210m 14s) completed: 37%) loss_emb: 0.0026  loss: 1.2217  acc: 0.6777  lr: 0.0000 
ep/it:567- 338 niter:217500  1346m 24s (- 2209m 58s) completed: 37%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6697  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.683
ep/it:568-   5 niter:217550  1346m 44s (- 2209m 42s) completed: 37%) loss_emb: 0.0026  loss: 1.2287  acc: 0.6746  lr: 0.0000 
ep/it:568-  55 niter:217600  1347m 2s (- 2209m 22s) completed: 37%) loss_emb: 0.0025  loss: 1.1989  acc: 0.6809  lr: 0.0000 
ep/it:568- 105 niter:217650  1347m 19s (- 2209m 1s) completed: 37%) loss_emb: 0.0026  loss: 1.2074  acc: 0.6799  lr: 0.0000 
ep/it:568- 155 niter:217700  1347m 37s (- 2208m 40s) completed: 37%) loss_emb: 0.0025  loss: 1.2213  acc: 0.6796  lr: 0.0000 
ep/it:568- 205 niter:217750  1347m 54s (- 2208m 20s) completed: 37%) loss_emb: 0.0026  loss: 1.2284  acc: 0.6767  lr: 0.0000 
ep/it:568- 255 niter:217800  1348m 11s (- 2207m 59s) completed: 37%) loss_emb: 0.0026  loss: 1.2436  acc: 0.6737  lr: 0.0000 
ep/it:568- 305 niter:217850  1348m 28s (- 2207m 38s) completed: 37%) loss_emb: 0.0026  loss: 1.2480  acc: 0.6695  lr: 0.0000 
ep/it:568- 355 niter:217900  1348m 46s (- 2207m 18s) completed: 37%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6674  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.677
ep/it:569-  22 niter:217950  1349m 6s (- 2207m 2s) completed: 37%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6724  lr: 0.0000 
ep/it:569-  72 niter:218000  1349m 23s (- 2206m 41s) completed: 37%) loss_emb: 0.0026  loss: 1.2448  acc: 0.6742  lr: 0.0000 
ep/it:569- 122 niter:218050  1349m 40s (- 2206m 20s) completed: 37%) loss_emb: 0.0026  loss: 1.2152  acc: 0.6778  lr: 0.0000 
ep/it:569- 172 niter:218100  1349m 57s (- 2205m 59s) completed: 37%) loss_emb: 0.0026  loss: 1.2381  acc: 0.6722  lr: 0.0000 
ep/it:569- 222 niter:218150  1350m 15s (- 2205m 39s) completed: 37%) loss_emb: 0.0026  loss: 1.2303  acc: 0.6748  lr: 0.0000 
ep/it:569- 272 niter:218200  1350m 32s (- 2205m 18s) completed: 37%) loss_emb: 0.0026  loss: 1.2450  acc: 0.6735  lr: 0.0000 
ep/it:569- 322 niter:218250  1350m 50s (- 2204m 58s) completed: 37%) loss_emb: 0.0025  loss: 1.2089  acc: 0.6811  lr: 0.0000 
ep/it:569- 372 niter:218300  1351m 7s (- 2204m 37s) completed: 37%) loss_emb: 0.0026  loss: 1.2369  acc: 0.6718  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.668
--> 	 Eva. Ep 570 :, FID. 4.0834, Diversity Real. 9.6577, Diversity. 7.6574, R_precision_real. [0.51462766 0.70146277 0.79853723], R_precision. [0.31582447 0.4793883  0.59906915], matching_score_real. 2.904329299926758, matching_score_pred. 4.319954872131348
ep/it:570-  39 niter:218350  1351m 35s (- 2204m 35s) completed: 38%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6718  lr: 0.0000 
ep/it:570-  89 niter:218400  1351m 53s (- 2204m 14s) completed: 38%) loss_emb: 0.0026  loss: 1.2200  acc: 0.6798  lr: 0.0000 
ep/it:570- 139 niter:218450  1352m 9s (- 2203m 52s) completed: 38%) loss_emb: 0.0025  loss: 1.2091  acc: 0.6835  lr: 0.0000 
ep/it:570- 189 niter:218500  1352m 26s (- 2203m 31s) completed: 38%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6729  lr: 0.0000 
ep/it:570- 239 niter:218550  1352m 44s (- 2203m 11s) completed: 38%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6742  lr: 0.0000 
ep/it:570- 289 niter:218600  1353m 1s (- 2202m 51s) completed: 38%) loss_emb: 0.0026  loss: 1.2143  acc: 0.6790  lr: 0.0000 
ep/it:570- 339 niter:218650  1353m 19s (- 2202m 31s) completed: 38%) loss_emb: 0.0026  loss: 1.2090  acc: 0.6785  lr: 0.0000 
Validation time:
Validation loss:1.241, accuracy:0.687
ep/it:571-   6 niter:218700  1353m 39s (- 2202m 15s) completed: 38%) loss_emb: 0.0026  loss: 1.2394  acc: 0.6724  lr: 0.0000 
ep/it:571-  56 niter:218750  1353m 56s (- 2201m 54s) completed: 38%) loss_emb: 0.0025  loss: 1.2096  acc: 0.6815  lr: 0.0000 
ep/it:571- 106 niter:218800  1354m 14s (- 2201m 34s) completed: 38%) loss_emb: 0.0026  loss: 1.2017  acc: 0.6799  lr: 0.0000 
ep/it:571- 156 niter:218850  1354m 31s (- 2201m 13s) completed: 38%) loss_emb: 0.0026  loss: 1.2348  acc: 0.6713  lr: 0.0000 
ep/it:571- 206 niter:218900  1354m 49s (- 2200m 53s) completed: 38%) loss_emb: 0.0026  loss: 1.2490  acc: 0.6689  lr: 0.0000 
ep/it:571- 256 niter:218950  1355m 6s (- 2200m 32s) completed: 38%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6795  lr: 0.0000 
ep/it:571- 306 niter:219000  1355m 23s (- 2200m 11s) completed: 38%) loss_emb: 0.0026  loss: 1.2262  acc: 0.6762  lr: 0.0000 
ep/it:571- 356 niter:219050  1355m 41s (- 2199m 51s) completed: 38%) loss_emb: 0.0026  loss: 1.2226  acc: 0.6767  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.672
ep/it:572-  23 niter:219100  1356m 2s (- 2199m 36s) completed: 38%) loss_emb: 0.0026  loss: 1.2219  acc: 0.6774  lr: 0.0000 
ep/it:572-  73 niter:219150  1356m 19s (- 2199m 17s) completed: 38%) loss_emb: 0.0026  loss: 1.2453  acc: 0.6720  lr: 0.0000 
ep/it:572- 123 niter:219200  1356m 37s (- 2198m 56s) completed: 38%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6704  lr: 0.0000 
ep/it:572- 173 niter:219250  1356m 54s (- 2198m 36s) completed: 38%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6742  lr: 0.0000 
ep/it:572- 223 niter:219300  1357m 13s (- 2198m 16s) completed: 38%) loss_emb: 0.0026  loss: 1.2236  acc: 0.6778  lr: 0.0000 
ep/it:572- 273 niter:219350  1357m 30s (- 2197m 56s) completed: 38%) loss_emb: 0.0026  loss: 1.2141  acc: 0.6777  lr: 0.0000 
ep/it:572- 323 niter:219400  1357m 48s (- 2197m 37s) completed: 38%) loss_emb: 0.0026  loss: 1.2383  acc: 0.6722  lr: 0.0000 
ep/it:572- 373 niter:219450  1358m 7s (- 2197m 19s) completed: 38%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6699  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.681
ep/it:573-  40 niter:219500  1358m 27s (- 2197m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6730  lr: 0.0000 
ep/it:573-  90 niter:219550  1358m 45s (- 2196m 42s) completed: 38%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6699  lr: 0.0000 
ep/it:573- 140 niter:219600  1359m 2s (- 2196m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2135  acc: 0.6803  lr: 0.0000 
ep/it:573- 190 niter:219650  1359m 19s (- 2196m 1s) completed: 38%) loss_emb: 0.0026  loss: 1.2298  acc: 0.6724  lr: 0.0000 
ep/it:573- 240 niter:219700  1359m 37s (- 2195m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2378  acc: 0.6738  lr: 0.0000 
ep/it:573- 290 niter:219750  1359m 54s (- 2195m 21s) completed: 38%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6772  lr: 0.0000 
ep/it:573- 340 niter:219800  1360m 12s (- 2195m 0s) completed: 38%) loss_emb: 0.0025  loss: 1.1986  acc: 0.6819  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.681
ep/it:574-   7 niter:219850  1360m 31s (- 2194m 44s) completed: 38%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6737  lr: 0.0000 
ep/it:574-  57 niter:219900  1360m 48s (- 2194m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6728  lr: 0.0000 
ep/it:574- 107 niter:219950  1361m 6s (- 2194m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.2264  acc: 0.6757  lr: 0.0000 
ep/it:574- 157 niter:220000  1361m 23s (- 2193m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2126  acc: 0.6791  lr: 0.0000 
ep/it:574- 207 niter:220050  1361m 39s (- 2193m 19s) completed: 38%) loss_emb: 0.0026  loss: 1.2277  acc: 0.6757  lr: 0.0000 
ep/it:574- 257 niter:220100  1361m 56s (- 2192m 58s) completed: 38%) loss_emb: 0.0026  loss: 1.2225  acc: 0.6791  lr: 0.0000 
ep/it:574- 307 niter:220150  1362m 13s (- 2192m 36s) completed: 38%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6726  lr: 0.0000 
ep/it:574- 357 niter:220200  1362m 30s (- 2192m 15s) completed: 38%) loss_emb: 0.0026  loss: 1.2167  acc: 0.6777  lr: 0.0000 
Validation time:
Validation loss:1.307, accuracy:0.668
--> 	 Eva. Ep 575 :, FID. 4.5729, Diversity Real. 9.2800, Diversity. 7.6721, R_precision_real. [0.50398936 0.70013298 0.78723404], R_precision. [0.3125     0.48138298 0.59507979], matching_score_real. 2.9170424938201904, matching_score_pred. 4.373069763183594
ep/it:575-  24 niter:220250  1362m 59s (- 2192m 13s) completed: 38%) loss_emb: 0.0026  loss: 1.2082  acc: 0.6796  lr: 0.0000 
ep/it:575-  74 niter:220300  1363m 16s (- 2191m 52s) completed: 38%) loss_emb: 0.0026  loss: 1.2470  acc: 0.6711  lr: 0.0000 
ep/it:575- 124 niter:220350  1363m 32s (- 2191m 30s) completed: 38%) loss_emb: 0.0026  loss: 1.2314  acc: 0.6719  lr: 0.0000 
ep/it:575- 174 niter:220400  1363m 49s (- 2191m 8s) completed: 38%) loss_emb: 0.0026  loss: 1.2429  acc: 0.6724  lr: 0.0000 
ep/it:575- 224 niter:220450  1364m 5s (- 2190m 46s) completed: 38%) loss_emb: 0.0025  loss: 1.2025  acc: 0.6821  lr: 0.0000 
ep/it:575- 274 niter:220500  1364m 22s (- 2190m 24s) completed: 38%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6704  lr: 0.0000 
ep/it:575- 324 niter:220550  1364m 39s (- 2190m 4s) completed: 38%) loss_emb: 0.0026  loss: 1.2293  acc: 0.6756  lr: 0.0000 
ep/it:575- 374 niter:220600  1364m 56s (- 2189m 42s) completed: 38%) loss_emb: 0.0026  loss: 1.2176  acc: 0.6779  lr: 0.0000 
Validation time:
Validation loss:1.306, accuracy:0.674
ep/it:576-  41 niter:220650  1365m 15s (- 2189m 24s) completed: 38%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6728  lr: 0.0000 
ep/it:576-  91 niter:220700  1365m 31s (- 2189m 3s) completed: 38%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6771  lr: 0.0000 
ep/it:576- 141 niter:220750  1365m 48s (- 2188m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2412  acc: 0.6716  lr: 0.0000 
ep/it:576- 191 niter:220800  1366m 5s (- 2188m 20s) completed: 38%) loss_emb: 0.0026  loss: 1.2408  acc: 0.6722  lr: 0.0000 
ep/it:576- 241 niter:220850  1366m 22s (- 2188m 0s) completed: 38%) loss_emb: 0.0025  loss: 1.2072  acc: 0.6808  lr: 0.0000 
ep/it:576- 291 niter:220900  1366m 40s (- 2187m 39s) completed: 38%) loss_emb: 0.0026  loss: 1.2183  acc: 0.6791  lr: 0.0000 
ep/it:576- 341 niter:220950  1366m 57s (- 2187m 18s) completed: 38%) loss_emb: 0.0026  loss: 1.2147  acc: 0.6796  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.678
ep/it:577-   8 niter:221000  1367m 17s (- 2187m 3s) completed: 38%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6746  lr: 0.0000 
ep/it:577-  58 niter:221050  1367m 35s (- 2186m 43s) completed: 38%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6709  lr: 0.0000 
ep/it:577- 108 niter:221100  1367m 52s (- 2186m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2290  acc: 0.6769  lr: 0.0000 
ep/it:577- 158 niter:221150  1368m 10s (- 2186m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6699  lr: 0.0000 
ep/it:577- 208 niter:221200  1368m 28s (- 2185m 42s) completed: 38%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6718  lr: 0.0000 
ep/it:577- 258 niter:221250  1368m 45s (- 2185m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6708  lr: 0.0000 
ep/it:577- 308 niter:221300  1369m 3s (- 2185m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.2102  acc: 0.6796  lr: 0.0000 
ep/it:577- 358 niter:221350  1369m 20s (- 2184m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2169  acc: 0.6790  lr: 0.0000 
Validation time:
Validation loss:1.247, accuracy:0.684
ep/it:578-  25 niter:221400  1369m 40s (- 2184m 25s) completed: 38%) loss_emb: 0.0026  loss: 1.2349  acc: 0.6722  lr: 0.0000 
ep/it:578-  75 niter:221450  1369m 58s (- 2184m 5s) completed: 38%) loss_emb: 0.0026  loss: 1.2224  acc: 0.6752  lr: 0.0000 
ep/it:578- 125 niter:221500  1370m 15s (- 2183m 44s) completed: 38%) loss_emb: 0.0026  loss: 1.2247  acc: 0.6777  lr: 0.0000 
ep/it:578- 175 niter:221550  1370m 32s (- 2183m 24s) completed: 38%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6741  lr: 0.0000 
ep/it:578- 225 niter:221600  1370m 49s (- 2183m 3s) completed: 38%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6712  lr: 0.0000 
ep/it:578- 275 niter:221650  1371m 7s (- 2182m 42s) completed: 38%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6740  lr: 0.0000 
ep/it:578- 325 niter:221700  1371m 24s (- 2182m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6702  lr: 0.0000 
ep/it:578- 375 niter:221750  1371m 42s (- 2182m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.2537  acc: 0.6704  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.679
ep/it:579-  42 niter:221800  1372m 1s (- 2181m 45s) completed: 38%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6769  lr: 0.0000 
ep/it:579-  92 niter:221850  1372m 18s (- 2181m 24s) completed: 38%) loss_emb: 0.0026  loss: 1.2271  acc: 0.6755  lr: 0.0000 
ep/it:579- 142 niter:221900  1372m 35s (- 2181m 3s) completed: 38%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6693  lr: 0.0000 
ep/it:579- 192 niter:221950  1372m 52s (- 2180m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6774  lr: 0.0000 
ep/it:579- 242 niter:222000  1373m 9s (- 2180m 20s) completed: 38%) loss_emb: 0.0026  loss: 1.2264  acc: 0.6766  lr: 0.0000 
ep/it:579- 292 niter:222050  1373m 26s (- 2179m 59s) completed: 38%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6707  lr: 0.0000 
ep/it:579- 342 niter:222100  1373m 43s (- 2179m 39s) completed: 38%) loss_emb: 0.0025  loss: 1.2027  acc: 0.6801  lr: 0.0000 
Validation time:
Validation loss:1.249, accuracy:0.684
--> 	 Eva. Ep 580 :, FID. 4.4946, Diversity Real. 9.4640, Diversity. 7.7011, R_precision_real. [0.49401596 0.69348404 0.78989362], R_precision. [0.31848404 0.49867021 0.60704787], matching_score_real. 2.9635415077209473, matching_score_pred. 4.41261100769043
ep/it:580-   9 niter:222150  1374m 12s (- 2179m 36s) completed: 38%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6697  lr: 0.0000 
ep/it:580-  59 niter:222200  1374m 28s (- 2179m 15s) completed: 38%) loss_emb: 0.0026  loss: 1.2441  acc: 0.6712  lr: 0.0000 
ep/it:580- 109 niter:222250  1374m 46s (- 2178m 54s) completed: 38%) loss_emb: 0.0026  loss: 1.2262  acc: 0.6793  lr: 0.0000 
ep/it:580- 159 niter:222300  1375m 3s (- 2178m 33s) completed: 38%) loss_emb: 0.0025  loss: 1.2106  acc: 0.6816  lr: 0.0000 
ep/it:580- 209 niter:222350  1375m 20s (- 2178m 13s) completed: 38%) loss_emb: 0.0026  loss: 1.2244  acc: 0.6781  lr: 0.0000 
ep/it:580- 259 niter:222400  1375m 37s (- 2177m 52s) completed: 38%) loss_emb: 0.0026  loss: 1.2330  acc: 0.6750  lr: 0.0000 
ep/it:580- 309 niter:222450  1375m 55s (- 2177m 32s) completed: 38%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6735  lr: 0.0000 
ep/it:580- 359 niter:222500  1376m 16s (- 2177m 17s) completed: 38%) loss_emb: 0.0026  loss: 1.2304  acc: 0.6744  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.670
ep/it:581-  26 niter:222550  1376m 35s (- 2177m 0s) completed: 38%) loss_emb: 0.0026  loss: 1.2295  acc: 0.6752  lr: 0.0000 
ep/it:581-  76 niter:222600  1376m 53s (- 2176m 40s) completed: 38%) loss_emb: 0.0026  loss: 1.2247  acc: 0.6783  lr: 0.0000 
ep/it:581- 126 niter:222650  1377m 10s (- 2176m 19s) completed: 38%) loss_emb: 0.0026  loss: 1.2134  acc: 0.6776  lr: 0.0000 
ep/it:581- 176 niter:222700  1377m 27s (- 2175m 58s) completed: 38%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6682  lr: 0.0000 
ep/it:581- 226 niter:222750  1377m 44s (- 2175m 38s) completed: 38%) loss_emb: 0.0026  loss: 1.2187  acc: 0.6759  lr: 0.0000 
ep/it:581- 276 niter:222800  1378m 2s (- 2175m 18s) completed: 38%) loss_emb: 0.0026  loss: 1.2172  acc: 0.6766  lr: 0.0000 
ep/it:581- 326 niter:222850  1378m 20s (- 2174m 57s) completed: 38%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6748  lr: 0.0000 
ep/it:581- 376 niter:222900  1378m 37s (- 2174m 37s) completed: 38%) loss_emb: 0.0026  loss: 1.2265  acc: 0.6743  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.677
ep/it:582-  43 niter:222950  1378m 57s (- 2174m 21s) completed: 38%) loss_emb: 0.0026  loss: 1.2214  acc: 0.6756  lr: 0.0000 
ep/it:582-  93 niter:223000  1379m 15s (- 2174m 1s) completed: 38%) loss_emb: 0.0027  loss: 1.2699  acc: 0.6628  lr: 0.0000 
ep/it:582- 143 niter:223050  1379m 32s (- 2173m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2193  acc: 0.6775  lr: 0.0000 
ep/it:582- 193 niter:223100  1379m 49s (- 2173m 20s) completed: 38%) loss_emb: 0.0026  loss: 1.2343  acc: 0.6745  lr: 0.0000 
ep/it:582- 243 niter:223150  1380m 7s (- 2173m 0s) completed: 38%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6768  lr: 0.0000 
ep/it:582- 293 niter:223200  1380m 25s (- 2172m 40s) completed: 38%) loss_emb: 0.0026  loss: 1.2230  acc: 0.6786  lr: 0.0000 
ep/it:582- 343 niter:223250  1380m 43s (- 2172m 21s) completed: 38%) loss_emb: 0.0025  loss: 1.1922  acc: 0.6856  lr: 0.0000 
Validation time:
Validation loss:1.280, accuracy:0.675
ep/it:583-  10 niter:223300  1381m 3s (- 2172m 5s) completed: 38%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6744  lr: 0.0000 
ep/it:583-  60 niter:223350  1381m 20s (- 2171m 44s) completed: 38%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6743  lr: 0.0000 
ep/it:583- 110 niter:223400  1381m 36s (- 2171m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6709  lr: 0.0000 
ep/it:583- 160 niter:223450  1381m 54s (- 2171m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.2222  acc: 0.6739  lr: 0.0000 
ep/it:583- 210 niter:223500  1382m 11s (- 2170m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6694  lr: 0.0000 
ep/it:583- 260 niter:223550  1382m 29s (- 2170m 22s) completed: 38%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6743  lr: 0.0000 
ep/it:583- 310 niter:223600  1382m 48s (- 2170m 3s) completed: 38%) loss_emb: 0.0026  loss: 1.2413  acc: 0.6720  lr: 0.0000 
ep/it:583- 360 niter:223650  1383m 5s (- 2169m 43s) completed: 38%) loss_emb: 0.0026  loss: 1.2120  acc: 0.6782  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.678
ep/it:584-  27 niter:223700  1383m 26s (- 2169m 28s) completed: 38%) loss_emb: 0.0026  loss: 1.2274  acc: 0.6772  lr: 0.0000 
ep/it:584-  77 niter:223750  1383m 43s (- 2169m 7s) completed: 38%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6691  lr: 0.0000 
ep/it:584- 127 niter:223800  1384m 0s (- 2168m 46s) completed: 38%) loss_emb: 0.0026  loss: 1.2536  acc: 0.6712  lr: 0.0000 
ep/it:584- 177 niter:223850  1384m 20s (- 2168m 30s) completed: 38%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6741  lr: 0.0000 
ep/it:584- 227 niter:223900  1384m 38s (- 2168m 10s) completed: 38%) loss_emb: 0.0026  loss: 1.2254  acc: 0.6758  lr: 0.0000 
ep/it:584- 277 niter:223950  1384m 57s (- 2167m 53s) completed: 38%) loss_emb: 0.0026  loss: 1.2161  acc: 0.6782  lr: 0.0000 
ep/it:584- 327 niter:224000  1385m 14s (- 2167m 32s) completed: 38%) loss_emb: 0.0026  loss: 1.2374  acc: 0.6717  lr: 0.0000 
ep/it:584- 377 niter:224050  1385m 33s (- 2167m 13s) completed: 38%) loss_emb: 0.0026  loss: 1.2271  acc: 0.6748  lr: 0.0000 
Validation time:
Validation loss:1.236, accuracy:0.684
--> 	 Eva. Ep 585 :, FID. 4.3510, Diversity Real. 9.4793, Diversity. 7.7020, R_precision_real. [0.54321809 0.72739362 0.82380319], R_precision. [0.33444149 0.49933511 0.60837766], matching_score_real. 2.840296745300293, matching_score_pred. 4.338179588317871
--> --> 	 Top1 Improved from 0.3324 to 0.3344 !!!
ep/it:585-  44 niter:224100  1386m 3s (- 2167m 13s) completed: 39%) loss_emb: 0.0026  loss: 1.2428  acc: 0.6709  lr: 0.0000 
ep/it:585-  94 niter:224150  1386m 20s (- 2166m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6787  lr: 0.0000 
ep/it:585- 144 niter:224200  1386m 38s (- 2166m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2329  acc: 0.6736  lr: 0.0000 
ep/it:585- 194 niter:224250  1386m 54s (- 2166m 11s) completed: 39%) loss_emb: 0.0026  loss: 1.2283  acc: 0.6749  lr: 0.0000 
ep/it:585- 244 niter:224300  1387m 11s (- 2165m 50s) completed: 39%) loss_emb: 0.0026  loss: 1.2260  acc: 0.6747  lr: 0.0000 
ep/it:585- 294 niter:224350  1387m 29s (- 2165m 30s) completed: 39%) loss_emb: 0.0025  loss: 1.2063  acc: 0.6802  lr: 0.0000 
ep/it:585- 344 niter:224400  1387m 46s (- 2165m 9s) completed: 39%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6675  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.678
ep/it:586-  11 niter:224450  1388m 6s (- 2164m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.2324  acc: 0.6770  lr: 0.0000 
ep/it:586-  61 niter:224500  1388m 23s (- 2164m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6730  lr: 0.0000 
ep/it:586- 111 niter:224550  1388m 41s (- 2164m 11s) completed: 39%) loss_emb: 0.0026  loss: 1.2361  acc: 0.6736  lr: 0.0000 
ep/it:586- 161 niter:224600  1388m 58s (- 2163m 51s) completed: 39%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6723  lr: 0.0000 
ep/it:586- 211 niter:224650  1389m 16s (- 2163m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2539  acc: 0.6670  lr: 0.0000 
ep/it:586- 261 niter:224700  1389m 35s (- 2163m 13s) completed: 39%) loss_emb: 0.0026  loss: 1.2155  acc: 0.6780  lr: 0.0000 
ep/it:586- 311 niter:224750  1389m 52s (- 2162m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.2511  acc: 0.6691  lr: 0.0000 
ep/it:586- 361 niter:224800  1390m 9s (- 2162m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6708  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.674
ep/it:587-  28 niter:224850  1390m 28s (- 2162m 14s) completed: 39%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6712  lr: 0.0000 
ep/it:587-  78 niter:224900  1390m 46s (- 2161m 55s) completed: 39%) loss_emb: 0.0026  loss: 1.2168  acc: 0.6785  lr: 0.0000 
ep/it:587- 128 niter:224950  1391m 6s (- 2161m 38s) completed: 39%) loss_emb: 0.0026  loss: 1.2286  acc: 0.6754  lr: 0.0000 
ep/it:587- 178 niter:225000  1391m 24s (- 2161m 18s) completed: 39%) loss_emb: 0.0026  loss: 1.2318  acc: 0.6760  lr: 0.0000 
ep/it:587- 228 niter:225050  1391m 42s (- 2160m 59s) completed: 39%) loss_emb: 0.0026  loss: 1.2151  acc: 0.6793  lr: 0.0000 
ep/it:587- 278 niter:225100  1391m 59s (- 2160m 38s) completed: 39%) loss_emb: 0.0026  loss: 1.2109  acc: 0.6785  lr: 0.0000 
ep/it:587- 328 niter:225150  1392m 16s (- 2160m 18s) completed: 39%) loss_emb: 0.0025  loss: 1.2135  acc: 0.6811  lr: 0.0000 
ep/it:587- 378 niter:225200  1392m 37s (- 2160m 2s) completed: 39%) loss_emb: 0.0026  loss: 1.2177  acc: 0.6766  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.676
ep/it:588-  45 niter:225250  1393m 2s (- 2159m 54s) completed: 39%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6741  lr: 0.0000 
ep/it:588-  95 niter:225300  1393m 22s (- 2159m 37s) completed: 39%) loss_emb: 0.0025  loss: 1.1985  acc: 0.6808  lr: 0.0000 
ep/it:588- 145 niter:225350  1393m 43s (- 2159m 23s) completed: 39%) loss_emb: 0.0025  loss: 1.2070  acc: 0.6810  lr: 0.0000 
ep/it:588- 195 niter:225400  1394m 0s (- 2159m 3s) completed: 39%) loss_emb: 0.0026  loss: 1.2275  acc: 0.6762  lr: 0.0000 
ep/it:588- 245 niter:225450  1394m 19s (- 2158m 44s) completed: 39%) loss_emb: 0.0026  loss: 1.2468  acc: 0.6709  lr: 0.0000 
ep/it:588- 295 niter:225500  1394m 36s (- 2158m 24s) completed: 39%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6759  lr: 0.0000 
ep/it:588- 345 niter:225550  1394m 54s (- 2158m 3s) completed: 39%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6712  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.680
ep/it:589-  12 niter:225600  1395m 14s (- 2157m 47s) completed: 39%) loss_emb: 0.0026  loss: 1.2436  acc: 0.6717  lr: 0.0000 
ep/it:589-  62 niter:225650  1395m 31s (- 2157m 26s) completed: 39%) loss_emb: 0.0026  loss: 1.2283  acc: 0.6756  lr: 0.0000 
ep/it:589- 112 niter:225700  1395m 48s (- 2157m 6s) completed: 39%) loss_emb: 0.0026  loss: 1.2109  acc: 0.6795  lr: 0.0000 
ep/it:589- 162 niter:225750  1396m 7s (- 2156m 47s) completed: 39%) loss_emb: 0.0026  loss: 1.2223  acc: 0.6739  lr: 0.0000 
ep/it:589- 212 niter:225800  1396m 24s (- 2156m 27s) completed: 39%) loss_emb: 0.0026  loss: 1.2253  acc: 0.6755  lr: 0.0000 
ep/it:589- 262 niter:225850  1396m 43s (- 2156m 10s) completed: 39%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6739  lr: 0.0000 
ep/it:589- 312 niter:225900  1397m 1s (- 2155m 50s) completed: 39%) loss_emb: 0.0026  loss: 1.2096  acc: 0.6788  lr: 0.0000 
ep/it:589- 362 niter:225950  1397m 18s (- 2155m 29s) completed: 39%) loss_emb: 0.0025  loss: 1.2143  acc: 0.6811  lr: 0.0000 
Validation time:
Validation loss:1.281, accuracy:0.681
--> 	 Eva. Ep 590 :, FID. 4.0393, Diversity Real. 9.4554, Diversity. 7.9631, R_precision_real. [0.49401596 0.70279255 0.79321809], R_precision. [0.31914894 0.49933511 0.62300532], matching_score_real. 2.9252545833587646, matching_score_pred. 4.3101654052734375
--> --> 	 Top3 Improved from 0.6203 to 0.6230 !!!
ep/it:590-  29 niter:226000  1397m 47s (- 2155m 26s) completed: 39%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6766  lr: 0.0000 
ep/it:590-  79 niter:226050  1398m 5s (- 2155m 6s) completed: 39%) loss_emb: 0.0026  loss: 1.2173  acc: 0.6769  lr: 0.0000 
ep/it:590- 129 niter:226100  1398m 23s (- 2154m 47s) completed: 39%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6726  lr: 0.0000 
ep/it:590- 179 niter:226150  1398m 40s (- 2154m 27s) completed: 39%) loss_emb: 0.0026  loss: 1.2258  acc: 0.6756  lr: 0.0000 
ep/it:590- 229 niter:226200  1398m 57s (- 2154m 6s) completed: 39%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6728  lr: 0.0000 
ep/it:590- 279 niter:226250  1399m 15s (- 2153m 45s) completed: 39%) loss_emb: 0.0026  loss: 1.2153  acc: 0.6780  lr: 0.0000 
ep/it:590- 329 niter:226300  1399m 32s (- 2153m 25s) completed: 39%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6721  lr: 0.0000 
ep/it:590- 379 niter:226350  1399m 49s (- 2153m 4s) completed: 39%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6738  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.679
ep/it:591-  46 niter:226400  1400m 8s (- 2152m 47s) completed: 39%) loss_emb: 0.0026  loss: 1.2423  acc: 0.6741  lr: 0.0000 
ep/it:591-  96 niter:226450  1400m 26s (- 2152m 26s) completed: 39%) loss_emb: 0.0026  loss: 1.2231  acc: 0.6769  lr: 0.0000 
ep/it:591- 146 niter:226500  1400m 43s (- 2152m 5s) completed: 39%) loss_emb: 0.0026  loss: 1.2364  acc: 0.6757  lr: 0.0000 
ep/it:591- 196 niter:226550  1401m 2s (- 2151m 47s) completed: 39%) loss_emb: 0.0027  loss: 1.2703  acc: 0.6612  lr: 0.0000 
ep/it:591- 246 niter:226600  1401m 22s (- 2151m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2440  acc: 0.6710  lr: 0.0000 
ep/it:591- 296 niter:226650  1401m 41s (- 2151m 14s) completed: 39%) loss_emb: 0.0026  loss: 1.2386  acc: 0.6731  lr: 0.0000 
ep/it:591- 346 niter:226700  1401m 59s (- 2150m 55s) completed: 39%) loss_emb: 0.0026  loss: 1.2148  acc: 0.6760  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.680
ep/it:592-  13 niter:226750  1402m 20s (- 2150m 40s) completed: 39%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6731  lr: 0.0000 
ep/it:592-  63 niter:226800  1402m 37s (- 2150m 19s) completed: 39%) loss_emb: 0.0026  loss: 1.2136  acc: 0.6789  lr: 0.0000 
ep/it:592- 113 niter:226850  1402m 56s (- 2150m 0s) completed: 39%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6737  lr: 0.0000 
ep/it:592- 163 niter:226900  1403m 13s (- 2149m 41s) completed: 39%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6776  lr: 0.0000 
ep/it:592- 213 niter:226950  1403m 31s (- 2149m 20s) completed: 39%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6770  lr: 0.0000 
ep/it:592- 263 niter:227000  1403m 49s (- 2149m 1s) completed: 39%) loss_emb: 0.0026  loss: 1.2231  acc: 0.6757  lr: 0.0000 
ep/it:592- 313 niter:227050  1404m 8s (- 2148m 43s) completed: 39%) loss_emb: 0.0026  loss: 1.2381  acc: 0.6742  lr: 0.0000 
ep/it:592- 363 niter:227100  1404m 27s (- 2148m 25s) completed: 39%) loss_emb: 0.0026  loss: 1.2104  acc: 0.6768  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.676
ep/it:593-  30 niter:227150  1404m 46s (- 2148m 8s) completed: 39%) loss_emb: 0.0026  loss: 1.2278  acc: 0.6734  lr: 0.0000 
ep/it:593-  80 niter:227200  1405m 4s (- 2147m 48s) completed: 39%) loss_emb: 0.0026  loss: 1.2162  acc: 0.6781  lr: 0.0000 
ep/it:593- 130 niter:227250  1405m 22s (- 2147m 28s) completed: 39%) loss_emb: 0.0026  loss: 1.2407  acc: 0.6720  lr: 0.0000 
ep/it:593- 180 niter:227300  1405m 40s (- 2147m 9s) completed: 39%) loss_emb: 0.0026  loss: 1.2424  acc: 0.6734  lr: 0.0000 
ep/it:593- 230 niter:227350  1405m 57s (- 2146m 48s) completed: 39%) loss_emb: 0.0026  loss: 1.2281  acc: 0.6752  lr: 0.0000 
ep/it:593- 280 niter:227400  1406m 15s (- 2146m 29s) completed: 39%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6688  lr: 0.0000 
ep/it:593- 330 niter:227450  1406m 32s (- 2146m 8s) completed: 39%) loss_emb: 0.0026  loss: 1.2124  acc: 0.6772  lr: 0.0000 
ep/it:593- 380 niter:227500  1406m 49s (- 2145m 48s) completed: 39%) loss_emb: 0.0025  loss: 1.2147  acc: 0.6818  lr: 0.0000 
Validation time:
Validation loss:1.270, accuracy:0.681
ep/it:594-  47 niter:227550  1407m 10s (- 2145m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2400  acc: 0.6724  lr: 0.0000 
ep/it:594-  97 niter:227600  1407m 27s (- 2145m 12s) completed: 39%) loss_emb: 0.0026  loss: 1.2297  acc: 0.6764  lr: 0.0000 
ep/it:594- 147 niter:227650  1407m 45s (- 2144m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6697  lr: 0.0000 
ep/it:594- 197 niter:227700  1408m 1s (- 2144m 30s) completed: 39%) loss_emb: 0.0026  loss: 1.2267  acc: 0.6768  lr: 0.0000 
ep/it:594- 247 niter:227750  1408m 20s (- 2144m 12s) completed: 39%) loss_emb: 0.0026  loss: 1.2159  acc: 0.6772  lr: 0.0000 
ep/it:594- 297 niter:227800  1408m 37s (- 2143m 51s) completed: 39%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6755  lr: 0.0000 
ep/it:594- 347 niter:227850  1408m 55s (- 2143m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6739  lr: 0.0000 
Validation time:
Validation loss:1.341, accuracy:0.667
--> 	 Eva. Ep 595 :, FID. 4.1682, Diversity Real. 9.5083, Diversity. 7.7831, R_precision_real. [0.51595745 0.70279255 0.79853723], R_precision. [0.31183511 0.47539894 0.61635638], matching_score_real. 2.92848801612854, matching_score_pred. 4.394614219665527
ep/it:595-  14 niter:227900  1409m 25s (- 2143m 30s) completed: 39%) loss_emb: 0.0026  loss: 1.2406  acc: 0.6716  lr: 0.0000 
ep/it:595-  64 niter:227950  1409m 42s (- 2143m 10s) completed: 39%) loss_emb: 0.0026  loss: 1.2354  acc: 0.6762  lr: 0.0000 
ep/it:595- 114 niter:228000  1410m 0s (- 2142m 49s) completed: 39%) loss_emb: 0.0025  loss: 1.2011  acc: 0.6833  lr: 0.0000 
ep/it:595- 164 niter:228050  1410m 16s (- 2142m 28s) completed: 39%) loss_emb: 0.0026  loss: 1.2206  acc: 0.6775  lr: 0.0000 
ep/it:595- 214 niter:228100  1410m 34s (- 2142m 8s) completed: 39%) loss_emb: 0.0025  loss: 1.2007  acc: 0.6827  lr: 0.0000 
ep/it:595- 264 niter:228150  1410m 52s (- 2141m 48s) completed: 39%) loss_emb: 0.0026  loss: 1.2235  acc: 0.6761  lr: 0.0000 
ep/it:595- 314 niter:228200  1411m 10s (- 2141m 29s) completed: 39%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6747  lr: 0.0000 
ep/it:595- 364 niter:228250  1411m 27s (- 2141m 9s) completed: 39%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6746  lr: 0.0000 
Validation time:
Validation loss:1.260, accuracy:0.680
ep/it:596-  31 niter:228300  1411m 46s (- 2140m 51s) completed: 39%) loss_emb: 0.0026  loss: 1.2306  acc: 0.6753  lr: 0.0000 
ep/it:596-  81 niter:228350  1412m 4s (- 2140m 31s) completed: 39%) loss_emb: 0.0026  loss: 1.2451  acc: 0.6714  lr: 0.0000 
ep/it:596- 131 niter:228400  1412m 22s (- 2140m 13s) completed: 39%) loss_emb: 0.0026  loss: 1.2477  acc: 0.6704  lr: 0.0000 
ep/it:596- 181 niter:228450  1412m 40s (- 2139m 53s) completed: 39%) loss_emb: 0.0026  loss: 1.2181  acc: 0.6793  lr: 0.0000 
ep/it:596- 231 niter:228500  1412m 59s (- 2139m 35s) completed: 39%) loss_emb: 0.0025  loss: 1.1983  acc: 0.6832  lr: 0.0000 
ep/it:596- 281 niter:228550  1413m 18s (- 2139m 16s) completed: 39%) loss_emb: 0.0026  loss: 1.2186  acc: 0.6760  lr: 0.0000 
ep/it:596- 331 niter:228600  1413m 36s (- 2138m 57s) completed: 39%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6706  lr: 0.0000 
ep/it:596- 381 niter:228650  1413m 54s (- 2138m 37s) completed: 39%) loss_emb: 0.0026  loss: 1.2146  acc: 0.6767  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.676
ep/it:597-  48 niter:228700  1414m 16s (- 2138m 25s) completed: 39%) loss_emb: 0.0026  loss: 1.2111  acc: 0.6795  lr: 0.0000 
ep/it:597-  98 niter:228750  1414m 39s (- 2138m 12s) completed: 39%) loss_emb: 0.0026  loss: 1.2361  acc: 0.6709  lr: 0.0000 
ep/it:597- 148 niter:228800  1414m 58s (- 2137m 55s) completed: 39%) loss_emb: 0.0026  loss: 1.2172  acc: 0.6768  lr: 0.0000 
ep/it:597- 198 niter:228850  1415m 17s (- 2137m 37s) completed: 39%) loss_emb: 0.0026  loss: 1.2253  acc: 0.6756  lr: 0.0000 
ep/it:597- 248 niter:228900  1415m 36s (- 2137m 19s) completed: 39%) loss_emb: 0.0026  loss: 1.2340  acc: 0.6742  lr: 0.0000 
ep/it:597- 298 niter:228950  1415m 55s (- 2137m 1s) completed: 39%) loss_emb: 0.0026  loss: 1.2296  acc: 0.6755  lr: 0.0000 
ep/it:597- 348 niter:229000  1416m 14s (- 2136m 44s) completed: 39%) loss_emb: 0.0025  loss: 1.2079  acc: 0.6815  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.673
ep/it:598-  15 niter:229050  1416m 35s (- 2136m 29s) completed: 39%) loss_emb: 0.0026  loss: 1.2179  acc: 0.6791  lr: 0.0000 
ep/it:598-  65 niter:229100  1416m 54s (- 2136m 10s) completed: 39%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6731  lr: 0.0000 
ep/it:598- 115 niter:229150  1417m 11s (- 2135m 50s) completed: 39%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6794  lr: 0.0000 
ep/it:598- 165 niter:229200  1417m 29s (- 2135m 31s) completed: 39%) loss_emb: 0.0026  loss: 1.2229  acc: 0.6740  lr: 0.0000 
ep/it:598- 215 niter:229250  1417m 47s (- 2135m 12s) completed: 39%) loss_emb: 0.0026  loss: 1.2161  acc: 0.6763  lr: 0.0000 
ep/it:598- 265 niter:229300  1418m 6s (- 2134m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6692  lr: 0.0000 
ep/it:598- 315 niter:229350  1418m 24s (- 2134m 34s) completed: 39%) loss_emb: 0.0026  loss: 1.2434  acc: 0.6720  lr: 0.0000 
ep/it:598- 365 niter:229400  1418m 42s (- 2134m 14s) completed: 39%) loss_emb: 0.0026  loss: 1.2410  acc: 0.6716  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.674
ep/it:599-  32 niter:229450  1419m 2s (- 2133m 58s) completed: 39%) loss_emb: 0.0026  loss: 1.2122  acc: 0.6777  lr: 0.0000 
ep/it:599-  82 niter:229500  1419m 20s (- 2133m 39s) completed: 39%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6730  lr: 0.0000 
ep/it:599- 132 niter:229550  1419m 38s (- 2133m 19s) completed: 39%) loss_emb: 0.0026  loss: 1.2322  acc: 0.6762  lr: 0.0000 
ep/it:599- 182 niter:229600  1419m 56s (- 2133m 0s) completed: 39%) loss_emb: 0.0026  loss: 1.2157  acc: 0.6783  lr: 0.0000 
ep/it:599- 232 niter:229650  1420m 16s (- 2132m 44s) completed: 39%) loss_emb: 0.0025  loss: 1.1870  acc: 0.6835  lr: 0.0000 
ep/it:599- 282 niter:229700  1420m 37s (- 2132m 29s) completed: 39%) loss_emb: 0.0026  loss: 1.2241  acc: 0.6747  lr: 0.0000 
ep/it:599- 332 niter:229750  1420m 55s (- 2132m 9s) completed: 39%) loss_emb: 0.0026  loss: 1.2302  acc: 0.6725  lr: 0.0000 
ep/it:599- 382 niter:229800  1421m 13s (- 2131m 50s) completed: 40%) loss_emb: 0.0026  loss: 1.2375  acc: 0.6725  lr: 0.0000 
Validation time:
Validation loss:1.263, accuracy:0.681
--> 	 Eva. Ep 600 :, FID. 4.6320, Diversity Real. 9.0721, Diversity. 7.6696, R_precision_real. [0.5212766  0.71542553 0.81848404], R_precision. [0.31914894 0.47539894 0.57845745], matching_score_real. 2.880392551422119, matching_score_pred. 4.391798496246338
ep/it:600-  49 niter:229850  1421m 42s (- 2131m 47s) completed: 40%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6740  lr: 0.0000 
ep/it:600-  99 niter:229900  1422m 1s (- 2131m 28s) completed: 40%) loss_emb: 0.0025  loss: 1.1777  acc: 0.6878  lr: 0.0000 
ep/it:600- 149 niter:229950  1422m 20s (- 2131m 11s) completed: 40%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6764  lr: 0.0000 
ep/it:600- 199 niter:230000  1422m 38s (- 2130m 52s) completed: 40%) loss_emb: 0.0025  loss: 1.2079  acc: 0.6807  lr: 0.0000 
ep/it:600- 249 niter:230050  1422m 57s (- 2130m 34s) completed: 40%) loss_emb: 0.0026  loss: 1.2384  acc: 0.6725  lr: 0.0000 
ep/it:600- 299 niter:230100  1423m 16s (- 2130m 16s) completed: 40%) loss_emb: 0.0026  loss: 1.2154  acc: 0.6784  lr: 0.0000 
ep/it:600- 349 niter:230150  1423m 33s (- 2129m 56s) completed: 40%) loss_emb: 0.0026  loss: 1.2386  acc: 0.6748  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.678
ep/it:601-  16 niter:230200  1423m 54s (- 2129m 39s) completed: 40%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6707  lr: 0.0000 
ep/it:601-  66 niter:230250  1424m 12s (- 2129m 20s) completed: 40%) loss_emb: 0.0025  loss: 1.1864  acc: 0.6855  lr: 0.0000 
ep/it:601- 116 niter:230300  1424m 30s (- 2129m 1s) completed: 40%) loss_emb: 0.0026  loss: 1.2100  acc: 0.6795  lr: 0.0000 
ep/it:601- 166 niter:230350  1424m 48s (- 2128m 41s) completed: 40%) loss_emb: 0.0026  loss: 1.2194  acc: 0.6768  lr: 0.0000 
ep/it:601- 216 niter:230400  1425m 5s (- 2128m 21s) completed: 40%) loss_emb: 0.0026  loss: 1.2442  acc: 0.6705  lr: 0.0000 
ep/it:601- 266 niter:230450  1425m 23s (- 2128m 2s) completed: 40%) loss_emb: 0.0025  loss: 1.2057  acc: 0.6807  lr: 0.0000 
ep/it:601- 316 niter:230500  1425m 43s (- 2127m 45s) completed: 40%) loss_emb: 0.0026  loss: 1.2190  acc: 0.6740  lr: 0.0000 
ep/it:601- 366 niter:230550  1426m 1s (- 2127m 25s) completed: 40%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6738  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.675
ep/it:602-  33 niter:230600  1426m 23s (- 2127m 12s) completed: 40%) loss_emb: 0.0025  loss: 1.2089  acc: 0.6824  lr: 0.0000 
ep/it:602-  83 niter:230650  1426m 41s (- 2126m 52s) completed: 40%) loss_emb: 0.0026  loss: 1.2222  acc: 0.6759  lr: 0.0000 
ep/it:602- 133 niter:230700  1426m 58s (- 2126m 33s) completed: 40%) loss_emb: 0.0026  loss: 1.2266  acc: 0.6762  lr: 0.0000 
ep/it:602- 183 niter:230750  1427m 17s (- 2126m 14s) completed: 40%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6772  lr: 0.0000 
ep/it:602- 233 niter:230800  1427m 34s (- 2125m 54s) completed: 40%) loss_emb: 0.0026  loss: 1.2282  acc: 0.6746  lr: 0.0000 
ep/it:602- 283 niter:230850  1427m 52s (- 2125m 35s) completed: 40%) loss_emb: 0.0026  loss: 1.2126  acc: 0.6771  lr: 0.0000 
ep/it:602- 333 niter:230900  1428m 10s (- 2125m 15s) completed: 40%) loss_emb: 0.0026  loss: 1.2182  acc: 0.6768  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.675
ep/it:603-   0 niter:230950  1428m 32s (- 2125m 1s) completed: 40%) loss_emb: 0.0026  loss: 1.2126  acc: 0.6769  lr: 0.0000 
ep/it:603-  50 niter:231000  1428m 50s (- 2124m 42s) completed: 40%) loss_emb: 0.0026  loss: 1.2131  acc: 0.6779  lr: 0.0000 
ep/it:603- 100 niter:231050  1429m 8s (- 2124m 23s) completed: 40%) loss_emb: 0.0026  loss: 1.2148  acc: 0.6784  lr: 0.0000 
ep/it:603- 150 niter:231100  1429m 26s (- 2124m 3s) completed: 40%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6730  lr: 0.0000 
ep/it:603- 200 niter:231150  1429m 48s (- 2123m 49s) completed: 40%) loss_emb: 0.0026  loss: 1.2285  acc: 0.6739  lr: 0.0000 
ep/it:603- 250 niter:231200  1430m 5s (- 2123m 29s) completed: 40%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6739  lr: 0.0000 
ep/it:603- 300 niter:231250  1430m 23s (- 2123m 10s) completed: 40%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6735  lr: 0.0000 
ep/it:603- 350 niter:231300  1430m 41s (- 2122m 50s) completed: 40%) loss_emb: 0.0026  loss: 1.2102  acc: 0.6785  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.676
ep/it:604-  17 niter:231350  1431m 2s (- 2122m 35s) completed: 40%) loss_emb: 0.0026  loss: 1.2187  acc: 0.6790  lr: 0.0000 
ep/it:604-  67 niter:231400  1431m 20s (- 2122m 16s) completed: 40%) loss_emb: 0.0026  loss: 1.2117  acc: 0.6797  lr: 0.0000 
ep/it:604- 117 niter:231450  1431m 38s (- 2121m 56s) completed: 40%) loss_emb: 0.0026  loss: 1.2092  acc: 0.6794  lr: 0.0000 
ep/it:604- 167 niter:231500  1431m 56s (- 2121m 38s) completed: 40%) loss_emb: 0.0026  loss: 1.2148  acc: 0.6797  lr: 0.0000 
ep/it:604- 217 niter:231550  1432m 15s (- 2121m 19s) completed: 40%) loss_emb: 0.0026  loss: 1.1925  acc: 0.6808  lr: 0.0000 
ep/it:604- 267 niter:231600  1432m 33s (- 2121m 0s) completed: 40%) loss_emb: 0.0025  loss: 1.2046  acc: 0.6816  lr: 0.0000 
ep/it:604- 317 niter:231650  1432m 51s (- 2120m 41s) completed: 40%) loss_emb: 0.0026  loss: 1.2305  acc: 0.6757  lr: 0.0000 
ep/it:604- 367 niter:231700  1433m 10s (- 2120m 22s) completed: 40%) loss_emb: 0.0026  loss: 1.2371  acc: 0.6731  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.669
--> 	 Eva. Ep 605 :, FID. 4.2061, Diversity Real. 9.5567, Diversity. 7.9435, R_precision_real. [0.53789894 0.70944149 0.79720745], R_precision. [0.32646277 0.49135638 0.59574468], matching_score_real. 2.906775951385498, matching_score_pred. 4.394294738769531
ep/it:605-  34 niter:231750  1433m 41s (- 2120m 23s) completed: 40%) loss_emb: 0.0026  loss: 1.2119  acc: 0.6799  lr: 0.0000 
ep/it:605-  84 niter:231800  1434m 4s (- 2120m 11s) completed: 40%) loss_emb: 0.0026  loss: 1.2390  acc: 0.6707  lr: 0.0000 
ep/it:605- 134 niter:231850  1434m 28s (- 2119m 59s) completed: 40%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6743  lr: 0.0000 
ep/it:605- 184 niter:231900  1434m 49s (- 2119m 45s) completed: 40%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6730  lr: 0.0000 
ep/it:605- 234 niter:231950  1435m 9s (- 2119m 28s) completed: 40%) loss_emb: 0.0026  loss: 1.2117  acc: 0.6790  lr: 0.0000 
ep/it:605- 284 niter:232000  1435m 29s (- 2119m 11s) completed: 40%) loss_emb: 0.0026  loss: 1.2382  acc: 0.6699  lr: 0.0000 
ep/it:605- 334 niter:232050  1435m 49s (- 2118m 55s) completed: 40%) loss_emb: 0.0026  loss: 1.2297  acc: 0.6745  lr: 0.0000 
Validation time:
Validation loss:1.262, accuracy:0.683
ep/it:606-   1 niter:232100  1436m 13s (- 2118m 45s) completed: 40%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6690  lr: 0.0000 
ep/it:606-  51 niter:232150  1436m 35s (- 2118m 31s) completed: 40%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6728  lr: 0.0000 
ep/it:606- 101 niter:232200  1436m 56s (- 2118m 16s) completed: 40%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6713  lr: 0.0000 
ep/it:606- 151 niter:232250  1437m 16s (- 2118m 0s) completed: 40%) loss_emb: 0.0025  loss: 1.1982  acc: 0.6819  lr: 0.0000 
ep/it:606- 201 niter:232300  1437m 35s (- 2117m 42s) completed: 40%) loss_emb: 0.0025  loss: 1.1952  acc: 0.6845  lr: 0.0000 
ep/it:606- 251 niter:232350  1437m 52s (- 2117m 21s) completed: 40%) loss_emb: 0.0026  loss: 1.2217  acc: 0.6766  lr: 0.0000 
ep/it:606- 301 niter:232400  1438m 11s (- 2117m 3s) completed: 40%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6686  lr: 0.0000 
ep/it:606- 351 niter:232450  1438m 28s (- 2116m 43s) completed: 40%) loss_emb: 0.0026  loss: 1.2089  acc: 0.6793  lr: 0.0000 
Validation time:
Validation loss:1.249, accuracy:0.685
ep/it:607-  18 niter:232500  1438m 49s (- 2116m 28s) completed: 40%) loss_emb: 0.0026  loss: 1.2342  acc: 0.6745  lr: 0.0000 
ep/it:607-  68 niter:232550  1439m 7s (- 2116m 9s) completed: 40%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6738  lr: 0.0000 
ep/it:607- 118 niter:232600  1439m 25s (- 2115m 49s) completed: 40%) loss_emb: 0.0026  loss: 1.2282  acc: 0.6740  lr: 0.0000 
ep/it:607- 168 niter:232650  1439m 43s (- 2115m 30s) completed: 40%) loss_emb: 0.0026  loss: 1.2274  acc: 0.6776  lr: 0.0000 
ep/it:607- 218 niter:232700  1440m 2s (- 2115m 11s) completed: 40%) loss_emb: 0.0026  loss: 1.2188  acc: 0.6786  lr: 0.0000 
ep/it:607- 268 niter:232750  1440m 22s (- 2114m 55s) completed: 40%) loss_emb: 0.0026  loss: 1.2184  acc: 0.6767  lr: 0.0000 
ep/it:607- 318 niter:232800  1440m 39s (- 2114m 34s) completed: 40%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6754  lr: 0.0000 
ep/it:607- 368 niter:232850  1440m 56s (- 2114m 13s) completed: 40%) loss_emb: 0.0026  loss: 1.2138  acc: 0.6802  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.676
ep/it:608-  35 niter:232900  1441m 16s (- 2113m 56s) completed: 40%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6709  lr: 0.0000 
ep/it:608-  85 niter:232950  1441m 33s (- 2113m 36s) completed: 40%) loss_emb: 0.0026  loss: 1.2291  acc: 0.6754  lr: 0.0000 
ep/it:608- 135 niter:233000  1441m 51s (- 2113m 16s) completed: 40%) loss_emb: 0.0025  loss: 1.1991  acc: 0.6802  lr: 0.0000 
ep/it:608- 185 niter:233050  1442m 8s (- 2112m 56s) completed: 40%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6727  lr: 0.0000 
ep/it:608- 235 niter:233100  1442m 25s (- 2112m 35s) completed: 40%) loss_emb: 0.0026  loss: 1.2259  acc: 0.6741  lr: 0.0000 
ep/it:608- 285 niter:233150  1442m 42s (- 2112m 14s) completed: 40%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6705  lr: 0.0000 
ep/it:608- 335 niter:233200  1443m 0s (- 2111m 54s) completed: 40%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6752  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.666
ep/it:609-   2 niter:233250  1443m 20s (- 2111m 37s) completed: 40%) loss_emb: 0.0026  loss: 1.2223  acc: 0.6763  lr: 0.0000 
ep/it:609-  52 niter:233300  1443m 37s (- 2111m 17s) completed: 40%) loss_emb: 0.0026  loss: 1.2243  acc: 0.6753  lr: 0.0000 
ep/it:609- 102 niter:233350  1443m 54s (- 2110m 56s) completed: 40%) loss_emb: 0.0025  loss: 1.1948  acc: 0.6831  lr: 0.0000 
ep/it:609- 152 niter:233400  1444m 12s (- 2110m 38s) completed: 40%) loss_emb: 0.0026  loss: 1.2220  acc: 0.6741  lr: 0.0000 
ep/it:609- 202 niter:233450  1444m 30s (- 2110m 17s) completed: 40%) loss_emb: 0.0026  loss: 1.2441  acc: 0.6725  lr: 0.0000 
ep/it:609- 252 niter:233500  1444m 47s (- 2109m 57s) completed: 40%) loss_emb: 0.0026  loss: 1.2258  acc: 0.6742  lr: 0.0000 
ep/it:609- 302 niter:233550  1445m 4s (- 2109m 37s) completed: 40%) loss_emb: 0.0026  loss: 1.2112  acc: 0.6791  lr: 0.0000 
ep/it:609- 352 niter:233600  1445m 22s (- 2109m 16s) completed: 40%) loss_emb: 0.0026  loss: 1.2391  acc: 0.6705  lr: 0.0000 
Validation time:
Validation loss:1.259, accuracy:0.683
--> 	 Eva. Ep 610 :, FID. 4.3359, Diversity Real. 9.4283, Diversity. 7.6939, R_precision_real. [0.52925532 0.71609043 0.81781915], R_precision. [0.32446809 0.49933511 0.60638298], matching_score_real. 2.9228615760803223, matching_score_pred. 4.342567443847656
ep/it:610-  19 niter:233650  1445m 52s (- 2109m 14s) completed: 40%) loss_emb: 0.0026  loss: 1.2374  acc: 0.6742  lr: 0.0000 
ep/it:610-  69 niter:233700  1446m 8s (- 2108m 53s) completed: 40%) loss_emb: 0.0026  loss: 1.2229  acc: 0.6763  lr: 0.0000 
ep/it:610- 119 niter:233750  1446m 26s (- 2108m 33s) completed: 40%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6748  lr: 0.0000 
ep/it:610- 169 niter:233800  1446m 43s (- 2108m 12s) completed: 40%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6691  lr: 0.0000 
ep/it:610- 219 niter:233850  1447m 0s (- 2107m 51s) completed: 40%) loss_emb: 0.0026  loss: 1.2387  acc: 0.6718  lr: 0.0000 
ep/it:610- 269 niter:233900  1447m 17s (- 2107m 31s) completed: 40%) loss_emb: 0.0026  loss: 1.2323  acc: 0.6739  lr: 0.0000 
ep/it:610- 319 niter:233950  1447m 34s (- 2107m 10s) completed: 40%) loss_emb: 0.0026  loss: 1.1994  acc: 0.6791  lr: 0.0000 
ep/it:610- 369 niter:234000  1447m 51s (- 2106m 49s) completed: 40%) loss_emb: 0.0026  loss: 1.2254  acc: 0.6768  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.674
ep/it:611-  36 niter:234050  1448m 11s (- 2106m 32s) completed: 40%) loss_emb: 0.0026  loss: 1.2388  acc: 0.6721  lr: 0.0000 
ep/it:611-  86 niter:234100  1448m 28s (- 2106m 12s) completed: 40%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6753  lr: 0.0000 
ep/it:611- 136 niter:234150  1448m 46s (- 2105m 52s) completed: 40%) loss_emb: 0.0026  loss: 1.2256  acc: 0.6756  lr: 0.0000 
ep/it:611- 186 niter:234200  1449m 3s (- 2105m 31s) completed: 40%) loss_emb: 0.0025  loss: 1.2140  acc: 0.6804  lr: 0.0000 
ep/it:611- 236 niter:234250  1449m 20s (- 2105m 11s) completed: 40%) loss_emb: 0.0026  loss: 1.2148  acc: 0.6752  lr: 0.0000 
ep/it:611- 286 niter:234300  1449m 38s (- 2104m 50s) completed: 40%) loss_emb: 0.0026  loss: 1.2031  acc: 0.6800  lr: 0.0000 
ep/it:611- 336 niter:234350  1449m 55s (- 2104m 30s) completed: 40%) loss_emb: 0.0026  loss: 1.2315  acc: 0.6761  lr: 0.0000 
Validation time:
Validation loss:1.232, accuracy:0.692
Improved accuracy from 0.69 to 0.6921384723290153!!!
ep/it:612-   3 niter:234400  1450m 15s (- 2104m 13s) completed: 40%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6744  lr: 0.0000 
ep/it:612-  53 niter:234450  1450m 33s (- 2103m 54s) completed: 40%) loss_emb: 0.0026  loss: 1.2336  acc: 0.6755  lr: 0.0000 
ep/it:612- 103 niter:234500  1450m 50s (- 2103m 33s) completed: 40%) loss_emb: 0.0025  loss: 1.1946  acc: 0.6818  lr: 0.0000 
ep/it:612- 153 niter:234550  1451m 7s (- 2103m 12s) completed: 40%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6728  lr: 0.0000 
ep/it:612- 203 niter:234600  1451m 25s (- 2102m 53s) completed: 40%) loss_emb: 0.0026  loss: 1.2187  acc: 0.6764  lr: 0.0000 
ep/it:612- 253 niter:234650  1451m 42s (- 2102m 32s) completed: 40%) loss_emb: 0.0026  loss: 1.2449  acc: 0.6726  lr: 0.0000 
ep/it:612- 303 niter:234700  1451m 59s (- 2102m 11s) completed: 40%) loss_emb: 0.0026  loss: 1.2129  acc: 0.6787  lr: 0.0000 
ep/it:612- 353 niter:234750  1452m 16s (- 2101m 51s) completed: 40%) loss_emb: 0.0026  loss: 1.2233  acc: 0.6750  lr: 0.0000 
Validation time:
Validation loss:1.255, accuracy:0.681
ep/it:613-  20 niter:234800  1452m 35s (- 2101m 34s) completed: 40%) loss_emb: 0.0026  loss: 1.2122  acc: 0.6786  lr: 0.0000 
ep/it:613-  70 niter:234850  1452m 52s (- 2101m 13s) completed: 40%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6726  lr: 0.0000 
ep/it:613- 120 niter:234900  1453m 11s (- 2100m 53s) completed: 40%) loss_emb: 0.0025  loss: 1.2126  acc: 0.6803  lr: 0.0000 
ep/it:613- 170 niter:234950  1453m 28s (- 2100m 33s) completed: 40%) loss_emb: 0.0026  loss: 1.2298  acc: 0.6764  lr: 0.0000 
ep/it:613- 220 niter:235000  1453m 45s (- 2100m 13s) completed: 40%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6754  lr: 0.0000 
ep/it:613- 270 niter:235050  1454m 3s (- 2099m 53s) completed: 40%) loss_emb: 0.0026  loss: 1.2238  acc: 0.6752  lr: 0.0000 
ep/it:613- 320 niter:235100  1454m 21s (- 2099m 34s) completed: 40%) loss_emb: 0.0026  loss: 1.2135  acc: 0.6789  lr: 0.0000 
ep/it:613- 370 niter:235150  1454m 39s (- 2099m 14s) completed: 40%) loss_emb: 0.0026  loss: 1.2165  acc: 0.6778  lr: 0.0000 
Validation time:
Validation loss:1.248, accuracy:0.681
ep/it:614-  37 niter:235200  1454m 58s (- 2098m 57s) completed: 40%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6712  lr: 0.0000 
ep/it:614-  87 niter:235250  1455m 15s (- 2098m 36s) completed: 40%) loss_emb: 0.0025  loss: 1.2054  acc: 0.6806  lr: 0.0000 
ep/it:614- 137 niter:235300  1455m 32s (- 2098m 15s) completed: 40%) loss_emb: 0.0026  loss: 1.2097  acc: 0.6790  lr: 0.0000 
ep/it:614- 187 niter:235350  1455m 49s (- 2097m 54s) completed: 40%) loss_emb: 0.0026  loss: 1.2036  acc: 0.6795  lr: 0.0000 
ep/it:614- 237 niter:235400  1456m 6s (- 2097m 33s) completed: 40%) loss_emb: 0.0027  loss: 1.2522  acc: 0.6663  lr: 0.0000 
ep/it:614- 287 niter:235450  1456m 23s (- 2097m 12s) completed: 40%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6745  lr: 0.0000 
ep/it:614- 337 niter:235500  1456m 40s (- 2096m 52s) completed: 40%) loss_emb: 0.0026  loss: 1.2150  acc: 0.6803  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.677
--> 	 Eva. Ep 615 :, FID. 4.2149, Diversity Real. 9.5210, Diversity. 7.7904, R_precision_real. [0.50398936 0.68484043 0.79255319], R_precision. [0.31382979 0.49667553 0.60305851], matching_score_real. 2.924947500228882, matching_score_pred. 4.336859703063965
ep/it:615-   4 niter:235550  1457m 10s (- 2096m 50s) completed: 41%) loss_emb: 0.0026  loss: 1.2334  acc: 0.6768  lr: 0.0000 
ep/it:615-  54 niter:235600  1457m 27s (- 2096m 28s) completed: 41%) loss_emb: 0.0026  loss: 1.2092  acc: 0.6772  lr: 0.0000 
ep/it:615- 104 niter:235650  1457m 44s (- 2096m 7s) completed: 41%) loss_emb: 0.0026  loss: 1.2298  acc: 0.6717  lr: 0.0000 
ep/it:615- 154 niter:235700  1458m 1s (- 2095m 47s) completed: 41%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6745  lr: 0.0000 
ep/it:615- 204 niter:235750  1458m 17s (- 2095m 26s) completed: 41%) loss_emb: 0.0026  loss: 1.2230  acc: 0.6748  lr: 0.0000 
ep/it:615- 254 niter:235800  1458m 34s (- 2095m 4s) completed: 41%) loss_emb: 0.0026  loss: 1.2257  acc: 0.6758  lr: 0.0000 
ep/it:615- 304 niter:235850  1458m 51s (- 2094m 43s) completed: 41%) loss_emb: 0.0026  loss: 1.2299  acc: 0.6752  lr: 0.0000 
ep/it:615- 354 niter:235900  1459m 8s (- 2094m 22s) completed: 41%) loss_emb: 0.0026  loss: 1.2406  acc: 0.6708  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.680
ep/it:616-  21 niter:235950  1459m 27s (- 2094m 5s) completed: 41%) loss_emb: 0.0026  loss: 1.2207  acc: 0.6765  lr: 0.0000 
ep/it:616-  71 niter:236000  1459m 45s (- 2093m 45s) completed: 41%) loss_emb: 0.0026  loss: 1.2108  acc: 0.6771  lr: 0.0000 
ep/it:616- 121 niter:236050  1460m 2s (- 2093m 25s) completed: 41%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6743  lr: 0.0000 
ep/it:616- 171 niter:236100  1460m 20s (- 2093m 5s) completed: 41%) loss_emb: 0.0026  loss: 1.2236  acc: 0.6754  lr: 0.0000 
ep/it:616- 221 niter:236150  1460m 37s (- 2092m 44s) completed: 41%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6741  lr: 0.0000 
ep/it:616- 271 niter:236200  1460m 54s (- 2092m 23s) completed: 41%) loss_emb: 0.0025  loss: 1.1869  acc: 0.6833  lr: 0.0000 
ep/it:616- 321 niter:236250  1461m 11s (- 2092m 3s) completed: 41%) loss_emb: 0.0026  loss: 1.2168  acc: 0.6790  lr: 0.0000 
ep/it:616- 371 niter:236300  1461m 28s (- 2091m 42s) completed: 41%) loss_emb: 0.0026  loss: 1.2125  acc: 0.6787  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.668
ep/it:617-  38 niter:236350  1461m 48s (- 2091m 26s) completed: 41%) loss_emb: 0.0026  loss: 1.2172  acc: 0.6772  lr: 0.0000 
ep/it:617-  88 niter:236400  1462m 6s (- 2091m 6s) completed: 41%) loss_emb: 0.0025  loss: 1.2054  acc: 0.6842  lr: 0.0000 
ep/it:617- 138 niter:236450  1462m 23s (- 2090m 45s) completed: 41%) loss_emb: 0.0026  loss: 1.2272  acc: 0.6741  lr: 0.0000 
ep/it:617- 188 niter:236500  1462m 40s (- 2090m 25s) completed: 41%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6688  lr: 0.0000 
ep/it:617- 238 niter:236550  1462m 58s (- 2090m 6s) completed: 41%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6756  lr: 0.0000 
ep/it:617- 288 niter:236600  1463m 15s (- 2089m 45s) completed: 41%) loss_emb: 0.0026  loss: 1.2218  acc: 0.6757  lr: 0.0000 
ep/it:617- 338 niter:236650  1463m 32s (- 2089m 24s) completed: 41%) loss_emb: 0.0026  loss: 1.2263  acc: 0.6757  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.676
ep/it:618-   5 niter:236700  1463m 51s (- 2089m 6s) completed: 41%) loss_emb: 0.0026  loss: 1.2225  acc: 0.6753  lr: 0.0000 
ep/it:618-  55 niter:236750  1464m 9s (- 2088m 46s) completed: 41%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6741  lr: 0.0000 
ep/it:618- 105 niter:236800  1464m 27s (- 2088m 27s) completed: 41%) loss_emb: 0.0026  loss: 1.2220  acc: 0.6768  lr: 0.0000 
ep/it:618- 155 niter:236850  1464m 45s (- 2088m 7s) completed: 41%) loss_emb: 0.0026  loss: 1.2102  acc: 0.6778  lr: 0.0000 
ep/it:618- 205 niter:236900  1465m 2s (- 2087m 47s) completed: 41%) loss_emb: 0.0026  loss: 1.2305  acc: 0.6722  lr: 0.0000 
ep/it:618- 255 niter:236950  1465m 20s (- 2087m 27s) completed: 41%) loss_emb: 0.0026  loss: 1.2271  acc: 0.6735  lr: 0.0000 
ep/it:618- 305 niter:237000  1465m 37s (- 2087m 7s) completed: 41%) loss_emb: 0.0026  loss: 1.2155  acc: 0.6788  lr: 0.0000 
ep/it:618- 355 niter:237050  1465m 54s (- 2086m 47s) completed: 41%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6759  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.668
ep/it:619-  22 niter:237100  1466m 14s (- 2086m 29s) completed: 41%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6676  lr: 0.0000 
ep/it:619-  72 niter:237150  1466m 31s (- 2086m 8s) completed: 41%) loss_emb: 0.0026  loss: 1.2230  acc: 0.6758  lr: 0.0000 
ep/it:619- 122 niter:237200  1466m 48s (- 2085m 48s) completed: 41%) loss_emb: 0.0025  loss: 1.2148  acc: 0.6819  lr: 0.0000 
ep/it:619- 172 niter:237250  1467m 6s (- 2085m 28s) completed: 41%) loss_emb: 0.0026  loss: 1.2165  acc: 0.6792  lr: 0.0000 
ep/it:619- 222 niter:237300  1467m 23s (- 2085m 9s) completed: 41%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6740  lr: 0.0000 
ep/it:619- 272 niter:237350  1467m 41s (- 2084m 48s) completed: 41%) loss_emb: 0.0026  loss: 1.2388  acc: 0.6738  lr: 0.0000 
ep/it:619- 322 niter:237400  1467m 59s (- 2084m 29s) completed: 41%) loss_emb: 0.0026  loss: 1.2141  acc: 0.6800  lr: 0.0000 
ep/it:619- 372 niter:237450  1468m 17s (- 2084m 9s) completed: 41%) loss_emb: 0.0026  loss: 1.2179  acc: 0.6760  lr: 0.0000 
Validation time:
Validation loss:1.268, accuracy:0.678
--> 	 Eva. Ep 620 :, FID. 4.0815, Diversity Real. 9.4558, Diversity. 7.5704, R_precision_real. [0.50332447 0.70944149 0.80718085], R_precision. [0.32712766 0.49135638 0.60305851], matching_score_real. 2.8803088665008545, matching_score_pred. 4.366110801696777
ep/it:620-  39 niter:237500  1468m 47s (- 2084m 7s) completed: 41%) loss_emb: 0.0026  loss: 1.2021  acc: 0.6786  lr: 0.0000 
ep/it:620-  89 niter:237550  1469m 4s (- 2083m 48s) completed: 41%) loss_emb: 0.0025  loss: 1.2055  acc: 0.6828  lr: 0.0000 
ep/it:620- 139 niter:237600  1469m 23s (- 2083m 29s) completed: 41%) loss_emb: 0.0026  loss: 1.2162  acc: 0.6763  lr: 0.0000 
ep/it:620- 189 niter:237650  1469m 41s (- 2083m 9s) completed: 41%) loss_emb: 0.0025  loss: 1.2102  acc: 0.6802  lr: 0.0000 
ep/it:620- 239 niter:237700  1470m 0s (- 2082m 52s) completed: 41%) loss_emb: 0.0026  loss: 1.2329  acc: 0.6744  lr: 0.0000 
ep/it:620- 289 niter:237750  1470m 18s (- 2082m 32s) completed: 41%) loss_emb: 0.0026  loss: 1.2083  acc: 0.6794  lr: 0.0000 
ep/it:620- 339 niter:237800  1470m 37s (- 2082m 14s) completed: 41%) loss_emb: 0.0026  loss: 1.2356  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.678
ep/it:621-   6 niter:237850  1470m 56s (- 2081m 57s) completed: 41%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6742  lr: 0.0000 
ep/it:621-  56 niter:237900  1471m 13s (- 2081m 35s) completed: 41%) loss_emb: 0.0026  loss: 1.2020  acc: 0.6798  lr: 0.0000 
ep/it:621- 106 niter:237950  1471m 30s (- 2081m 15s) completed: 41%) loss_emb: 0.0026  loss: 1.2274  acc: 0.6739  lr: 0.0000 
ep/it:621- 156 niter:238000  1471m 46s (- 2080m 53s) completed: 41%) loss_emb: 0.0026  loss: 1.2461  acc: 0.6702  lr: 0.0000 
ep/it:621- 206 niter:238050  1472m 4s (- 2080m 33s) completed: 41%) loss_emb: 0.0026  loss: 1.2097  acc: 0.6804  lr: 0.0000 
ep/it:621- 256 niter:238100  1472m 21s (- 2080m 13s) completed: 41%) loss_emb: 0.0026  loss: 1.2401  acc: 0.6712  lr: 0.0000 
ep/it:621- 306 niter:238150  1472m 38s (- 2079m 53s) completed: 41%) loss_emb: 0.0026  loss: 1.2256  acc: 0.6754  lr: 0.0000 
ep/it:621- 356 niter:238200  1472m 57s (- 2079m 34s) completed: 41%) loss_emb: 0.0026  loss: 1.2203  acc: 0.6738  lr: 0.0000 
Validation time:
Validation loss:1.281, accuracy:0.675
ep/it:622-  23 niter:238250  1473m 17s (- 2079m 18s) completed: 41%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6681  lr: 0.0000 
ep/it:622-  73 niter:238300  1473m 35s (- 2078m 58s) completed: 41%) loss_emb: 0.0026  loss: 1.2199  acc: 0.6789  lr: 0.0000 
ep/it:622- 123 niter:238350  1473m 51s (- 2078m 37s) completed: 41%) loss_emb: 0.0026  loss: 1.2277  acc: 0.6759  lr: 0.0000 
ep/it:622- 173 niter:238400  1474m 9s (- 2078m 17s) completed: 41%) loss_emb: 0.0025  loss: 1.2051  acc: 0.6810  lr: 0.0000 
ep/it:622- 223 niter:238450  1474m 26s (- 2077m 57s) completed: 41%) loss_emb: 0.0025  loss: 1.2017  acc: 0.6817  lr: 0.0000 
ep/it:622- 273 niter:238500  1474m 44s (- 2077m 37s) completed: 41%) loss_emb: 0.0025  loss: 1.1937  acc: 0.6823  lr: 0.0000 
ep/it:622- 323 niter:238550  1475m 1s (- 2077m 17s) completed: 41%) loss_emb: 0.0026  loss: 1.2248  acc: 0.6742  lr: 0.0000 
ep/it:622- 373 niter:238600  1475m 20s (- 2076m 58s) completed: 41%) loss_emb: 0.0026  loss: 1.2060  acc: 0.6782  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.675
ep/it:623-  40 niter:238650  1475m 39s (- 2076m 40s) completed: 41%) loss_emb: 0.0026  loss: 1.2393  acc: 0.6725  lr: 0.0000 
ep/it:623-  90 niter:238700  1475m 56s (- 2076m 20s) completed: 41%) loss_emb: 0.0026  loss: 1.2305  acc: 0.6743  lr: 0.0000 
ep/it:623- 140 niter:238750  1476m 13s (- 2075m 59s) completed: 41%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6771  lr: 0.0000 
ep/it:623- 190 niter:238800  1476m 31s (- 2075m 39s) completed: 41%) loss_emb: 0.0026  loss: 1.2219  acc: 0.6752  lr: 0.0000 
ep/it:623- 240 niter:238850  1476m 48s (- 2075m 19s) completed: 41%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6721  lr: 0.0000 
ep/it:623- 290 niter:238900  1477m 5s (- 2074m 58s) completed: 41%) loss_emb: 0.0025  loss: 1.2127  acc: 0.6802  lr: 0.0000 
ep/it:623- 340 niter:238950  1477m 23s (- 2074m 39s) completed: 41%) loss_emb: 0.0026  loss: 1.2199  acc: 0.6767  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.670
ep/it:624-   7 niter:239000  1477m 44s (- 2074m 23s) completed: 41%) loss_emb: 0.0025  loss: 1.2073  acc: 0.6816  lr: 0.0000 
ep/it:624-  57 niter:239050  1478m 1s (- 2074m 3s) completed: 41%) loss_emb: 0.0026  loss: 1.2291  acc: 0.6748  lr: 0.0000 
ep/it:624- 107 niter:239100  1478m 18s (- 2073m 42s) completed: 41%) loss_emb: 0.0026  loss: 1.2244  acc: 0.6752  lr: 0.0000 
ep/it:624- 157 niter:239150  1478m 35s (- 2073m 22s) completed: 41%) loss_emb: 0.0026  loss: 1.2206  acc: 0.6778  lr: 0.0000 
ep/it:624- 207 niter:239200  1478m 52s (- 2073m 1s) completed: 41%) loss_emb: 0.0026  loss: 1.2162  acc: 0.6781  lr: 0.0000 
ep/it:624- 257 niter:239250  1479m 9s (- 2072m 41s) completed: 41%) loss_emb: 0.0026  loss: 1.2167  acc: 0.6764  lr: 0.0000 
ep/it:624- 307 niter:239300  1479m 26s (- 2072m 19s) completed: 41%) loss_emb: 0.0025  loss: 1.2025  acc: 0.6819  lr: 0.0000 
ep/it:624- 357 niter:239350  1479m 43s (- 2071m 58s) completed: 41%) loss_emb: 0.0025  loss: 1.2031  acc: 0.6795  lr: 0.0000 
Validation time:
Validation loss:1.246, accuracy:0.685
--> 	 Eva. Ep 625 :, FID. 4.4632, Diversity Real. 9.7943, Diversity. 7.3994, R_precision_real. [0.52593085 0.70345745 0.79255319], R_precision. [0.31117021 0.46476064 0.58444149], matching_score_real. 2.919674873352051, matching_score_pred. 4.395672798156738
ep/it:625-  24 niter:239400  1480m 11s (- 2071m 54s) completed: 41%) loss_emb: 0.0026  loss: 1.2236  acc: 0.6776  lr: 0.0000 
ep/it:625-  74 niter:239450  1480m 29s (- 2071m 33s) completed: 41%) loss_emb: 0.0026  loss: 1.2383  acc: 0.6723  lr: 0.0000 
ep/it:625- 124 niter:239500  1480m 46s (- 2071m 13s) completed: 41%) loss_emb: 0.0026  loss: 1.2175  acc: 0.6782  lr: 0.0000 
ep/it:625- 174 niter:239550  1481m 3s (- 2070m 53s) completed: 41%) loss_emb: 0.0026  loss: 1.2317  acc: 0.6726  lr: 0.0000 
ep/it:625- 224 niter:239600  1481m 20s (- 2070m 32s) completed: 41%) loss_emb: 0.0026  loss: 1.2350  acc: 0.6751  lr: 0.0000 
ep/it:625- 274 niter:239650  1481m 38s (- 2070m 12s) completed: 41%) loss_emb: 0.0026  loss: 1.2286  acc: 0.6735  lr: 0.0000 
ep/it:625- 324 niter:239700  1481m 55s (- 2069m 52s) completed: 41%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6782  lr: 0.0000 
ep/it:625- 374 niter:239750  1482m 13s (- 2069m 33s) completed: 41%) loss_emb: 0.0025  loss: 1.2079  acc: 0.6816  lr: 0.0000 
Validation time:
Validation loss:1.266, accuracy:0.684
ep/it:626-  41 niter:239800  1482m 33s (- 2069m 16s) completed: 41%) loss_emb: 0.0026  loss: 1.2135  acc: 0.6783  lr: 0.0000 
ep/it:626-  91 niter:239850  1482m 51s (- 2068m 57s) completed: 41%) loss_emb: 0.0026  loss: 1.2358  acc: 0.6714  lr: 0.0000 
ep/it:626- 141 niter:239900  1483m 10s (- 2068m 39s) completed: 41%) loss_emb: 0.0026  loss: 1.2278  acc: 0.6751  lr: 0.0000 
ep/it:626- 191 niter:239950  1483m 30s (- 2068m 22s) completed: 41%) loss_emb: 0.0026  loss: 1.2338  acc: 0.6723  lr: 0.0000 
ep/it:626- 241 niter:240000  1483m 49s (- 2068m 4s) completed: 41%) loss_emb: 0.0025  loss: 1.2008  acc: 0.6824  lr: 0.0000 
ep/it:626- 291 niter:240050  1484m 12s (- 2067m 52s) completed: 41%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6769  lr: 0.0000 
ep/it:626- 341 niter:240100  1484m 32s (- 2067m 36s) completed: 41%) loss_emb: 0.0026  loss: 1.2116  acc: 0.6790  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.668
ep/it:627-   8 niter:240150  1484m 55s (- 2067m 24s) completed: 41%) loss_emb: 0.0026  loss: 1.2154  acc: 0.6755  lr: 0.0000 
ep/it:627-  58 niter:240200  1485m 18s (- 2067m 11s) completed: 41%) loss_emb: 0.0026  loss: 1.2312  acc: 0.6767  lr: 0.0000 
ep/it:627- 108 niter:240250  1485m 41s (- 2066m 59s) completed: 41%) loss_emb: 0.0026  loss: 1.2169  acc: 0.6766  lr: 0.0000 
ep/it:627- 158 niter:240300  1486m 3s (- 2066m 45s) completed: 41%) loss_emb: 0.0026  loss: 1.2351  acc: 0.6735  lr: 0.0000 
ep/it:627- 208 niter:240350  1486m 26s (- 2066m 32s) completed: 41%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6708  lr: 0.0000 
ep/it:627- 258 niter:240400  1486m 45s (- 2066m 15s) completed: 41%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6727  lr: 0.0000 
ep/it:627- 308 niter:240450  1487m 5s (- 2065m 57s) completed: 41%) loss_emb: 0.0026  loss: 1.2112  acc: 0.6787  lr: 0.0000 
ep/it:627- 358 niter:240500  1487m 23s (- 2065m 39s) completed: 41%) loss_emb: 0.0026  loss: 1.2205  acc: 0.6755  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.675
ep/it:628-  25 niter:240550  1487m 46s (- 2065m 26s) completed: 41%) loss_emb: 0.0026  loss: 1.2313  acc: 0.6761  lr: 0.0000 
ep/it:628-  75 niter:240600  1488m 8s (- 2065m 12s) completed: 41%) loss_emb: 0.0026  loss: 1.2188  acc: 0.6766  lr: 0.0000 
ep/it:628- 125 niter:240650  1488m 27s (- 2064m 55s) completed: 41%) loss_emb: 0.0026  loss: 1.2438  acc: 0.6691  lr: 0.0000 
ep/it:628- 175 niter:240700  1488m 49s (- 2064m 41s) completed: 41%) loss_emb: 0.0026  loss: 1.2283  acc: 0.6747  lr: 0.0000 
ep/it:628- 225 niter:240750  1489m 13s (- 2064m 29s) completed: 41%) loss_emb: 0.0026  loss: 1.2233  acc: 0.6766  lr: 0.0000 
ep/it:628- 275 niter:240800  1489m 32s (- 2064m 12s) completed: 41%) loss_emb: 0.0026  loss: 1.2221  acc: 0.6753  lr: 0.0000 
ep/it:628- 325 niter:240850  1489m 54s (- 2063m 58s) completed: 41%) loss_emb: 0.0025  loss: 1.1959  acc: 0.6826  lr: 0.0000 
ep/it:628- 375 niter:240900  1490m 14s (- 2063m 41s) completed: 41%) loss_emb: 0.0026  loss: 1.2143  acc: 0.6767  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.679
ep/it:629-  42 niter:240950  1490m 38s (- 2063m 30s) completed: 41%) loss_emb: 0.0026  loss: 1.2174  acc: 0.6790  lr: 0.0000 
ep/it:629-  92 niter:241000  1490m 57s (- 2063m 13s) completed: 41%) loss_emb: 0.0026  loss: 1.2172  acc: 0.6770  lr: 0.0000 
ep/it:629- 142 niter:241050  1491m 20s (- 2063m 0s) completed: 41%) loss_emb: 0.0025  loss: 1.1984  acc: 0.6832  lr: 0.0000 
ep/it:629- 192 niter:241100  1491m 41s (- 2062m 44s) completed: 41%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6752  lr: 0.0000 
ep/it:629- 242 niter:241150  1492m 3s (- 2062m 30s) completed: 41%) loss_emb: 0.0026  loss: 1.2339  acc: 0.6741  lr: 0.0000 
ep/it:629- 292 niter:241200  1492m 24s (- 2062m 15s) completed: 41%) loss_emb: 0.0026  loss: 1.2245  acc: 0.6782  lr: 0.0000 
ep/it:629- 342 niter:241250  1492m 44s (- 2061m 59s) completed: 41%) loss_emb: 0.0026  loss: 1.2395  acc: 0.6731  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.672
--> 	 Eva. Ep 630 :, FID. 4.3713, Diversity Real. 9.4387, Diversity. 7.7226, R_precision_real. [0.51529255 0.70678191 0.80053191], R_precision. [0.32114362 0.49867021 0.60305851], matching_score_real. 2.912151336669922, matching_score_pred. 4.4225006103515625
ep/it:630-   9 niter:241300  1493m 21s (- 2062m 7s) completed: 42%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6733  lr: 0.0000 
ep/it:630-  59 niter:241350  1493m 44s (- 2061m 54s) completed: 42%) loss_emb: 0.0026  loss: 1.2110  acc: 0.6781  lr: 0.0000 
ep/it:630- 109 niter:241400  1494m 5s (- 2061m 39s) completed: 42%) loss_emb: 0.0026  loss: 1.2309  acc: 0.6698  lr: 0.0000 
ep/it:630- 159 niter:241450  1494m 26s (- 2061m 24s) completed: 42%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6713  lr: 0.0000 
ep/it:630- 209 niter:241500  1494m 50s (- 2061m 12s) completed: 42%) loss_emb: 0.0026  loss: 1.2046  acc: 0.6797  lr: 0.0000 
ep/it:630- 259 niter:241550  1495m 10s (- 2060m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.2193  acc: 0.6783  lr: 0.0000 
ep/it:630- 309 niter:241600  1495m 30s (- 2060m 39s) completed: 42%) loss_emb: 0.0026  loss: 1.2369  acc: 0.6735  lr: 0.0000 
ep/it:630- 359 niter:241650  1495m 49s (- 2060m 21s) completed: 42%) loss_emb: 0.0026  loss: 1.2348  acc: 0.6758  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.671
ep/it:631-  26 niter:241700  1496m 10s (- 2060m 5s) completed: 42%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6730  lr: 0.0000 
ep/it:631-  76 niter:241750  1496m 27s (- 2059m 45s) completed: 42%) loss_emb: 0.0025  loss: 1.1980  acc: 0.6854  lr: 0.0000 
ep/it:631- 126 niter:241800  1496m 44s (- 2059m 24s) completed: 42%) loss_emb: 0.0026  loss: 1.2146  acc: 0.6784  lr: 0.0000 
ep/it:631- 176 niter:241850  1497m 1s (- 2059m 3s) completed: 42%) loss_emb: 0.0026  loss: 1.2262  acc: 0.6748  lr: 0.0000 
ep/it:631- 226 niter:241900  1497m 18s (- 2058m 43s) completed: 42%) loss_emb: 0.0026  loss: 1.2067  acc: 0.6789  lr: 0.0000 
ep/it:631- 276 niter:241950  1497m 35s (- 2058m 23s) completed: 42%) loss_emb: 0.0026  loss: 1.2164  acc: 0.6761  lr: 0.0000 
ep/it:631- 326 niter:242000  1497m 53s (- 2058m 3s) completed: 42%) loss_emb: 0.0026  loss: 1.2169  acc: 0.6758  lr: 0.0000 
ep/it:631- 376 niter:242050  1498m 11s (- 2057m 43s) completed: 42%) loss_emb: 0.0025  loss: 1.2098  acc: 0.6802  lr: 0.0000 
Validation time:
Validation loss:1.262, accuracy:0.684
ep/it:632-  43 niter:242100  1498m 31s (- 2057m 27s) completed: 42%) loss_emb: 0.0025  loss: 1.2055  acc: 0.6810  lr: 0.0000 
ep/it:632-  93 niter:242150  1498m 48s (- 2057m 7s) completed: 42%) loss_emb: 0.0025  loss: 1.2056  acc: 0.6816  lr: 0.0000 
ep/it:632- 143 niter:242200  1499m 7s (- 2056m 49s) completed: 42%) loss_emb: 0.0026  loss: 1.2235  acc: 0.6740  lr: 0.0000 
ep/it:632- 193 niter:242250  1499m 25s (- 2056m 29s) completed: 42%) loss_emb: 0.0026  loss: 1.2250  acc: 0.6760  lr: 0.0000 
ep/it:632- 243 niter:242300  1499m 43s (- 2056m 9s) completed: 42%) loss_emb: 0.0026  loss: 1.2107  acc: 0.6766  lr: 0.0000 
ep/it:632- 293 niter:242350  1500m 2s (- 2055m 51s) completed: 42%) loss_emb: 0.0025  loss: 1.2051  acc: 0.6805  lr: 0.0000 
ep/it:632- 343 niter:242400  1500m 19s (- 2055m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6739  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.678
ep/it:633-  10 niter:242450  1500m 38s (- 2055m 13s) completed: 42%) loss_emb: 0.0026  loss: 1.2190  acc: 0.6746  lr: 0.0000 
ep/it:633-  60 niter:242500  1500m 57s (- 2054m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6731  lr: 0.0000 
ep/it:633- 110 niter:242550  1501m 15s (- 2054m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2344  acc: 0.6742  lr: 0.0000 
ep/it:633- 160 niter:242600  1501m 32s (- 2054m 15s) completed: 42%) loss_emb: 0.0025  loss: 1.1973  acc: 0.6817  lr: 0.0000 
ep/it:633- 210 niter:242650  1501m 50s (- 2053m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6775  lr: 0.0000 
ep/it:633- 260 niter:242700  1502m 7s (- 2053m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2294  acc: 0.6722  lr: 0.0000 
ep/it:633- 310 niter:242750  1502m 24s (- 2053m 15s) completed: 42%) loss_emb: 0.0026  loss: 1.2042  acc: 0.6783  lr: 0.0000 
ep/it:633- 360 niter:242800  1502m 43s (- 2052m 56s) completed: 42%) loss_emb: 0.0026  loss: 1.2067  acc: 0.6765  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.671
ep/it:634-  27 niter:242850  1503m 3s (- 2052m 40s) completed: 42%) loss_emb: 0.0025  loss: 1.2063  acc: 0.6810  lr: 0.0000 
ep/it:634-  77 niter:242900  1503m 21s (- 2052m 19s) completed: 42%) loss_emb: 0.0026  loss: 1.2269  acc: 0.6752  lr: 0.0000 
ep/it:634- 127 niter:242950  1503m 38s (- 2051m 59s) completed: 42%) loss_emb: 0.0026  loss: 1.2140  acc: 0.6781  lr: 0.0000 
ep/it:634- 177 niter:243000  1503m 55s (- 2051m 39s) completed: 42%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6679  lr: 0.0000 
ep/it:634- 227 niter:243050  1504m 13s (- 2051m 19s) completed: 42%) loss_emb: 0.0026  loss: 1.2166  acc: 0.6756  lr: 0.0000 
ep/it:634- 277 niter:243100  1504m 30s (- 2050m 58s) completed: 42%) loss_emb: 0.0026  loss: 1.2306  acc: 0.6724  lr: 0.0000 
ep/it:634- 327 niter:243150  1504m 47s (- 2050m 37s) completed: 42%) loss_emb: 0.0026  loss: 1.2313  acc: 0.6723  lr: 0.0000 
ep/it:634- 377 niter:243200  1505m 4s (- 2050m 17s) completed: 42%) loss_emb: 0.0026  loss: 1.2333  acc: 0.6722  lr: 0.0000 
Validation time:
Validation loss:1.284, accuracy:0.678
--> 	 Eva. Ep 635 :, FID. 4.5760, Diversity Real. 9.3676, Diversity. 7.6008, R_precision_real. [0.51462766 0.71210106 0.80385638], R_precision. [0.31981383 0.4793883  0.58976064], matching_score_real. 2.88923716545105, matching_score_pred. 4.482981204986572
ep/it:635-  44 niter:243250  1505m 33s (- 2050m 12s) completed: 42%) loss_emb: 0.0027  loss: 1.2662  acc: 0.6664  lr: 0.0000 
ep/it:635-  94 niter:243300  1505m 50s (- 2049m 52s) completed: 42%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6699  lr: 0.0000 
ep/it:635- 144 niter:243350  1506m 7s (- 2049m 32s) completed: 42%) loss_emb: 0.0026  loss: 1.2254  acc: 0.6776  lr: 0.0000 
ep/it:635- 194 niter:243400  1506m 24s (- 2049m 11s) completed: 42%) loss_emb: 0.0026  loss: 1.2191  acc: 0.6788  lr: 0.0000 
ep/it:635- 244 niter:243450  1506m 42s (- 2048m 51s) completed: 42%) loss_emb: 0.0026  loss: 1.2122  acc: 0.6755  lr: 0.0000 
ep/it:635- 294 niter:243500  1506m 58s (- 2048m 30s) completed: 42%) loss_emb: 0.0026  loss: 1.2208  acc: 0.6776  lr: 0.0000 
ep/it:635- 344 niter:243550  1507m 16s (- 2048m 9s) completed: 42%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6763  lr: 0.0000 
Validation time:
Validation loss:1.247, accuracy:0.688
ep/it:636-  11 niter:243600  1507m 35s (- 2047m 52s) completed: 42%) loss_emb: 0.0025  loss: 1.1987  acc: 0.6825  lr: 0.0000 
ep/it:636-  61 niter:243650  1507m 52s (- 2047m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.2183  acc: 0.6765  lr: 0.0000 
ep/it:636- 111 niter:243700  1508m 10s (- 2047m 11s) completed: 42%) loss_emb: 0.0026  loss: 1.2348  acc: 0.6723  lr: 0.0000 
ep/it:636- 161 niter:243750  1508m 27s (- 2046m 51s) completed: 42%) loss_emb: 0.0026  loss: 1.2415  acc: 0.6692  lr: 0.0000 
ep/it:636- 211 niter:243800  1508m 44s (- 2046m 31s) completed: 42%) loss_emb: 0.0025  loss: 1.2050  acc: 0.6802  lr: 0.0000 
ep/it:636- 261 niter:243850  1509m 1s (- 2046m 10s) completed: 42%) loss_emb: 0.0026  loss: 1.2144  acc: 0.6785  lr: 0.0000 
ep/it:636- 311 niter:243900  1509m 18s (- 2045m 49s) completed: 42%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6755  lr: 0.0000 
ep/it:636- 361 niter:243950  1509m 36s (- 2045m 29s) completed: 42%) loss_emb: 0.0026  loss: 1.2033  acc: 0.6796  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.677
ep/it:637-  28 niter:244000  1509m 55s (- 2045m 12s) completed: 42%) loss_emb: 0.0026  loss: 1.2205  acc: 0.6786  lr: 0.0000 
ep/it:637-  78 niter:244050  1510m 12s (- 2044m 51s) completed: 42%) loss_emb: 0.0025  loss: 1.1908  acc: 0.6824  lr: 0.0000 
ep/it:637- 128 niter:244100  1510m 29s (- 2044m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6693  lr: 0.0000 
ep/it:637- 178 niter:244150  1510m 46s (- 2044m 10s) completed: 42%) loss_emb: 0.0026  loss: 1.2502  acc: 0.6661  lr: 0.0000 
ep/it:637- 228 niter:244200  1511m 4s (- 2043m 50s) completed: 42%) loss_emb: 0.0025  loss: 1.2029  acc: 0.6818  lr: 0.0000 
ep/it:637- 278 niter:244250  1511m 21s (- 2043m 30s) completed: 42%) loss_emb: 0.0026  loss: 1.2318  acc: 0.6755  lr: 0.0000 
ep/it:637- 328 niter:244300  1511m 38s (- 2043m 9s) completed: 42%) loss_emb: 0.0026  loss: 1.2253  acc: 0.6763  lr: 0.0000 
ep/it:637- 378 niter:244350  1511m 58s (- 2042m 53s) completed: 42%) loss_emb: 0.0026  loss: 1.2247  acc: 0.6744  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.667
ep/it:638-  45 niter:244400  1512m 17s (- 2042m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2170  acc: 0.6779  lr: 0.0000 
ep/it:638-  95 niter:244450  1512m 35s (- 2042m 15s) completed: 42%) loss_emb: 0.0026  loss: 1.2346  acc: 0.6726  lr: 0.0000 
ep/it:638- 145 niter:244500  1512m 53s (- 2041m 56s) completed: 42%) loss_emb: 0.0026  loss: 1.2297  acc: 0.6736  lr: 0.0000 
ep/it:638- 195 niter:244550  1513m 10s (- 2041m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2210  acc: 0.6768  lr: 0.0000 
ep/it:638- 245 niter:244600  1513m 28s (- 2041m 16s) completed: 42%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6758  lr: 0.0000 
ep/it:638- 295 niter:244650  1513m 45s (- 2040m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6704  lr: 0.0000 
ep/it:638- 345 niter:244700  1514m 2s (- 2040m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2140  acc: 0.6779  lr: 0.0000 
Validation time:
Validation loss:1.276, accuracy:0.676
ep/it:639-  12 niter:244750  1514m 22s (- 2040m 18s) completed: 42%) loss_emb: 0.0026  loss: 1.1973  acc: 0.6804  lr: 0.0000 
ep/it:639-  62 niter:244800  1514m 39s (- 2039m 57s) completed: 42%) loss_emb: 0.0025  loss: 1.1965  acc: 0.6824  lr: 0.0000 
ep/it:639- 112 niter:244850  1514m 56s (- 2039m 36s) completed: 42%) loss_emb: 0.0026  loss: 1.2142  acc: 0.6771  lr: 0.0000 
ep/it:639- 162 niter:244900  1515m 13s (- 2039m 16s) completed: 42%) loss_emb: 0.0026  loss: 1.2164  acc: 0.6757  lr: 0.0000 
ep/it:639- 212 niter:244950  1515m 31s (- 2038m 57s) completed: 42%) loss_emb: 0.0026  loss: 1.2121  acc: 0.6786  lr: 0.0000 
ep/it:639- 262 niter:245000  1515m 49s (- 2038m 37s) completed: 42%) loss_emb: 0.0026  loss: 1.2201  acc: 0.6761  lr: 0.0000 
ep/it:639- 312 niter:245050  1516m 6s (- 2038m 16s) completed: 42%) loss_emb: 0.0026  loss: 1.2340  acc: 0.6742  lr: 0.0000 
ep/it:639- 362 niter:245100  1516m 23s (- 2037m 56s) completed: 42%) loss_emb: 0.0025  loss: 1.2051  acc: 0.6807  lr: 0.0000 
Validation time:
Validation loss:1.268, accuracy:0.681
--> 	 Eva. Ep 640 :, FID. 4.1529, Diversity Real. 9.6110, Diversity. 7.8966, R_precision_real. [0.50132979 0.71609043 0.8018617 ], R_precision. [0.31848404 0.50465426 0.61103723], matching_score_real. 2.890082836151123, matching_score_pred. 4.297025680541992
ep/it:640-  29 niter:245150  1516m 52s (- 2037m 52s) completed: 42%) loss_emb: 0.0026  loss: 1.2267  acc: 0.6764  lr: 0.0000 
ep/it:640-  79 niter:245200  1517m 9s (- 2037m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6740  lr: 0.0000 
ep/it:640- 129 niter:245250  1517m 26s (- 2037m 11s) completed: 42%) loss_emb: 0.0026  loss: 1.2124  acc: 0.6801  lr: 0.0000 
ep/it:640- 179 niter:245300  1517m 44s (- 2036m 51s) completed: 42%) loss_emb: 0.0026  loss: 1.2124  acc: 0.6787  lr: 0.0000 
ep/it:640- 229 niter:245350  1518m 2s (- 2036m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.1951  acc: 0.6795  lr: 0.0000 
ep/it:640- 279 niter:245400  1518m 19s (- 2036m 11s) completed: 42%) loss_emb: 0.0025  loss: 1.1849  acc: 0.6844  lr: 0.0000 
ep/it:640- 329 niter:245450  1518m 37s (- 2035m 51s) completed: 42%) loss_emb: 0.0025  loss: 1.1987  acc: 0.6824  lr: 0.0000 
ep/it:640- 379 niter:245500  1518m 55s (- 2035m 32s) completed: 42%) loss_emb: 0.0026  loss: 1.2203  acc: 0.6778  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.680
ep/it:641-  46 niter:245550  1519m 16s (- 2035m 17s) completed: 42%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6717  lr: 0.0000 
ep/it:641-  96 niter:245600  1519m 33s (- 2034m 56s) completed: 42%) loss_emb: 0.0025  loss: 1.2106  acc: 0.6805  lr: 0.0000 
ep/it:641- 146 niter:245650  1519m 49s (- 2034m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2144  acc: 0.6786  lr: 0.0000 
ep/it:641- 196 niter:245700  1520m 7s (- 2034m 15s) completed: 42%) loss_emb: 0.0026  loss: 1.2119  acc: 0.6785  lr: 0.0000 
ep/it:641- 246 niter:245750  1520m 24s (- 2033m 54s) completed: 42%) loss_emb: 0.0026  loss: 1.2325  acc: 0.6726  lr: 0.0000 
ep/it:641- 296 niter:245800  1520m 41s (- 2033m 33s) completed: 42%) loss_emb: 0.0026  loss: 1.2166  acc: 0.6791  lr: 0.0000 
ep/it:641- 346 niter:245850  1520m 58s (- 2033m 13s) completed: 42%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6673  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.669
ep/it:642-  13 niter:245900  1521m 18s (- 2032m 56s) completed: 42%) loss_emb: 0.0025  loss: 1.1943  acc: 0.6829  lr: 0.0000 
ep/it:642-  63 niter:245950  1521m 35s (- 2032m 36s) completed: 42%) loss_emb: 0.0025  loss: 1.2059  acc: 0.6800  lr: 0.0000 
ep/it:642- 113 niter:246000  1521m 53s (- 2032m 16s) completed: 42%) loss_emb: 0.0026  loss: 1.2398  acc: 0.6740  lr: 0.0000 
ep/it:642- 163 niter:246050  1522m 10s (- 2031m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.2283  acc: 0.6736  lr: 0.0000 
ep/it:642- 213 niter:246100  1522m 27s (- 2031m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2342  acc: 0.6741  lr: 0.0000 
ep/it:642- 263 niter:246150  1522m 44s (- 2031m 14s) completed: 42%) loss_emb: 0.0026  loss: 1.2375  acc: 0.6716  lr: 0.0000 
ep/it:642- 313 niter:246200  1523m 2s (- 2030m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6733  lr: 0.0000 
ep/it:642- 363 niter:246250  1523m 19s (- 2030m 34s) completed: 42%) loss_emb: 0.0026  loss: 1.2277  acc: 0.6729  lr: 0.0000 
Validation time:
Validation loss:1.279, accuracy:0.682
ep/it:643-  30 niter:246300  1523m 39s (- 2030m 18s) completed: 42%) loss_emb: 0.0026  loss: 1.2082  acc: 0.6809  lr: 0.0000 
ep/it:643-  80 niter:246350  1523m 56s (- 2029m 57s) completed: 42%) loss_emb: 0.0025  loss: 1.2095  acc: 0.6803  lr: 0.0000 
ep/it:643- 130 niter:246400  1524m 14s (- 2029m 38s) completed: 42%) loss_emb: 0.0025  loss: 1.1968  acc: 0.6798  lr: 0.0000 
ep/it:643- 180 niter:246450  1524m 31s (- 2029m 17s) completed: 42%) loss_emb: 0.0026  loss: 1.2224  acc: 0.6777  lr: 0.0000 
ep/it:643- 230 niter:246500  1524m 48s (- 2028m 57s) completed: 42%) loss_emb: 0.0025  loss: 1.2075  acc: 0.6807  lr: 0.0000 
ep/it:643- 280 niter:246550  1525m 5s (- 2028m 35s) completed: 42%) loss_emb: 0.0026  loss: 1.2441  acc: 0.6716  lr: 0.0000 
ep/it:643- 330 niter:246600  1525m 23s (- 2028m 17s) completed: 42%) loss_emb: 0.0026  loss: 1.2292  acc: 0.6727  lr: 0.0000 
ep/it:643- 380 niter:246650  1525m 41s (- 2027m 57s) completed: 42%) loss_emb: 0.0026  loss: 1.2307  acc: 0.6740  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.677
ep/it:644-  47 niter:246700  1526m 0s (- 2027m 40s) completed: 42%) loss_emb: 0.0026  loss: 1.2186  acc: 0.6762  lr: 0.0000 
ep/it:644-  97 niter:246750  1526m 18s (- 2027m 20s) completed: 42%) loss_emb: 0.0026  loss: 1.2181  acc: 0.6761  lr: 0.0000 
ep/it:644- 147 niter:246800  1526m 34s (- 2026m 59s) completed: 42%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6714  lr: 0.0000 
ep/it:644- 197 niter:246850  1526m 51s (- 2026m 38s) completed: 42%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6781  lr: 0.0000 
ep/it:644- 247 niter:246900  1527m 9s (- 2026m 19s) completed: 42%) loss_emb: 0.0025  loss: 1.1857  acc: 0.6822  lr: 0.0000 
ep/it:644- 297 niter:246950  1527m 26s (- 2025m 58s) completed: 42%) loss_emb: 0.0026  loss: 1.2203  acc: 0.6767  lr: 0.0000 
ep/it:644- 347 niter:247000  1527m 43s (- 2025m 38s) completed: 42%) loss_emb: 0.0026  loss: 1.2377  acc: 0.6754  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.676
--> 	 Eva. Ep 645 :, FID. 3.9469, Diversity Real. 9.2794, Diversity. 7.7324, R_precision_real. [0.50731383 0.7087766  0.7912234 ], R_precision. [0.3224734  0.49468085 0.61702128], matching_score_real. 2.9165992736816406, matching_score_pred. 4.280202865600586
ep/it:645-  14 niter:247050  1528m 13s (- 2025m 33s) completed: 43%) loss_emb: 0.0026  loss: 1.2208  acc: 0.6757  lr: 0.0000 
ep/it:645-  64 niter:247100  1528m 30s (- 2025m 13s) completed: 43%) loss_emb: 0.0026  loss: 1.2145  acc: 0.6769  lr: 0.0000 
ep/it:645- 114 niter:247150  1528m 47s (- 2024m 52s) completed: 43%) loss_emb: 0.0025  loss: 1.1985  acc: 0.6817  lr: 0.0000 
ep/it:645- 164 niter:247200  1529m 4s (- 2024m 32s) completed: 43%) loss_emb: 0.0026  loss: 1.2360  acc: 0.6738  lr: 0.0000 
ep/it:645- 214 niter:247250  1529m 22s (- 2024m 12s) completed: 43%) loss_emb: 0.0026  loss: 1.2277  acc: 0.6766  lr: 0.0000 
ep/it:645- 264 niter:247300  1529m 40s (- 2023m 53s) completed: 43%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6720  lr: 0.0000 
ep/it:645- 314 niter:247350  1529m 57s (- 2023m 32s) completed: 43%) loss_emb: 0.0026  loss: 1.2197  acc: 0.6772  lr: 0.0000 
ep/it:645- 364 niter:247400  1530m 14s (- 2023m 13s) completed: 43%) loss_emb: 0.0025  loss: 1.2023  acc: 0.6815  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.678
ep/it:646-  31 niter:247450  1530m 34s (- 2022m 56s) completed: 43%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6739  lr: 0.0000 
ep/it:646-  81 niter:247500  1530m 52s (- 2022m 36s) completed: 43%) loss_emb: 0.0026  loss: 1.2136  acc: 0.6785  lr: 0.0000 
ep/it:646- 131 niter:247550  1531m 9s (- 2022m 16s) completed: 43%) loss_emb: 0.0026  loss: 1.2289  acc: 0.6742  lr: 0.0000 
ep/it:646- 181 niter:247600  1531m 27s (- 2021m 56s) completed: 43%) loss_emb: 0.0025  loss: 1.1861  acc: 0.6853  lr: 0.0000 
ep/it:646- 231 niter:247650  1531m 45s (- 2021m 36s) completed: 43%) loss_emb: 0.0026  loss: 1.2111  acc: 0.6793  lr: 0.0000 
ep/it:646- 281 niter:247700  1532m 3s (- 2021m 17s) completed: 43%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6767  lr: 0.0000 
ep/it:646- 331 niter:247750  1532m 20s (- 2020m 57s) completed: 43%) loss_emb: 0.0026  loss: 1.2404  acc: 0.6709  lr: 0.0000 
ep/it:646- 381 niter:247800  1532m 36s (- 2020m 36s) completed: 43%) loss_emb: 0.0026  loss: 1.2321  acc: 0.6733  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.677
ep/it:647-  48 niter:247850  1532m 56s (- 2020m 19s) completed: 43%) loss_emb: 0.0026  loss: 1.2170  acc: 0.6735  lr: 0.0000 
ep/it:647-  98 niter:247900  1533m 14s (- 2019m 59s) completed: 43%) loss_emb: 0.0026  loss: 1.2245  acc: 0.6750  lr: 0.0000 
ep/it:647- 148 niter:247950  1533m 31s (- 2019m 39s) completed: 43%) loss_emb: 0.0025  loss: 1.1818  acc: 0.6825  lr: 0.0000 
ep/it:647- 198 niter:248000  1533m 49s (- 2019m 19s) completed: 43%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6696  lr: 0.0000 
ep/it:647- 248 niter:248050  1534m 6s (- 2018m 59s) completed: 43%) loss_emb: 0.0025  loss: 1.2002  acc: 0.6822  lr: 0.0000 
ep/it:647- 298 niter:248100  1534m 24s (- 2018m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2119  acc: 0.6789  lr: 0.0000 
ep/it:647- 348 niter:248150  1534m 41s (- 2018m 19s) completed: 43%) loss_emb: 0.0026  loss: 1.2114  acc: 0.6804  lr: 0.0000 
Validation time:
Validation loss:1.257, accuracy:0.682
ep/it:648-  15 niter:248200  1535m 1s (- 2018m 2s) completed: 43%) loss_emb: 0.0026  loss: 1.2135  acc: 0.6769  lr: 0.0000 
ep/it:648-  65 niter:248250  1535m 18s (- 2017m 42s) completed: 43%) loss_emb: 0.0026  loss: 1.2316  acc: 0.6740  lr: 0.0000 
ep/it:648- 115 niter:248300  1535m 35s (- 2017m 21s) completed: 43%) loss_emb: 0.0026  loss: 1.2302  acc: 0.6749  lr: 0.0000 
ep/it:648- 165 niter:248350  1535m 52s (- 2017m 0s) completed: 43%) loss_emb: 0.0025  loss: 1.2088  acc: 0.6818  lr: 0.0000 
ep/it:648- 215 niter:248400  1536m 9s (- 2016m 40s) completed: 43%) loss_emb: 0.0026  loss: 1.2396  acc: 0.6718  lr: 0.0000 
ep/it:648- 265 niter:248450  1536m 26s (- 2016m 19s) completed: 43%) loss_emb: 0.0025  loss: 1.1968  acc: 0.6822  lr: 0.0000 
ep/it:648- 315 niter:248500  1536m 43s (- 2015m 59s) completed: 43%) loss_emb: 0.0026  loss: 1.2271  acc: 0.6735  lr: 0.0000 
ep/it:648- 365 niter:248550  1537m 0s (- 2015m 38s) completed: 43%) loss_emb: 0.0026  loss: 1.2094  acc: 0.6784  lr: 0.0000 
Validation time:
Validation loss:1.230, accuracy:0.694
Improved accuracy from 0.69 to 0.6942515865616177!!!
ep/it:649-  32 niter:248600  1537m 21s (- 2015m 22s) completed: 43%) loss_emb: 0.0026  loss: 1.2353  acc: 0.6693  lr: 0.0000 
ep/it:649-  82 niter:248650  1537m 38s (- 2015m 2s) completed: 43%) loss_emb: 0.0026  loss: 1.2346  acc: 0.6759  lr: 0.0000 
ep/it:649- 132 niter:248700  1537m 56s (- 2014m 42s) completed: 43%) loss_emb: 0.0026  loss: 1.2307  acc: 0.6736  lr: 0.0000 
ep/it:649- 182 niter:248750  1538m 12s (- 2014m 21s) completed: 43%) loss_emb: 0.0025  loss: 1.2014  acc: 0.6810  lr: 0.0000 
ep/it:649- 232 niter:248800  1538m 30s (- 2014m 2s) completed: 43%) loss_emb: 0.0026  loss: 1.2146  acc: 0.6781  lr: 0.0000 
ep/it:649- 282 niter:248850  1538m 48s (- 2013m 42s) completed: 43%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6750  lr: 0.0000 
ep/it:649- 332 niter:248900  1539m 5s (- 2013m 22s) completed: 43%) loss_emb: 0.0026  loss: 1.2165  acc: 0.6781  lr: 0.0000 
ep/it:649- 382 niter:248950  1539m 23s (- 2013m 2s) completed: 43%) loss_emb: 0.0026  loss: 1.2227  acc: 0.6760  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.677
--> 	 Eva. Ep 650 :, FID. 4.3306, Diversity Real. 9.7283, Diversity. 7.7927, R_precision_real. [0.5106383  0.70345745 0.79986702], R_precision. [0.31183511 0.49268617 0.59375   ], matching_score_real. 2.9107718467712402, matching_score_pred. 4.355324745178223
ep/it:650-  49 niter:249000  1539m 53s (- 2012m 59s) completed: 43%) loss_emb: 0.0026  loss: 1.2200  acc: 0.6777  lr: 0.0000 
ep/it:650-  99 niter:249050  1540m 10s (- 2012m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6715  lr: 0.0000 
ep/it:650- 149 niter:249100  1540m 27s (- 2012m 18s) completed: 43%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6744  lr: 0.0000 
ep/it:650- 199 niter:249150  1540m 44s (- 2011m 57s) completed: 43%) loss_emb: 0.0026  loss: 1.2368  acc: 0.6736  lr: 0.0000 
ep/it:650- 249 niter:249200  1541m 1s (- 2011m 37s) completed: 43%) loss_emb: 0.0026  loss: 1.2369  acc: 0.6726  lr: 0.0000 
ep/it:650- 299 niter:249250  1541m 18s (- 2011m 16s) completed: 43%) loss_emb: 0.0026  loss: 1.2311  acc: 0.6757  lr: 0.0000 
ep/it:650- 349 niter:249300  1541m 35s (- 2010m 56s) completed: 43%) loss_emb: 0.0025  loss: 1.2071  acc: 0.6816  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.678
ep/it:651-  16 niter:249350  1541m 55s (- 2010m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2302  acc: 0.6737  lr: 0.0000 
ep/it:651-  66 niter:249400  1542m 12s (- 2010m 19s) completed: 43%) loss_emb: 0.0026  loss: 1.2287  acc: 0.6750  lr: 0.0000 
ep/it:651- 116 niter:249450  1542m 30s (- 2009m 59s) completed: 43%) loss_emb: 0.0026  loss: 1.2152  acc: 0.6786  lr: 0.0000 
ep/it:651- 166 niter:249500  1542m 48s (- 2009m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2362  acc: 0.6734  lr: 0.0000 
ep/it:651- 216 niter:249550  1543m 5s (- 2009m 19s) completed: 43%) loss_emb: 0.0026  loss: 1.2361  acc: 0.6740  lr: 0.0000 
ep/it:651- 266 niter:249600  1543m 23s (- 2008m 59s) completed: 43%) loss_emb: 0.0026  loss: 1.2197  acc: 0.6782  lr: 0.0000 
ep/it:651- 316 niter:249650  1543m 41s (- 2008m 40s) completed: 43%) loss_emb: 0.0026  loss: 1.2166  acc: 0.6781  lr: 0.0000 
ep/it:651- 366 niter:249700  1543m 58s (- 2008m 20s) completed: 43%) loss_emb: 0.0025  loss: 1.1941  acc: 0.6847  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.677
ep/it:652-  33 niter:249750  1544m 18s (- 2008m 3s) completed: 43%) loss_emb: 0.0026  loss: 1.2251  acc: 0.6753  lr: 0.0000 
ep/it:652-  83 niter:249800  1544m 35s (- 2007m 43s) completed: 43%) loss_emb: 0.0026  loss: 1.2106  acc: 0.6794  lr: 0.0000 
ep/it:652- 133 niter:249850  1544m 52s (- 2007m 22s) completed: 43%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6696  lr: 0.0000 
ep/it:652- 183 niter:249900  1545m 9s (- 2007m 2s) completed: 43%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6715  lr: 0.0000 
ep/it:652- 233 niter:249950  1545m 26s (- 2006m 42s) completed: 43%) loss_emb: 0.0026  loss: 1.2288  acc: 0.6731  lr: 0.0000 
ep/it:652- 283 niter:250000  1545m 44s (- 2006m 22s) completed: 43%) loss_emb: 0.0026  loss: 1.2225  acc: 0.6756  lr: 0.0000 
ep/it:652- 333 niter:250050  1546m 1s (- 2006m 1s) completed: 43%) loss_emb: 0.0025  loss: 1.2033  acc: 0.6803  lr: 0.0000 
Validation time:
Validation loss:1.260, accuracy:0.684
ep/it:653-   0 niter:250100  1546m 21s (- 2005m 44s) completed: 43%) loss_emb: 0.0026  loss: 1.2010  acc: 0.6788  lr: 0.0000 
ep/it:653-  50 niter:250150  1546m 38s (- 2005m 24s) completed: 43%) loss_emb: 0.0025  loss: 1.1839  acc: 0.6831  lr: 0.0000 
ep/it:653- 100 niter:250200  1546m 55s (- 2005m 3s) completed: 43%) loss_emb: 0.0026  loss: 1.2367  acc: 0.6728  lr: 0.0000 
ep/it:653- 150 niter:250250  1547m 11s (- 2004m 42s) completed: 43%) loss_emb: 0.0026  loss: 1.2239  acc: 0.6744  lr: 0.0000 
ep/it:653- 200 niter:250300  1547m 30s (- 2004m 24s) completed: 43%) loss_emb: 0.0026  loss: 1.2352  acc: 0.6728  lr: 0.0000 
ep/it:653- 250 niter:250350  1547m 48s (- 2004m 5s) completed: 43%) loss_emb: 0.0026  loss: 1.2074  acc: 0.6803  lr: 0.0000 
ep/it:653- 300 niter:250400  1548m 6s (- 2003m 45s) completed: 43%) loss_emb: 0.0026  loss: 1.2126  acc: 0.6792  lr: 0.0000 
ep/it:653- 350 niter:250450  1548m 23s (- 2003m 25s) completed: 43%) loss_emb: 0.0026  loss: 1.2354  acc: 0.6740  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.669
ep/it:654-  17 niter:250500  1548m 43s (- 2003m 8s) completed: 43%) loss_emb: 0.0026  loss: 1.2131  acc: 0.6767  lr: 0.0000 
ep/it:654-  67 niter:250550  1549m 0s (- 2002m 48s) completed: 43%) loss_emb: 0.0025  loss: 1.1952  acc: 0.6830  lr: 0.0000 
ep/it:654- 117 niter:250600  1549m 17s (- 2002m 27s) completed: 43%) loss_emb: 0.0025  loss: 1.1985  acc: 0.6824  lr: 0.0000 
ep/it:654- 167 niter:250650  1549m 34s (- 2002m 7s) completed: 43%) loss_emb: 0.0026  loss: 1.2331  acc: 0.6742  lr: 0.0000 
ep/it:654- 217 niter:250700  1549m 51s (- 2001m 46s) completed: 43%) loss_emb: 0.0026  loss: 1.2232  acc: 0.6763  lr: 0.0000 
ep/it:654- 267 niter:250750  1550m 8s (- 2001m 25s) completed: 43%) loss_emb: 0.0026  loss: 1.2237  acc: 0.6730  lr: 0.0000 
ep/it:654- 317 niter:250800  1550m 25s (- 2001m 5s) completed: 43%) loss_emb: 0.0025  loss: 1.1958  acc: 0.6814  lr: 0.0000 
ep/it:654- 367 niter:250850  1550m 42s (- 2000m 44s) completed: 43%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6724  lr: 0.0000 
Validation time:
Validation loss:1.249, accuracy:0.682
--> 	 Eva. Ep 655 :, FID. 4.4157, Diversity Real. 9.5627, Diversity. 7.7057, R_precision_real. [0.5206117  0.71675532 0.81050532], R_precision. [0.30851064 0.48271277 0.60039894], matching_score_real. 2.9163713455200195, matching_score_pred. 4.400683879852295
ep/it:655-  34 niter:250900  1551m 11s (- 2000m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6783  lr: 0.0000 
ep/it:655-  84 niter:250950  1551m 28s (- 2000m 19s) completed: 43%) loss_emb: 0.0025  loss: 1.2127  acc: 0.6806  lr: 0.0000 
ep/it:655- 134 niter:251000  1551m 46s (- 1999m 59s) completed: 43%) loss_emb: 0.0026  loss: 1.2270  acc: 0.6764  lr: 0.0000 
ep/it:655- 184 niter:251050  1552m 3s (- 1999m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2199  acc: 0.6775  lr: 0.0000 
ep/it:655- 234 niter:251100  1552m 20s (- 1999m 19s) completed: 43%) loss_emb: 0.0025  loss: 1.2017  acc: 0.6812  lr: 0.0000 
ep/it:655- 284 niter:251150  1552m 39s (- 1999m 0s) completed: 43%) loss_emb: 0.0025  loss: 1.2025  acc: 0.6799  lr: 0.0000 
ep/it:655- 334 niter:251200  1552m 56s (- 1998m 40s) completed: 43%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6761  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.677
ep/it:656-   1 niter:251250  1553m 17s (- 1998m 24s) completed: 43%) loss_emb: 0.0026  loss: 1.2363  acc: 0.6728  lr: 0.0000 
ep/it:656-  51 niter:251300  1553m 35s (- 1998m 5s) completed: 43%) loss_emb: 0.0026  loss: 1.2202  acc: 0.6780  lr: 0.0000 
ep/it:656- 101 niter:251350  1553m 52s (- 1997m 45s) completed: 43%) loss_emb: 0.0026  loss: 1.2273  acc: 0.6724  lr: 0.0000 
ep/it:656- 151 niter:251400  1554m 9s (- 1997m 24s) completed: 43%) loss_emb: 0.0026  loss: 1.2252  acc: 0.6759  lr: 0.0000 
ep/it:656- 201 niter:251450  1554m 28s (- 1997m 6s) completed: 43%) loss_emb: 0.0026  loss: 1.2132  acc: 0.6765  lr: 0.0000 
ep/it:656- 251 niter:251500  1554m 47s (- 1996m 49s) completed: 43%) loss_emb: 0.0026  loss: 1.2223  acc: 0.6769  lr: 0.0000 
ep/it:656- 301 niter:251550  1555m 7s (- 1996m 31s) completed: 43%) loss_emb: 0.0026  loss: 1.2072  acc: 0.6783  lr: 0.0000 
ep/it:656- 351 niter:251600  1555m 26s (- 1996m 14s) completed: 43%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6713  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.683
ep/it:657-  18 niter:251650  1555m 49s (- 1996m 0s) completed: 43%) loss_emb: 0.0026  loss: 1.2019  acc: 0.6802  lr: 0.0000 
ep/it:657-  68 niter:251700  1556m 9s (- 1995m 44s) completed: 43%) loss_emb: 0.0026  loss: 1.2385  acc: 0.6718  lr: 0.0000 
ep/it:657- 118 niter:251750  1556m 29s (- 1995m 27s) completed: 43%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6736  lr: 0.0000 
ep/it:657- 168 niter:251800  1556m 51s (- 1995m 13s) completed: 43%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6711  lr: 0.0000 
ep/it:657- 218 niter:251850  1557m 11s (- 1994m 57s) completed: 43%) loss_emb: 0.0026  loss: 1.2262  acc: 0.6764  lr: 0.0000 
ep/it:657- 268 niter:251900  1557m 32s (- 1994m 41s) completed: 43%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6727  lr: 0.0000 
ep/it:657- 318 niter:251950  1557m 51s (- 1994m 23s) completed: 43%) loss_emb: 0.0026  loss: 1.2473  acc: 0.6700  lr: 0.0000 
ep/it:657- 368 niter:252000  1558m 12s (- 1994m 8s) completed: 43%) loss_emb: 0.0026  loss: 1.2301  acc: 0.6723  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.676
ep/it:658-  35 niter:252050  1558m 36s (- 1993m 56s) completed: 43%) loss_emb: 0.0026  loss: 1.2126  acc: 0.6773  lr: 0.0000 
ep/it:658-  85 niter:252100  1558m 57s (- 1993m 41s) completed: 43%) loss_emb: 0.0026  loss: 1.2276  acc: 0.6742  lr: 0.0000 
ep/it:658- 135 niter:252150  1559m 17s (- 1993m 25s) completed: 43%) loss_emb: 0.0026  loss: 1.2242  acc: 0.6732  lr: 0.0000 
ep/it:658- 185 niter:252200  1559m 39s (- 1993m 10s) completed: 43%) loss_emb: 0.0025  loss: 1.1951  acc: 0.6796  lr: 0.0000 
ep/it:658- 235 niter:252250  1560m 1s (- 1992m 56s) completed: 43%) loss_emb: 0.0026  loss: 1.2234  acc: 0.6780  lr: 0.0000 
ep/it:658- 285 niter:252300  1560m 23s (- 1992m 41s) completed: 43%) loss_emb: 0.0026  loss: 1.2151  acc: 0.6792  lr: 0.0000 
ep/it:658- 335 niter:252350  1560m 42s (- 1992m 23s) completed: 43%) loss_emb: 0.0026  loss: 1.2073  acc: 0.6791  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.677
ep/it:659-   2 niter:252400  1561m 6s (- 1992m 12s) completed: 43%) loss_emb: 0.0026  loss: 1.2229  acc: 0.6732  lr: 0.0000 
ep/it:659-  52 niter:252450  1561m 27s (- 1991m 56s) completed: 43%) loss_emb: 0.0026  loss: 1.2281  acc: 0.6756  lr: 0.0000 
ep/it:659- 102 niter:252500  1561m 46s (- 1991m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.2109  acc: 0.6794  lr: 0.0000 
ep/it:659- 152 niter:252550  1562m 8s (- 1991m 24s) completed: 43%) loss_emb: 0.0026  loss: 1.2204  acc: 0.6758  lr: 0.0000 
ep/it:659- 202 niter:252600  1562m 27s (- 1991m 6s) completed: 43%) loss_emb: 0.0025  loss: 1.2008  acc: 0.6805  lr: 0.0000 
ep/it:659- 252 niter:252650  1562m 45s (- 1990m 48s) completed: 43%) loss_emb: 0.0025  loss: 1.1974  acc: 0.6826  lr: 0.0000 
ep/it:659- 302 niter:252700  1563m 4s (- 1990m 29s) completed: 43%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6691  lr: 0.0000 
ep/it:659- 352 niter:252750  1563m 20s (- 1990m 8s) completed: 43%) loss_emb: 0.0026  loss: 1.2389  acc: 0.6718  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.674
--> 	 Eva. Ep 660 :, FID. 4.3112, Diversity Real. 9.4856, Diversity. 7.5975, R_precision_real. [0.50398936 0.70611702 0.80784574], R_precision. [0.31316489 0.49734043 0.6150266 ], matching_score_real. 2.887392520904541, matching_score_pred. 4.360665798187256
ep/it:660-  19 niter:252800  1563m 52s (- 1990m 6s) completed: 44%) loss_emb: 0.0026  loss: 1.2411  acc: 0.6722  lr: 0.0000 
ep/it:660-  69 niter:252850  1564m 11s (- 1989m 48s) completed: 44%) loss_emb: 0.0026  loss: 1.2308  acc: 0.6737  lr: 0.0000 
ep/it:660- 119 niter:252900  1564m 31s (- 1989m 30s) completed: 44%) loss_emb: 0.0026  loss: 1.2267  acc: 0.6724  lr: 0.0000 
ep/it:660- 169 niter:252950  1564m 51s (- 1989m 14s) completed: 44%) loss_emb: 0.0025  loss: 1.2058  acc: 0.6815  lr: 0.0000 
ep/it:660- 219 niter:253000  1565m 9s (- 1988m 56s) completed: 44%) loss_emb: 0.0026  loss: 1.2001  acc: 0.6788  lr: 0.0000 
ep/it:660- 269 niter:253050  1565m 28s (- 1988m 37s) completed: 44%) loss_emb: 0.0026  loss: 1.2255  acc: 0.6758  lr: 0.0000 
ep/it:660- 319 niter:253100  1565m 46s (- 1988m 18s) completed: 44%) loss_emb: 0.0025  loss: 1.2058  acc: 0.6812  lr: 0.0000 
ep/it:660- 369 niter:253150  1566m 6s (- 1988m 1s) completed: 44%) loss_emb: 0.0026  loss: 1.2285  acc: 0.6741  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.682
ep/it:661-  36 niter:253200  1566m 28s (- 1987m 46s) completed: 44%) loss_emb: 0.0026  loss: 1.2096  acc: 0.6783  lr: 0.0000 
ep/it:661-  86 niter:253250  1566m 49s (- 1987m 32s) completed: 44%) loss_emb: 0.0026  loss: 1.2383  acc: 0.6721  lr: 0.0000 
ep/it:661- 136 niter:253300  1567m 9s (- 1987m 15s) completed: 44%) loss_emb: 0.0026  loss: 1.2184  acc: 0.6761  lr: 0.0000 
ep/it:661- 186 niter:253350  1567m 30s (- 1986m 59s) completed: 44%) loss_emb: 0.0026  loss: 1.2189  acc: 0.6765  lr: 0.0000 
ep/it:661- 236 niter:253400  1567m 49s (- 1986m 41s) completed: 44%) loss_emb: 0.0026  loss: 1.2347  acc: 0.6730  lr: 0.0000 
ep/it:661- 286 niter:253450  1568m 8s (- 1986m 23s) completed: 44%) loss_emb: 0.0026  loss: 1.2164  acc: 0.6762  lr: 0.0000 
ep/it:661- 336 niter:253500  1568m 27s (- 1986m 5s) completed: 44%) loss_emb: 0.0026  loss: 1.2163  acc: 0.6768  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.666
ep/it:662-   3 niter:253550  1568m 51s (- 1985m 53s) completed: 44%) loss_emb: 0.0025  loss: 1.1999  acc: 0.6809  lr: 0.0000 
ep/it:662-  53 niter:253600  1569m 12s (- 1985m 39s) completed: 44%) loss_emb: 0.0026  loss: 1.2179  acc: 0.6759  lr: 0.0000 
ep/it:662- 103 niter:253650  1569m 34s (- 1985m 24s) completed: 44%) loss_emb: 0.0026  loss: 1.2265  acc: 0.6767  lr: 0.0000 
ep/it:662- 153 niter:253700  1569m 53s (- 1985m 6s) completed: 44%) loss_emb: 0.0026  loss: 1.2235  acc: 0.6751  lr: 0.0000 
ep/it:662- 203 niter:253750  1570m 12s (- 1984m 48s) completed: 44%) loss_emb: 0.0026  loss: 1.2368  acc: 0.6720  lr: 0.0000 
ep/it:662- 253 niter:253800  1570m 32s (- 1984m 31s) completed: 44%) loss_emb: 0.0026  loss: 1.2228  acc: 0.6773  lr: 0.0000 
ep/it:662- 303 niter:253850  1570m 51s (- 1984m 13s) completed: 44%) loss_emb: 0.0026  loss: 1.2069  acc: 0.6791  lr: 0.0000 
ep/it:662- 353 niter:253900  1571m 10s (- 1983m 55s) completed: 44%) loss_emb: 0.0026  loss: 1.2071  acc: 0.6795  lr: 0.0000 
Validation time:
Validation loss:1.335, accuracy:0.667
ep/it:663-  20 niter:253950  1571m 34s (- 1983m 44s) completed: 44%) loss_emb: 0.0026  loss: 1.2341  acc: 0.6731  lr: 0.0000 
ep/it:663-  70 niter:254000  1571m 58s (- 1983m 32s) completed: 44%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6695  lr: 0.0000 
ep/it:663- 120 niter:254050  1572m 21s (- 1983m 19s) completed: 44%) loss_emb: 0.0026  loss: 1.1992  acc: 0.6800  lr: 0.0000 
ep/it:663- 170 niter:254100  1572m 42s (- 1983m 3s) completed: 44%) loss_emb: 0.0025  loss: 1.1998  acc: 0.6825  lr: 0.0000 
ep/it:663- 220 niter:254150  1573m 2s (- 1982m 46s) completed: 44%) loss_emb: 0.0026  loss: 1.2195  acc: 0.6788  lr: 0.0000 
ep/it:663- 270 niter:254200  1573m 21s (- 1982m 28s) completed: 44%) loss_emb: 0.0026  loss: 1.2241  acc: 0.6783  lr: 0.0000 
ep/it:663- 320 niter:254250  1573m 40s (- 1982m 10s) completed: 44%) loss_emb: 0.0025  loss: 1.1941  acc: 0.6823  lr: 0.0000 
ep/it:663- 370 niter:254300  1573m 59s (- 1981m 52s) completed: 44%) loss_emb: 0.0026  loss: 1.2149  acc: 0.6762  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.673
ep/it:664-  37 niter:254350  1574m 22s (- 1981m 40s) completed: 44%) loss_emb: 0.0026  loss: 1.2190  acc: 0.6759  lr: 0.0000 
ep/it:664-  87 niter:254400  1574m 43s (- 1981m 24s) completed: 44%) loss_emb: 0.0026  loss: 1.2081  acc: 0.6789  lr: 0.0000 
ep/it:664- 137 niter:254450  1575m 3s (- 1981m 7s) completed: 44%) loss_emb: 0.0025  loss: 1.2012  acc: 0.6807  lr: 0.0000 
ep/it:664- 187 niter:254500  1575m 22s (- 1980m 49s) completed: 44%) loss_emb: 0.0026  loss: 1.2064  acc: 0.6769  lr: 0.0000 
ep/it:664- 237 niter:254550  1575m 41s (- 1980m 31s) completed: 44%) loss_emb: 0.0026  loss: 1.2478  acc: 0.6693  lr: 0.0000 
ep/it:664- 287 niter:254600  1576m 0s (- 1980m 13s) completed: 44%) loss_emb: 0.0026  loss: 1.2215  acc: 0.6762  lr: 0.0000 
ep/it:664- 337 niter:254650  1576m 20s (- 1979m 57s) completed: 44%) loss_emb: 0.0026  loss: 1.2310  acc: 0.6752  lr: 0.0000 
Validation time:
Validation loss:1.230, accuracy:0.688
--> 	 Eva. Ep 665 :, FID. 4.4225, Diversity Real. 9.9031, Diversity. 7.7046, R_precision_real. [0.50132979 0.69946809 0.80119681], R_precision. [0.30651596 0.48271277 0.58577128], matching_score_real. 2.8677518367767334, matching_score_pred. 4.405078411102295
ep/it:665-   4 niter:254700  1576m 54s (- 1979m 57s) completed: 44%) loss_emb: 0.0025  loss: 1.2032  acc: 0.6801  lr: 0.0000 
ep/it:665-  54 niter:254750  1577m 15s (- 1979m 42s) completed: 44%) loss_emb: 0.0025  loss: 1.2042  acc: 0.6815  lr: 0.0000 
ep/it:665- 104 niter:254800  1577m 35s (- 1979m 25s) completed: 44%) loss_emb: 0.0025  loss: 1.1989  acc: 0.6839  lr: 0.0000 
ep/it:665- 154 niter:254850  1577m 55s (- 1979m 7s) completed: 44%) loss_emb: 0.0026  loss: 1.2220  acc: 0.6764  lr: 0.0000 
ep/it:665- 204 niter:254900  1578m 14s (- 1978m 50s) completed: 44%) loss_emb: 0.0026  loss: 1.2412  acc: 0.6709  lr: 0.0000 
ep/it:665- 254 niter:254950  1578m 33s (- 1978m 31s) completed: 44%) loss_emb: 0.0026  loss: 1.2183  acc: 0.6787  lr: 0.0000 
ep/it:665- 304 niter:255000  1578m 50s (- 1978m 12s) completed: 44%) loss_emb: 0.0026  loss: 1.2323  acc: 0.6737  lr: 0.0000 
ep/it:665- 354 niter:255050  1579m 9s (- 1977m 53s) completed: 44%) loss_emb: 0.0026  loss: 1.2373  acc: 0.6725  lr: 0.0000 
Validation time:
Validation loss:1.331, accuracy:0.665
ep/it:666-  21 niter:255100  1579m 29s (- 1977m 37s) completed: 44%) loss_emb: 0.0026  loss: 1.2139  acc: 0.6788  lr: 0.0000 
ep/it:666-  71 niter:255150  1579m 48s (- 1977m 18s) completed: 44%) loss_emb: 0.0025  loss: 1.2056  acc: 0.6806  lr: 0.0000 
ep/it:666- 121 niter:255200  1580m 7s (- 1977m 0s) completed: 44%) loss_emb: 0.0025  loss: 1.1988  acc: 0.6834  lr: 0.0000 
ep/it:666- 171 niter:255250  1580m 28s (- 1976m 45s) completed: 44%) loss_emb: 0.0026  loss: 1.2111  acc: 0.6759  lr: 0.0000 
ep/it:666- 221 niter:255300  1580m 49s (- 1976m 29s) completed: 44%) loss_emb: 0.0026  loss: 1.2097  acc: 0.6791  lr: 0.0000 
ep/it:666- 271 niter:255350  1581m 12s (- 1976m 16s) completed: 44%) loss_emb: 0.0026  loss: 1.2185  acc: 0.6767  lr: 0.0000 
ep/it:666- 321 niter:255400  1581m 35s (- 1976m 3s) completed: 44%) loss_emb: 0.0025  loss: 1.2119  acc: 0.6797  lr: 0.0000 
ep/it:666- 371 niter:255450  1581m 55s (- 1975m 47s) completed: 44%) loss_emb: 0.0026  loss: 1.2219  acc: 0.6763  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.679
ep/it:667-  38 niter:255500  1582m 20s (- 1975m 36s) completed: 44%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6733  lr: 0.0000 
ep/it:667-  88 niter:255550  1582m 40s (- 1975m 19s) completed: 44%) loss_emb: 0.0026  loss: 1.2333  acc: 0.6734  lr: 0.0000 
ep/it:667- 138 niter:255600  1582m 59s (- 1975m 1s) completed: 44%) loss_emb: 0.0026  loss: 1.2143  acc: 0.6774  lr: 0.0000 
ep/it:667- 188 niter:255650  1583m 18s (- 1974m 43s) completed: 44%) loss_emb: 0.0025  loss: 1.2007  acc: 0.6821  lr: 0.0000 
ep/it:667- 238 niter:255700  1583m 37s (- 1974m 24s) completed: 44%) loss_emb: 0.0026  loss: 1.2327  acc: 0.6761  lr: 0.0000 
ep/it:667- 288 niter:255750  1583m 56s (- 1974m 7s) completed: 44%) loss_emb: 0.0026  loss: 1.2276  acc: 0.6763  lr: 0.0000 
ep/it:667- 338 niter:255800  1584m 15s (- 1973m 48s) completed: 44%) loss_emb: 0.0026  loss: 1.2196  acc: 0.6749  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.679
ep/it:668-   5 niter:255850  1584m 36s (- 1973m 33s) completed: 44%) loss_emb: 0.0026  loss: 1.2156  acc: 0.6768  lr: 0.0000 
ep/it:668-  55 niter:255900  1584m 55s (- 1973m 15s) completed: 44%) loss_emb: 0.0026  loss: 1.2328  acc: 0.6724  lr: 0.0000 
ep/it:668- 105 niter:255950  1585m 15s (- 1972m 59s) completed: 44%) loss_emb: 0.0026  loss: 1.2210  acc: 0.6766  lr: 0.0000 
ep/it:668- 155 niter:256000  1585m 35s (- 1972m 42s) completed: 44%) loss_emb: 0.0026  loss: 1.2054  acc: 0.6795  lr: 0.0000 
ep/it:668- 205 niter:256050  1585m 56s (- 1972m 26s) completed: 44%) loss_emb: 0.0026  loss: 1.2279  acc: 0.6738  lr: 0.0000 
ep/it:668- 255 niter:256100  1586m 16s (- 1972m 9s) completed: 44%) loss_emb: 0.0026  loss: 1.2222  acc: 0.6771  lr: 0.0000 
ep/it:668- 305 niter:256150  1586m 35s (- 1971m 51s) completed: 44%) loss_emb: 0.0026  loss: 1.2191  acc: 0.6775  lr: 0.0000 
ep/it:668- 355 niter:256200  1586m 53s (- 1971m 32s) completed: 44%) loss_emb: 0.0026  loss: 1.2124  acc: 0.6789  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.678
ep/it:669-  22 niter:256250  1587m 15s (- 1971m 17s) completed: 44%) loss_emb: 0.0026  loss: 1.2333  acc: 0.6746  lr: 0.0000 
ep/it:669-  72 niter:256300  1587m 34s (- 1970m 59s) completed: 44%) loss_emb: 0.0026  loss: 1.2207  acc: 0.6738  lr: 0.0000 
ep/it:669- 122 niter:256350  1587m 53s (- 1970m 41s) completed: 44%) loss_emb: 0.0026  loss: 1.2369  acc: 0.6737  lr: 0.0000 
ep/it:669- 172 niter:256400  1588m 13s (- 1970m 24s) completed: 44%) loss_emb: 0.0026  loss: 1.2319  acc: 0.6735  lr: 0.0000 
ep/it:669- 222 niter:256450  1588m 34s (- 1970m 8s) completed: 44%) loss_emb: 0.0026  loss: 1.2476  acc: 0.6679  lr: 0.0000 
ep/it:669- 272 niter:256500  1588m 55s (- 1969m 53s) completed: 44%) loss_emb: 0.0026  loss: 1.2390  acc: 0.6722  lr: 0.0000 
ep/it:669- 322 niter:256550  1589m 13s (- 1969m 34s) completed: 44%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6720  lr: 0.0000 
ep/it:669- 372 niter:256600  1589m 32s (- 1969m 16s) completed: 44%) loss_emb: 0.0026  loss: 1.2122  acc: 0.6777  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.682
--> 	 Eva. Ep 670 :, FID. 4.2599, Diversity Real. 9.6234, Diversity. 7.7594, R_precision_real. [0.51795213 0.70412234 0.79321809], R_precision. [0.32646277 0.50664894 0.60239362], matching_score_real. 2.8236262798309326, matching_score_pred. 4.383932113647461
--> --> 	 Top2 Improved from 0.5060 to 0.5066 !!!