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: 500
max_motion_length: 196
milestones: [50000]
n_heads: 6
n_layers: 8
name: My_t2m_transformer
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/TLControl/best_model_epoch_hml.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: 500, Total Iters: 191500
Iters Per Epoch, Training: 0383, Validation: 023
--> 	 Eva. Ep 0 :, FID. 78.8887, Diversity Real. 9.3528, Diversity. 0.5322, R_precision_real. [0.54321809 0.72007979 0.8025266 ], R_precision. [0.02925532 0.06117021 0.08843085], matching_score_real. 2.8914523124694824, matching_score_pred. 8.808003425598145
--> --> 	 FID Improved from 100.00000 to 78.88870 !!!
--> --> 	 matching_score Improved from 100.00000 to 8.80800 !!!
--> --> 	 Diversity Improved from 100.00000 to 0.53224 !!!
--> --> 	 Top1 Improved from 0.0000 to 0.0293 !!!
--> --> 	 Top2 Improved from 0.0000 to 0.0612 !!!
--> --> 	 Top3 Improved from 0.0000 to 0.0884 !!!
ep/it: 0-  49 niter:    50  0m 20s (- 1288m 32s) completed:  0%) loss_emb: 0.0062  loss: 4.8409  acc: 0.0305  lr: 0.0000 
ep/it: 0-  99 niter:   100  0m 31s (- 1017m 14s) completed:  0%) loss_emb: 0.0061  loss: 4.4159  acc: 0.1105  lr: 0.0000 
ep/it: 0- 149 niter:   150  0m 43s (- 927m 11s) completed:  0%) loss_emb: 0.0060  loss: 4.0997  acc: 0.1307  lr: 0.0000 
ep/it: 0- 199 niter:   200  0m 55s (- 882m 57s) completed:  0%) loss_emb: 0.0059  loss: 3.9640  acc: 0.1338  lr: 0.0000 
ep/it: 0- 249 niter:   250  1m 7s (- 858m 31s) completed:  0%) loss_emb: 0.0059  loss: 3.8879  acc: 0.1408  lr: 0.0000 
ep/it: 0- 299 niter:   300  1m 19s (- 840m 12s) completed:  0%) loss_emb: 0.0059  loss: 3.8400  acc: 0.1436  lr: 0.0000 
ep/it: 0- 349 niter:   350  1m 30s (- 826m 54s) completed:  0%) loss_emb: 0.0058  loss: 3.8030  acc: 0.1479  lr: 0.0000 
Validation time:
Validation loss:3.718, accuracy:0.158
Improved accuracy from 0.00 to 0.1583323044621426!!!
ep/it: 1-  16 niter:   400  1m 44s (- 830m 18s) completed:  0%) loss_emb: 0.0058  loss: 3.7418  acc: 0.1584  lr: 0.0000 
ep/it: 1-  66 niter:   450  1m 56s (- 822m 32s) completed:  0%) loss_emb: 0.0058  loss: 3.7082  acc: 0.1616  lr: 0.0000 
ep/it: 1- 116 niter:   500  2m 8s (- 816m 33s) completed:  0%) loss_emb: 0.0058  loss: 3.6638  acc: 0.1673  lr: 0.0000 
ep/it: 1- 166 niter:   550  2m 20s (- 810m 48s) completed:  0%) loss_emb: 0.0058  loss: 3.6578  acc: 0.1686  lr: 0.0001 
ep/it: 1- 216 niter:   600  2m 32s (- 806m 21s) completed:  0%) loss_emb: 0.0057  loss: 3.6083  acc: 0.1770  lr: 0.0001 
ep/it: 1- 266 niter:   650  2m 44s (- 804m 22s) completed:  0%) loss_emb: 0.0057  loss: 3.5881  acc: 0.1783  lr: 0.0001 
ep/it: 1- 316 niter:   700  2m 56s (- 802m 56s) completed:  0%) loss_emb: 0.0057  loss: 3.5681  acc: 0.1832  lr: 0.0001 
ep/it: 1- 366 niter:   750  3m 8s (- 799m 10s) completed:  0%) loss_emb: 0.0056  loss: 3.5293  acc: 0.1873  lr: 0.0001 
Validation time:
Validation loss:3.484, accuracy:0.195
Improved accuracy from 0.16 to 0.19527653572352036!!!
ep/it: 2-  33 niter:   800  3m 22s (- 803m 5s) completed:  0%) loss_emb: 0.0056  loss: 3.4904  acc: 0.1946  lr: 0.0001 
ep/it: 2-  83 niter:   850  3m 34s (- 800m 41s) completed:  0%) loss_emb: 0.0056  loss: 3.4830  acc: 0.1964  lr: 0.0001 
ep/it: 2- 133 niter:   900  3m 46s (- 797m 57s) completed:  0%) loss_emb: 0.0056  loss: 3.4399  acc: 0.2023  lr: 0.0001 
ep/it: 2- 183 niter:   950  3m 58s (- 796m 3s) completed:  0%) loss_emb: 0.0056  loss: 3.4251  acc: 0.2061  lr: 0.0001 
ep/it: 2- 233 niter:  1000  4m 10s (- 794m 21s) completed:  0%) loss_emb: 0.0055  loss: 3.3834  acc: 0.2125  lr: 0.0001 
ep/it: 2- 283 niter:  1050  4m 22s (- 792m 20s) completed:  0%) loss_emb: 0.0055  loss: 3.3648  acc: 0.2169  lr: 0.0001 
ep/it: 2- 333 niter:  1100  4m 34s (- 790m 48s) completed:  0%) loss_emb: 0.0054  loss: 3.3185  acc: 0.2239  lr: 0.0001 
Validation time:
Validation loss:3.230, accuracy:0.246
Improved accuracy from 0.20 to 0.2455668365177901!!!
ep/it: 3-   0 niter:  1150  4m 47s (- 793m 7s) completed:  0%) loss_emb: 0.0054  loss: 3.2915  acc: 0.2336  lr: 0.0001 
ep/it: 3-  50 niter:  1200  4m 59s (- 791m 43s) completed:  0%) loss_emb: 0.0054  loss: 3.2349  acc: 0.2441  lr: 0.0001 
ep/it: 3- 100 niter:  1250  5m 11s (- 789m 49s) completed:  0%) loss_emb: 0.0053  loss: 3.1935  acc: 0.2507  lr: 0.0001 
ep/it: 3- 150 niter:  1300  5m 23s (- 788m 37s) completed:  0%) loss_emb: 0.0053  loss: 3.1641  acc: 0.2615  lr: 0.0001 
ep/it: 3- 200 niter:  1350  5m 35s (- 787m 26s) completed:  0%) loss_emb: 0.0052  loss: 3.1314  acc: 0.2681  lr: 0.0001 
ep/it: 3- 250 niter:  1400  5m 47s (- 785m 47s) completed:  0%) loss_emb: 0.0052  loss: 3.0891  acc: 0.2766  lr: 0.0001 
ep/it: 3- 300 niter:  1450  5m 59s (- 784m 34s) completed:  0%) loss_emb: 0.0051  loss: 3.0413  acc: 0.2872  lr: 0.0001 
ep/it: 3- 350 niter:  1500  6m 10s (- 783m 6s) completed:  0%) loss_emb: 0.0051  loss: 3.0310  acc: 0.2901  lr: 0.0001 
Validation time:
Validation loss:2.903, accuracy:0.317
Improved accuracy from 0.25 to 0.3168865986492323!!!
ep/it: 4-  17 niter:  1550  6m 24s (- 785m 49s) completed:  0%) loss_emb: 0.0050  loss: 2.9671  acc: 0.3031  lr: 0.0002 
ep/it: 4-  67 niter:  1600  6m 36s (- 784m 27s) completed:  0%) loss_emb: 0.0050  loss: 2.9253  acc: 0.3120  lr: 0.0002 
ep/it: 4- 117 niter:  1650  6m 48s (- 783m 34s) completed:  0%) loss_emb: 0.0049  loss: 2.8759  acc: 0.3253  lr: 0.0002 
ep/it: 4- 167 niter:  1700  7m 0s (- 782m 11s) completed:  0%) loss_emb: 0.0049  loss: 2.8589  acc: 0.3275  lr: 0.0002 
ep/it: 4- 217 niter:  1750  7m 12s (- 781m 21s) completed:  0%) loss_emb: 0.0049  loss: 2.8159  acc: 0.3368  lr: 0.0002 
ep/it: 4- 267 niter:  1800  7m 24s (- 780m 4s) completed:  0%) loss_emb: 0.0048  loss: 2.7946  acc: 0.3396  lr: 0.0002 
ep/it: 4- 317 niter:  1850  7m 36s (- 779m 20s) completed:  0%) loss_emb: 0.0048  loss: 2.7569  acc: 0.3488  lr: 0.0002 
ep/it: 4- 367 niter:  1900  7m 47s (- 778m 13s) completed:  0%) loss_emb: 0.0048  loss: 2.7565  acc: 0.3518  lr: 0.0002 
Validation time:
Validation loss:2.648, accuracy:0.374
Improved accuracy from 0.32 to 0.37373144730277685!!!
--> 	 Eva. Ep 5 :, FID. 22.0533, Diversity Real. 9.5513, Diversity. 5.6017, R_precision_real. [0.51795213 0.7081117  0.79720745], R_precision. [0.10571809 0.19015957 0.26662234], matching_score_real. 2.922347068786621, matching_score_pred. 7.030393123626709
--> --> 	 FID Improved from 78.88870 to 22.05334 !!!
--> --> 	 matching_score Improved from 8.80800 to 7.03039 !!!
--> --> 	 Diversity Improved from 0.53224 to 5.60170 !!!
--> --> 	 Top1 Improved from 0.0293 to 0.1057 !!!
--> --> 	 Top2 Improved from 0.0612 to 0.1902 !!!
--> --> 	 Top3 Improved from 0.0884 to 0.2666 !!!
ep/it: 5-  34 niter:  1950  8m 8s (- 791m 29s) completed:  1%) loss_emb: 0.0047  loss: 2.6727  acc: 0.3684  lr: 0.0002 
ep/it: 5-  84 niter:  2000  8m 20s (- 789m 56s) completed:  1%) loss_emb: 0.0046  loss: 2.6370  acc: 0.3755  lr: 0.0002 
ep/it: 5- 134 niter:  2050  8m 32s (- 788m 59s) completed:  1%) loss_emb: 0.0046  loss: 2.6316  acc: 0.3779  lr: 0.0002 
ep/it: 5- 184 niter:  2100  8m 44s (- 787m 44s) completed:  1%) loss_emb: 0.0046  loss: 2.5899  acc: 0.3884  lr: 0.0002 
ep/it: 5- 234 niter:  2150  8m 55s (- 786m 30s) completed:  1%) loss_emb: 0.0046  loss: 2.5582  acc: 0.3946  lr: 0.0002 
ep/it: 5- 284 niter:  2200  9m 7s (- 785m 44s) completed:  1%) loss_emb: 0.0045  loss: 2.5402  acc: 0.4017  lr: 0.0002 
ep/it: 5- 334 niter:  2250  9m 19s (- 784m 32s) completed:  1%) loss_emb: 0.0045  loss: 2.5083  acc: 0.4080  lr: 0.0002 
Validation time:
Validation loss:2.398, accuracy:0.431
Improved accuracy from 0.37 to 0.43065028216527856!!!
ep/it: 6-   1 niter:  2300  9m 33s (- 785m 45s) completed:  1%) loss_emb: 0.0045  loss: 2.5044  acc: 0.4070  lr: 0.0002 
ep/it: 6-  51 niter:  2350  9m 45s (- 784m 55s) completed:  1%) loss_emb: 0.0044  loss: 2.4505  acc: 0.4195  lr: 0.0002 
ep/it: 6- 101 niter:  2400  9m 56s (- 783m 53s) completed:  1%) loss_emb: 0.0044  loss: 2.4292  acc: 0.4254  lr: 0.0002 
ep/it: 6- 151 niter:  2450  10m 8s (- 783m 4s) completed:  1%) loss_emb: 0.0043  loss: 2.4144  acc: 0.4316  lr: 0.0002 
ep/it: 6- 201 niter:  2500  10m 20s (- 782m 8s) completed:  1%) loss_emb: 0.0043  loss: 2.3879  acc: 0.4350  lr: 0.0002 
ep/it: 6- 251 niter:  2550  10m 32s (- 781m 35s) completed:  1%) loss_emb: 0.0042  loss: 2.3461  acc: 0.4458  lr: 0.0002 
ep/it: 6- 301 niter:  2600  10m 44s (- 780m 38s) completed:  1%) loss_emb: 0.0042  loss: 2.3332  acc: 0.4472  lr: 0.0002 
ep/it: 6- 351 niter:  2650  10m 56s (- 780m 0s) completed:  1%) loss_emb: 0.0042  loss: 2.3288  acc: 0.4462  lr: 0.0002 
Validation time:
Validation loss:2.223, accuracy:0.473
Improved accuracy from 0.43 to 0.47302732778632123!!!
ep/it: 7-  18 niter:  2700  11m 10s (- 781m 15s) completed:  1%) loss_emb: 0.0042  loss: 2.2994  acc: 0.4547  lr: 0.0002 
ep/it: 7-  68 niter:  2750  11m 22s (- 780m 21s) completed:  1%) loss_emb: 0.0041  loss: 2.2790  acc: 0.4617  lr: 0.0002 
ep/it: 7- 118 niter:  2800  11m 34s (- 779m 41s) completed:  1%) loss_emb: 0.0041  loss: 2.2652  acc: 0.4613  lr: 0.0002 
ep/it: 7- 168 niter:  2850  11m 45s (- 778m 48s) completed:  1%) loss_emb: 0.0041  loss: 2.2434  acc: 0.4691  lr: 0.0002 
ep/it: 7- 218 niter:  2900  11m 57s (- 778m 11s) completed:  1%) loss_emb: 0.0041  loss: 2.2271  acc: 0.4691  lr: 0.0002 
ep/it: 7- 268 niter:  2950  12m 9s (- 777m 23s) completed:  1%) loss_emb: 0.0041  loss: 2.2164  acc: 0.4729  lr: 0.0002 
ep/it: 7- 318 niter:  3000  12m 21s (- 776m 48s) completed:  1%) loss_emb: 0.0040  loss: 2.2006  acc: 0.4781  lr: 0.0002 
ep/it: 7- 368 niter:  3050  12m 33s (- 776m 5s) completed:  1%) loss_emb: 0.0040  loss: 2.2129  acc: 0.4744  lr: 0.0002 
Validation time:
Validation loss:2.116, accuracy:0.495
Improved accuracy from 0.47 to 0.4950649530991264!!!
ep/it: 8-  35 niter:  3100  12m 47s (- 777m 20s) completed:  1%) loss_emb: 0.0040  loss: 2.1813  acc: 0.4775  lr: 0.0002 
ep/it: 8-  85 niter:  3150  12m 59s (- 776m 35s) completed:  1%) loss_emb: 0.0040  loss: 2.1785  acc: 0.4819  lr: 0.0002 
ep/it: 8- 135 niter:  3200  13m 11s (- 776m 1s) completed:  1%) loss_emb: 0.0040  loss: 2.1734  acc: 0.4819  lr: 0.0002 
ep/it: 8- 185 niter:  3250  13m 23s (- 775m 27s) completed:  1%) loss_emb: 0.0039  loss: 2.1442  acc: 0.4913  lr: 0.0002 
ep/it: 8- 235 niter:  3300  13m 35s (- 774m 47s) completed:  1%) loss_emb: 0.0039  loss: 2.1377  acc: 0.4902  lr: 0.0002 
ep/it: 8- 285 niter:  3350  13m 47s (- 774m 17s) completed:  1%) loss_emb: 0.0039  loss: 2.1308  acc: 0.4926  lr: 0.0002 
ep/it: 8- 335 niter:  3400  13m 59s (- 773m 47s) completed:  1%) loss_emb: 0.0039  loss: 2.1101  acc: 0.4961  lr: 0.0002 
Validation time:
Validation loss:2.015, accuracy:0.519
Improved accuracy from 0.50 to 0.5194763528264087!!!
ep/it: 9-   2 niter:  3450  14m 12s (- 774m 36s) completed:  1%) loss_emb: 0.0039  loss: 2.1087  acc: 0.4980  lr: 0.0002 
ep/it: 9-  52 niter:  3500  14m 24s (- 774m 11s) completed:  1%) loss_emb: 0.0038  loss: 2.0859  acc: 0.5017  lr: 0.0002 
ep/it: 9- 102 niter:  3550  14m 36s (- 773m 47s) completed:  1%) loss_emb: 0.0038  loss: 2.0735  acc: 0.5045  lr: 0.0002 
ep/it: 9- 152 niter:  3600  14m 48s (- 773m 5s) completed:  1%) loss_emb: 0.0039  loss: 2.0919  acc: 0.4981  lr: 0.0002 
ep/it: 9- 202 niter:  3650  15m 0s (- 772m 36s) completed:  1%) loss_emb: 0.0038  loss: 2.0769  acc: 0.5054  lr: 0.0002 
ep/it: 9- 252 niter:  3700  15m 12s (- 772m 10s) completed:  1%) loss_emb: 0.0038  loss: 2.0724  acc: 0.5037  lr: 0.0002 
ep/it: 9- 302 niter:  3750  15m 24s (- 771m 47s) completed:  1%) loss_emb: 0.0038  loss: 2.0475  acc: 0.5124  lr: 0.0002 
ep/it: 9- 352 niter:  3800  15m 36s (- 771m 12s) completed:  1%) loss_emb: 0.0038  loss: 2.0446  acc: 0.5098  lr: 0.0002 
Validation time:
Validation loss:1.963, accuracy:0.530
Improved accuracy from 0.52 to 0.5303061863650447!!!
--> 	 Eva. Ep 10 :, FID. 17.6543, Diversity Real. 9.7152, Diversity. 5.5347, R_precision_real. [0.52194149 0.70611702 0.80518617], R_precision. [0.12765957 0.22007979 0.30917553], matching_score_real. 2.9016993045806885, matching_score_pred. 6.329124927520752
--> --> 	 FID Improved from 22.05334 to 17.65426 !!!
--> --> 	 matching_score Improved from 7.03039 to 6.32912 !!!
--> --> 	 Top1 Improved from 0.1057 to 0.1277 !!!
--> --> 	 Top2 Improved from 0.1902 to 0.2201 !!!
--> --> 	 Top3 Improved from 0.2666 to 0.3092 !!!
ep/it:10-  19 niter:  3850  15m 58s (- 778m 21s) completed:  2%) loss_emb: 0.0038  loss: 2.0494  acc: 0.5067  lr: 0.0002 
ep/it:10-  69 niter:  3900  16m 10s (- 777m 48s) completed:  2%) loss_emb: 0.0037  loss: 2.0084  acc: 0.5179  lr: 0.0002 
ep/it:10- 119 niter:  3950  16m 22s (- 777m 19s) completed:  2%) loss_emb: 0.0038  loss: 2.0407  acc: 0.5103  lr: 0.0002 
ep/it:10- 169 niter:  4000  16m 34s (- 776m 36s) completed:  2%) loss_emb: 0.0037  loss: 2.0115  acc: 0.5166  lr: 0.0002 
ep/it:10- 219 niter:  4050  16m 46s (- 776m 11s) completed:  2%) loss_emb: 0.0037  loss: 2.0181  acc: 0.5155  lr: 0.0002 
ep/it:10- 269 niter:  4100  16m 58s (- 775m 31s) completed:  2%) loss_emb: 0.0037  loss: 2.0102  acc: 0.5174  lr: 0.0002 
ep/it:10- 319 niter:  4150  17m 10s (- 775m 3s) completed:  2%) loss_emb: 0.0037  loss: 1.9911  acc: 0.5226  lr: 0.0002 
ep/it:10- 369 niter:  4200  17m 21s (- 774m 24s) completed:  2%) loss_emb: 0.0036  loss: 1.9663  acc: 0.5287  lr: 0.0002 
Validation time:
Validation loss:1.873, accuracy:0.545
Improved accuracy from 0.53 to 0.5452385544776917!!!
ep/it:11-  36 niter:  4250  17m 35s (- 775m 4s) completed:  2%) loss_emb: 0.0037  loss: 1.9788  acc: 0.5248  lr: 0.0002 
ep/it:11-  86 niter:  4300  17m 47s (- 774m 37s) completed:  2%) loss_emb: 0.0037  loss: 1.9652  acc: 0.5242  lr: 0.0002 
ep/it:11- 136 niter:  4350  17m 59s (- 773m 56s) completed:  2%) loss_emb: 0.0037  loss: 1.9763  acc: 0.5244  lr: 0.0002 
ep/it:11- 186 niter:  4400  18m 11s (- 773m 29s) completed:  2%) loss_emb: 0.0037  loss: 1.9830  acc: 0.5245  lr: 0.0002 
ep/it:11- 236 niter:  4450  18m 23s (- 772m 53s) completed:  2%) loss_emb: 0.0037  loss: 1.9835  acc: 0.5230  lr: 0.0002 
ep/it:11- 286 niter:  4500  18m 35s (- 772m 24s) completed:  2%) loss_emb: 0.0036  loss: 1.9670  acc: 0.5301  lr: 0.0002 
ep/it:11- 336 niter:  4550  18m 47s (- 771m 52s) completed:  2%) loss_emb: 0.0036  loss: 1.9518  acc: 0.5309  lr: 0.0002 
Validation time:
Validation loss:1.856, accuracy:0.553
Improved accuracy from 0.55 to 0.5526557849801105!!!
ep/it:12-   3 niter:  4600  19m 0s (- 772m 25s) completed:  2%) loss_emb: 0.0036  loss: 1.9453  acc: 0.5307  lr: 0.0002 
ep/it:12-  53 niter:  4650  19m 12s (- 772m 0s) completed:  2%) loss_emb: 0.0036  loss: 1.9209  acc: 0.5363  lr: 0.0002 
ep/it:12- 103 niter:  4700  19m 24s (- 771m 33s) completed:  2%) loss_emb: 0.0036  loss: 1.9356  acc: 0.5357  lr: 0.0002 
ep/it:12- 153 niter:  4750  19m 36s (- 770m 58s) completed:  2%) loss_emb: 0.0036  loss: 1.9309  acc: 0.5344  lr: 0.0002 
ep/it:12- 203 niter:  4800  19m 48s (- 770m 32s) completed:  2%) loss_emb: 0.0036  loss: 1.9211  acc: 0.5371  lr: 0.0002 
ep/it:12- 253 niter:  4850  20m 0s (- 769m 59s) completed:  2%) loss_emb: 0.0036  loss: 1.9115  acc: 0.5376  lr: 0.0002 
ep/it:12- 303 niter:  4900  20m 12s (- 769m 35s) completed:  2%) loss_emb: 0.0035  loss: 1.8929  acc: 0.5432  lr: 0.0002 
ep/it:12- 353 niter:  4950  20m 24s (- 769m 0s) completed:  2%) loss_emb: 0.0036  loss: 1.9266  acc: 0.5369  lr: 0.0002 
Validation time:
Validation loss:1.813, accuracy:0.562
Improved accuracy from 0.55 to 0.5618091199709021!!!
ep/it:13-  20 niter:  5000  20m 38s (- 769m 40s) completed:  2%) loss_emb: 0.0035  loss: 1.9088  acc: 0.5409  lr: 0.0002 
ep/it:13-  70 niter:  5050  20m 50s (- 769m 21s) completed:  2%) loss_emb: 0.0035  loss: 1.8889  acc: 0.5453  lr: 0.0002 
ep/it:13- 120 niter:  5100  21m 2s (- 768m 50s) completed:  2%) loss_emb: 0.0036  loss: 1.9155  acc: 0.5376  lr: 0.0002 
ep/it:13- 170 niter:  5150  21m 14s (- 768m 26s) completed:  2%) loss_emb: 0.0036  loss: 1.9273  acc: 0.5330  lr: 0.0002 
ep/it:13- 220 niter:  5200  21m 26s (- 768m 0s) completed:  2%) loss_emb: 0.0035  loss: 1.8855  acc: 0.5456  lr: 0.0002 
ep/it:13- 270 niter:  5250  21m 38s (- 767m 28s) completed:  2%) loss_emb: 0.0035  loss: 1.8763  acc: 0.5499  lr: 0.0002 
ep/it:13- 320 niter:  5300  21m 49s (- 767m 2s) completed:  2%) loss_emb: 0.0035  loss: 1.8614  acc: 0.5505  lr: 0.0002 
ep/it:13- 370 niter:  5350  22m 1s (- 766m 37s) completed:  2%) loss_emb: 0.0035  loss: 1.8520  acc: 0.5519  lr: 0.0002 
Validation time:
Validation loss:1.793, accuracy:0.568
Improved accuracy from 0.56 to 0.5681778037029764!!!
ep/it:14-  37 niter:  5400  22m 15s (- 767m 2s) completed:  2%) loss_emb: 0.0035  loss: 1.8651  acc: 0.5498  lr: 0.0002 
ep/it:14-  87 niter:  5450  22m 27s (- 766m 36s) completed:  2%) loss_emb: 0.0035  loss: 1.8596  acc: 0.5478  lr: 0.0002 
ep/it:14- 137 niter:  5500  22m 39s (- 766m 13s) completed:  2%) loss_emb: 0.0035  loss: 1.8641  acc: 0.5502  lr: 0.0002 
ep/it:14- 187 niter:  5550  22m 51s (- 765m 46s) completed:  2%) loss_emb: 0.0035  loss: 1.8705  acc: 0.5488  lr: 0.0002 
ep/it:14- 237 niter:  5600  23m 3s (- 765m 25s) completed:  2%) loss_emb: 0.0035  loss: 1.8781  acc: 0.5413  lr: 0.0002 
ep/it:14- 287 niter:  5650  23m 15s (- 764m 53s) completed:  2%) loss_emb: 0.0034  loss: 1.8505  acc: 0.5525  lr: 0.0002 
ep/it:14- 337 niter:  5700  23m 27s (- 764m 31s) completed:  2%) loss_emb: 0.0034  loss: 1.8541  acc: 0.5507  lr: 0.0002 
Validation time:
Validation loss:1.787, accuracy:0.566
--> 	 Eva. Ep 15 :, FID. 16.5118, Diversity Real. 9.5677, Diversity. 5.7965, R_precision_real. [0.5212766  0.69547872 0.80319149], R_precision. [0.17220745 0.29853723 0.37367021], matching_score_real. 2.866889476776123, matching_score_pred. 6.087435245513916
--> --> 	 FID Improved from 17.65426 to 16.51180 !!!
--> --> 	 matching_score Improved from 6.32912 to 6.08744 !!!
--> --> 	 Diversity Improved from 5.60170 to 5.79645 !!!
--> --> 	 Top1 Improved from 0.1277 to 0.1722 !!!
--> --> 	 Top2 Improved from 0.2201 to 0.2985 !!!
--> --> 	 Top3 Improved from 0.3092 to 0.3737 !!!
ep/it:15-   4 niter:  5750  23m 47s (- 768m 45s) completed:  3%) loss_emb: 0.0034  loss: 1.8311  acc: 0.5536  lr: 0.0002 
ep/it:15-  54 niter:  5800  23m 59s (- 768m 20s) completed:  3%) loss_emb: 0.0034  loss: 1.8552  acc: 0.5538  lr: 0.0002 
ep/it:15- 104 niter:  5850  24m 11s (- 767m 46s) completed:  3%) loss_emb: 0.0035  loss: 1.8844  acc: 0.5443  lr: 0.0002 
ep/it:15- 154 niter:  5900  24m 23s (- 767m 14s) completed:  3%) loss_emb: 0.0034  loss: 1.8465  acc: 0.5532  lr: 0.0002 
ep/it:15- 204 niter:  5950  24m 35s (- 766m 39s) completed:  3%) loss_emb: 0.0034  loss: 1.8124  acc: 0.5599  lr: 0.0002 
ep/it:15- 254 niter:  6000  24m 46s (- 766m 1s) completed:  3%) loss_emb: 0.0034  loss: 1.8047  acc: 0.5621  lr: 0.0002 
ep/it:15- 304 niter:  6050  24m 58s (- 765m 41s) completed:  3%) loss_emb: 0.0034  loss: 1.8274  acc: 0.5582  lr: 0.0002 
ep/it:15- 354 niter:  6100  25m 10s (- 765m 10s) completed:  3%) loss_emb: 0.0034  loss: 1.8366  acc: 0.5532  lr: 0.0002 
Validation time:
Validation loss:1.789, accuracy:0.568
ep/it:16-  21 niter:  6150  25m 24s (- 765m 32s) completed:  3%) loss_emb: 0.0034  loss: 1.8449  acc: 0.5528  lr: 0.0002 
ep/it:16-  71 niter:  6200  25m 36s (- 765m 10s) completed:  3%) loss_emb: 0.0034  loss: 1.8006  acc: 0.5622  lr: 0.0002 
ep/it:16- 121 niter:  6250  25m 47s (- 764m 41s) completed:  3%) loss_emb: 0.0034  loss: 1.8124  acc: 0.5616  lr: 0.0002 
ep/it:16- 171 niter:  6300  25m 59s (- 764m 17s) completed:  3%) loss_emb: 0.0034  loss: 1.8355  acc: 0.5570  lr: 0.0002 
ep/it:16- 221 niter:  6350  26m 11s (- 763m 48s) completed:  3%) loss_emb: 0.0034  loss: 1.7955  acc: 0.5620  lr: 0.0002 
ep/it:16- 271 niter:  6400  26m 23s (- 763m 28s) completed:  3%) loss_emb: 0.0034  loss: 1.8011  acc: 0.5605  lr: 0.0002 
ep/it:16- 321 niter:  6450  26m 35s (- 763m 5s) completed:  3%) loss_emb: 0.0034  loss: 1.8209  acc: 0.5587  lr: 0.0002 
ep/it:16- 371 niter:  6500  26m 47s (- 762m 37s) completed:  3%) loss_emb: 0.0034  loss: 1.7989  acc: 0.5625  lr: 0.0002 
Validation time:
Validation loss:1.751, accuracy:0.573
Improved accuracy from 0.57 to 0.5730760849040487!!!
ep/it:17-  38 niter:  6550  27m 1s (- 762m 57s) completed:  3%) loss_emb: 0.0034  loss: 1.8266  acc: 0.5537  lr: 0.0002 
ep/it:17-  88 niter:  6600  27m 13s (- 762m 35s) completed:  3%) loss_emb: 0.0034  loss: 1.8105  acc: 0.5612  lr: 0.0002 
ep/it:17- 138 niter:  6650  27m 25s (- 762m 8s) completed:  3%) loss_emb: 0.0034  loss: 1.7954  acc: 0.5632  lr: 0.0002 
ep/it:17- 188 niter:  6700  27m 37s (- 761m 43s) completed:  3%) loss_emb: 0.0034  loss: 1.8012  acc: 0.5635  lr: 0.0002 
ep/it:17- 238 niter:  6750  27m 48s (- 761m 18s) completed:  3%) loss_emb: 0.0034  loss: 1.7913  acc: 0.5629  lr: 0.0002 
ep/it:17- 288 niter:  6800  28m 0s (- 760m 51s) completed:  3%) loss_emb: 0.0033  loss: 1.7845  acc: 0.5654  lr: 0.0002 
ep/it:17- 338 niter:  6850  28m 12s (- 760m 27s) completed:  3%) loss_emb: 0.0033  loss: 1.7801  acc: 0.5648  lr: 0.0002 
Validation time:
Validation loss:1.701, accuracy:0.584
Improved accuracy from 0.57 to 0.5839914860932723!!!
ep/it:18-   5 niter:  6900  28m 26s (- 760m 43s) completed:  3%) loss_emb: 0.0033  loss: 1.7735  acc: 0.5692  lr: 0.0002 
ep/it:18-  55 niter:  6950  28m 37s (- 760m 16s) completed:  3%) loss_emb: 0.0033  loss: 1.7871  acc: 0.5652  lr: 0.0002 
ep/it:18- 105 niter:  7000  28m 49s (- 759m 49s) completed:  3%) loss_emb: 0.0033  loss: 1.7807  acc: 0.5654  lr: 0.0002 
ep/it:18- 155 niter:  7050  29m 1s (- 759m 31s) completed:  3%) loss_emb: 0.0033  loss: 1.7665  acc: 0.5696  lr: 0.0002 
ep/it:18- 205 niter:  7100  29m 13s (- 759m 6s) completed:  3%) loss_emb: 0.0034  loss: 1.8085  acc: 0.5601  lr: 0.0002 
ep/it:18- 255 niter:  7150  29m 25s (- 758m 46s) completed:  3%) loss_emb: 0.0033  loss: 1.7510  acc: 0.5696  lr: 0.0002 
ep/it:18- 305 niter:  7200  29m 37s (- 758m 20s) completed:  3%) loss_emb: 0.0033  loss: 1.7748  acc: 0.5696  lr: 0.0002 
ep/it:18- 355 niter:  7250  29m 49s (- 758m 9s) completed:  3%) loss_emb: 0.0033  loss: 1.7906  acc: 0.5630  lr: 0.0002 
Validation time:
Validation loss:1.684, accuracy:0.592
Improved accuracy from 0.58 to 0.5923869609832764!!!
ep/it:19-  22 niter:  7300  30m 3s (- 758m 26s) completed:  3%) loss_emb: 0.0033  loss: 1.7865  acc: 0.5654  lr: 0.0002 
ep/it:19-  72 niter:  7350  30m 15s (- 758m 1s) completed:  3%) loss_emb: 0.0033  loss: 1.7774  acc: 0.5654  lr: 0.0002 
ep/it:19- 122 niter:  7400  30m 27s (- 757m 41s) completed:  3%) loss_emb: 0.0033  loss: 1.7698  acc: 0.5679  lr: 0.0002 
ep/it:19- 172 niter:  7450  30m 39s (- 757m 15s) completed:  3%) loss_emb: 0.0033  loss: 1.7832  acc: 0.5641  lr: 0.0002 
ep/it:19- 222 niter:  7500  30m 51s (- 756m 54s) completed:  3%) loss_emb: 0.0033  loss: 1.7686  acc: 0.5702  lr: 0.0002 
ep/it:19- 272 niter:  7550  31m 2s (- 756m 30s) completed:  3%) loss_emb: 0.0033  loss: 1.7401  acc: 0.5764  lr: 0.0002 
ep/it:19- 322 niter:  7600  31m 14s (- 756m 9s) completed:  3%) loss_emb: 0.0033  loss: 1.7697  acc: 0.5693  lr: 0.0002 
ep/it:19- 372 niter:  7650  31m 26s (- 755m 43s) completed:  3%) loss_emb: 0.0033  loss: 1.7686  acc: 0.5693  lr: 0.0002 
Validation time:
Validation loss:1.664, accuracy:0.596
Improved accuracy from 0.59 to 0.5960830475973047!!!
--> 	 Eva. Ep 20 :, FID. 15.4997, Diversity Real. 9.3330, Diversity. 5.8807, R_precision_real. [0.51728723 0.70744681 0.79986702], R_precision. [0.18218085 0.30452128 0.39760638], matching_score_real. 2.8921022415161133, matching_score_pred. 5.9662909507751465
--> --> 	 FID Improved from 16.51180 to 15.49971 !!!
--> --> 	 matching_score Improved from 6.08744 to 5.96629 !!!
--> --> 	 Diversity Improved from 5.79645 to 5.88074 !!!
--> --> 	 Top1 Improved from 0.1722 to 0.1822 !!!
--> --> 	 Top2 Improved from 0.2985 to 0.3045 !!!
--> --> 	 Top3 Improved from 0.3737 to 0.3976 !!!
ep/it:20-  39 niter:  7700  31m 47s (- 758m 52s) completed:  4%) loss_emb: 0.0033  loss: 1.7387  acc: 0.5744  lr: 0.0002 
ep/it:20-  89 niter:  7750  31m 59s (- 758m 32s) completed:  4%) loss_emb: 0.0033  loss: 1.7512  acc: 0.5732  lr: 0.0002 
ep/it:20- 139 niter:  7800  32m 11s (- 758m 7s) completed:  4%) loss_emb: 0.0033  loss: 1.7435  acc: 0.5740  lr: 0.0002 
ep/it:20- 189 niter:  7850  32m 23s (- 757m 41s) completed:  4%) loss_emb: 0.0033  loss: 1.7678  acc: 0.5663  lr: 0.0002 
ep/it:20- 239 niter:  7900  32m 35s (- 757m 15s) completed:  4%) loss_emb: 0.0032  loss: 1.7298  acc: 0.5785  lr: 0.0002 
ep/it:20- 289 niter:  7950  32m 46s (- 756m 50s) completed:  4%) loss_emb: 0.0033  loss: 1.7380  acc: 0.5753  lr: 0.0002 
ep/it:20- 339 niter:  8000  32m 58s (- 756m 30s) completed:  4%) loss_emb: 0.0032  loss: 1.7317  acc: 0.5781  lr: 0.0002 
Validation time:
Validation loss:1.645, accuracy:0.596
Improved accuracy from 0.60 to 0.5962280086849047!!!
ep/it:21-   6 niter:  8050  33m 12s (- 756m 47s) completed:  4%) loss_emb: 0.0033  loss: 1.7553  acc: 0.5737  lr: 0.0002 
ep/it:21-  56 niter:  8100  33m 24s (- 756m 22s) completed:  4%) loss_emb: 0.0032  loss: 1.7412  acc: 0.5762  lr: 0.0002 
ep/it:21- 106 niter:  8150  33m 36s (- 756m 1s) completed:  4%) loss_emb: 0.0033  loss: 1.7472  acc: 0.5733  lr: 0.0002 
ep/it:21- 156 niter:  8200  33m 48s (- 755m 36s) completed:  4%) loss_emb: 0.0032  loss: 1.7162  acc: 0.5774  lr: 0.0002 
ep/it:21- 206 niter:  8250  33m 59s (- 755m 11s) completed:  4%) loss_emb: 0.0033  loss: 1.7402  acc: 0.5758  lr: 0.0002 
ep/it:21- 256 niter:  8300  34m 11s (- 754m 46s) completed:  4%) loss_emb: 0.0032  loss: 1.7333  acc: 0.5757  lr: 0.0002 
ep/it:21- 306 niter:  8350  34m 23s (- 754m 22s) completed:  4%) loss_emb: 0.0032  loss: 1.7231  acc: 0.5779  lr: 0.0002 
ep/it:21- 356 niter:  8400  34m 35s (- 754m 1s) completed:  4%) loss_emb: 0.0033  loss: 1.7558  acc: 0.5720  lr: 0.0002 
Validation time:
Validation loss:1.669, accuracy:0.591
ep/it:22-  23 niter:  8450  34m 48s (- 754m 12s) completed:  4%) loss_emb: 0.0033  loss: 1.7589  acc: 0.5711  lr: 0.0002 
ep/it:22-  73 niter:  8500  35m 1s (- 753m 53s) completed:  4%) loss_emb: 0.0033  loss: 1.7305  acc: 0.5749  lr: 0.0002 
ep/it:22- 123 niter:  8550  35m 12s (- 753m 30s) completed:  4%) loss_emb: 0.0032  loss: 1.6992  acc: 0.5848  lr: 0.0002 
ep/it:22- 173 niter:  8600  35m 24s (- 753m 10s) completed:  4%) loss_emb: 0.0033  loss: 1.7435  acc: 0.5724  lr: 0.0002 
ep/it:22- 223 niter:  8650  35m 36s (- 752m 51s) completed:  4%) loss_emb: 0.0032  loss: 1.7006  acc: 0.5817  lr: 0.0002 
ep/it:22- 273 niter:  8700  35m 48s (- 752m 28s) completed:  4%) loss_emb: 0.0032  loss: 1.7147  acc: 0.5778  lr: 0.0002 
ep/it:22- 323 niter:  8750  36m 0s (- 752m 8s) completed:  4%) loss_emb: 0.0032  loss: 1.7014  acc: 0.5819  lr: 0.0002 
ep/it:22- 373 niter:  8800  36m 12s (- 751m 50s) completed:  4%) loss_emb: 0.0032  loss: 1.7201  acc: 0.5806  lr: 0.0002 
Validation time:
Validation loss:1.681, accuracy:0.590
ep/it:23-  40 niter:  8850  36m 26s (- 752m 0s) completed:  4%) loss_emb: 0.0033  loss: 1.7226  acc: 0.5751  lr: 0.0002 
ep/it:23-  90 niter:  8900  36m 38s (- 751m 42s) completed:  4%) loss_emb: 0.0032  loss: 1.7179  acc: 0.5788  lr: 0.0002 
ep/it:23- 140 niter:  8950  36m 50s (- 751m 18s) completed:  4%) loss_emb: 0.0032  loss: 1.6950  acc: 0.5818  lr: 0.0002 
ep/it:23- 190 niter:  9000  37m 2s (- 750m 59s) completed:  4%) loss_emb: 0.0032  loss: 1.7016  acc: 0.5840  lr: 0.0002 
ep/it:23- 240 niter:  9050  37m 14s (- 750m 37s) completed:  4%) loss_emb: 0.0032  loss: 1.7048  acc: 0.5790  lr: 0.0002 
ep/it:23- 290 niter:  9100  37m 25s (- 750m 15s) completed:  4%) loss_emb: 0.0032  loss: 1.6992  acc: 0.5826  lr: 0.0002 
ep/it:23- 340 niter:  9150  37m 37s (- 749m 56s) completed:  4%) loss_emb: 0.0032  loss: 1.7002  acc: 0.5821  lr: 0.0002 
Validation time:
Validation loss:1.619, accuracy:0.598
Improved accuracy from 0.60 to 0.5984632398771204!!!
ep/it:24-   7 niter:  9200  37m 51s (- 750m 8s) completed:  4%) loss_emb: 0.0032  loss: 1.7274  acc: 0.5754  lr: 0.0002 
ep/it:24-  57 niter:  9250  38m 3s (- 749m 45s) completed:  4%) loss_emb: 0.0032  loss: 1.6925  acc: 0.5822  lr: 0.0002 
ep/it:24- 107 niter:  9300  38m 15s (- 749m 26s) completed:  4%) loss_emb: 0.0032  loss: 1.7033  acc: 0.5815  lr: 0.0002 
ep/it:24- 157 niter:  9350  38m 26s (- 749m 3s) completed:  4%) loss_emb: 0.0032  loss: 1.6825  acc: 0.5871  lr: 0.0002 
ep/it:24- 207 niter:  9400  38m 39s (- 748m 45s) completed:  4%) loss_emb: 0.0032  loss: 1.6993  acc: 0.5860  lr: 0.0002 
ep/it:24- 257 niter:  9450  38m 50s (- 748m 22s) completed:  4%) loss_emb: 0.0032  loss: 1.6985  acc: 0.5831  lr: 0.0002 
ep/it:24- 307 niter:  9500  39m 2s (- 748m 4s) completed:  4%) loss_emb: 0.0032  loss: 1.7081  acc: 0.5826  lr: 0.0002 
ep/it:24- 357 niter:  9550  39m 14s (- 747m 43s) completed:  4%) loss_emb: 0.0032  loss: 1.6913  acc: 0.5830  lr: 0.0002 
Validation time:
Validation loss:1.631, accuracy:0.597
--> 	 Eva. Ep 25 :, FID. 13.9920, Diversity Real. 9.6391, Diversity. 6.0900, R_precision_real. [0.49601064 0.68351064 0.77792553], R_precision. [0.1668883  0.29055851 0.38231383], matching_score_real. 2.9314916133880615, matching_score_pred. 5.939428329467773
--> --> 	 FID Improved from 15.49971 to 13.99200 !!!
--> --> 	 matching_score Improved from 5.96629 to 5.93943 !!!
--> --> 	 Diversity Improved from 5.88074 to 6.08998 !!!
ep/it:25-  24 niter:  9600  39m 35s (- 750m 7s) completed:  5%) loss_emb: 0.0032  loss: 1.6609  acc: 0.5891  lr: 0.0002 
ep/it:25-  74 niter:  9650  39m 47s (- 749m 46s) completed:  5%) loss_emb: 0.0032  loss: 1.6997  acc: 0.5788  lr: 0.0002 
ep/it:25- 124 niter:  9700  39m 59s (- 749m 23s) completed:  5%) loss_emb: 0.0032  loss: 1.7134  acc: 0.5764  lr: 0.0002 
ep/it:25- 174 niter:  9750  40m 10s (- 749m 0s) completed:  5%) loss_emb: 0.0032  loss: 1.6698  acc: 0.5877  lr: 0.0002 
ep/it:25- 224 niter:  9800  40m 22s (- 748m 38s) completed:  5%) loss_emb: 0.0032  loss: 1.6942  acc: 0.5830  lr: 0.0002 
ep/it:25- 274 niter:  9850  40m 34s (- 748m 21s) completed:  5%) loss_emb: 0.0032  loss: 1.7044  acc: 0.5802  lr: 0.0002 
ep/it:25- 324 niter:  9900  40m 46s (- 747m 59s) completed:  5%) loss_emb: 0.0032  loss: 1.6991  acc: 0.5830  lr: 0.0002 
ep/it:25- 374 niter:  9950  40m 58s (- 747m 36s) completed:  5%) loss_emb: 0.0032  loss: 1.7052  acc: 0.5811  lr: 0.0002 
Validation time:
Validation loss:1.601, accuracy:0.607
Improved accuracy from 0.60 to 0.6065379329349684!!!
ep/it:26-  41 niter: 10000  41m 12s (- 747m 46s) completed:  5%) loss_emb: 0.0032  loss: 1.6755  acc: 0.5869  lr: 0.0002 
ep/it:26-  91 niter: 10050  41m 24s (- 747m 37s) completed:  5%) loss_emb: 0.0031  loss: 1.6657  acc: 0.5899  lr: 0.0002 
ep/it:26- 141 niter: 10100  41m 36s (- 747m 15s) completed:  5%) loss_emb: 0.0032  loss: 1.7020  acc: 0.5809  lr: 0.0002 
ep/it:26- 191 niter: 10150  41m 48s (- 746m 56s) completed:  5%) loss_emb: 0.0031  loss: 1.6701  acc: 0.5886  lr: 0.0002 
ep/it:26- 241 niter: 10200  42m 0s (- 746m 38s) completed:  5%) loss_emb: 0.0032  loss: 1.6829  acc: 0.5876  lr: 0.0002 
ep/it:26- 291 niter: 10250  42m 12s (- 746m 17s) completed:  5%) loss_emb: 0.0032  loss: 1.7051  acc: 0.5832  lr: 0.0002 
ep/it:26- 341 niter: 10300  42m 24s (- 745m 59s) completed:  5%) loss_emb: 0.0031  loss: 1.6678  acc: 0.5932  lr: 0.0002 
Validation time:
Validation loss:1.614, accuracy:0.602
ep/it:27-   8 niter: 10350  42m 37s (- 746m 4s) completed:  5%) loss_emb: 0.0032  loss: 1.6861  acc: 0.5834  lr: 0.0002 
ep/it:27-  58 niter: 10400  42m 49s (- 745m 42s) completed:  5%) loss_emb: 0.0032  loss: 1.6640  acc: 0.5865  lr: 0.0002 
ep/it:27- 108 niter: 10450  43m 1s (- 745m 24s) completed:  5%) loss_emb: 0.0032  loss: 1.6810  acc: 0.5839  lr: 0.0002 
ep/it:27- 158 niter: 10500  43m 13s (- 745m 2s) completed:  5%) loss_emb: 0.0031  loss: 1.6465  acc: 0.5954  lr: 0.0002 
ep/it:27- 208 niter: 10550  43m 25s (- 744m 42s) completed:  5%) loss_emb: 0.0031  loss: 1.6727  acc: 0.5889  lr: 0.0002 
ep/it:27- 258 niter: 10600  43m 37s (- 744m 25s) completed:  5%) loss_emb: 0.0032  loss: 1.6706  acc: 0.5869  lr: 0.0002 
ep/it:27- 308 niter: 10650  43m 49s (- 744m 5s) completed:  5%) loss_emb: 0.0031  loss: 1.6501  acc: 0.5918  lr: 0.0002 
ep/it:27- 358 niter: 10700  44m 0s (- 743m 43s) completed:  5%) loss_emb: 0.0032  loss: 1.6905  acc: 0.5840  lr: 0.0002 
Validation time:
Validation loss:1.592, accuracy:0.608
Improved accuracy from 0.61 to 0.6077899673710698!!!
ep/it:28-  25 niter: 10750  44m 14s (- 743m 55s) completed:  5%) loss_emb: 0.0031  loss: 1.6570  acc: 0.5920  lr: 0.0002 
ep/it:28-  75 niter: 10800  44m 26s (- 743m 34s) completed:  5%) loss_emb: 0.0031  loss: 1.6617  acc: 0.5875  lr: 0.0002 
ep/it:28- 125 niter: 10850  44m 38s (- 743m 14s) completed:  5%) loss_emb: 0.0031  loss: 1.6342  acc: 0.5955  lr: 0.0002 
ep/it:28- 175 niter: 10900  44m 50s (- 742m 56s) completed:  5%) loss_emb: 0.0032  loss: 1.6731  acc: 0.5866  lr: 0.0002 
ep/it:28- 225 niter: 10950  45m 2s (- 742m 35s) completed:  5%) loss_emb: 0.0031  loss: 1.6373  acc: 0.5939  lr: 0.0002 
ep/it:28- 275 niter: 11000  45m 13s (- 742m 13s) completed:  5%) loss_emb: 0.0031  loss: 1.6637  acc: 0.5909  lr: 0.0002 
ep/it:28- 325 niter: 11050  45m 26s (- 741m 57s) completed:  5%) loss_emb: 0.0032  loss: 1.6703  acc: 0.5859  lr: 0.0002 
ep/it:28- 375 niter: 11100  45m 37s (- 741m 35s) completed:  5%) loss_emb: 0.0032  loss: 1.6960  acc: 0.5821  lr: 0.0002 
Validation time:
Validation loss:1.598, accuracy:0.604
ep/it:29-  42 niter: 11150  45m 51s (- 741m 40s) completed:  5%) loss_emb: 0.0031  loss: 1.6536  acc: 0.5913  lr: 0.0002 
ep/it:29-  92 niter: 11200  46m 3s (- 741m 20s) completed:  5%) loss_emb: 0.0031  loss: 1.6745  acc: 0.5892  lr: 0.0002 
ep/it:29- 142 niter: 11250  46m 15s (- 741m 5s) completed:  5%) loss_emb: 0.0031  loss: 1.6719  acc: 0.5883  lr: 0.0002 
ep/it:29- 192 niter: 11300  46m 27s (- 740m 46s) completed:  5%) loss_emb: 0.0031  loss: 1.6632  acc: 0.5900  lr: 0.0002 
ep/it:29- 242 niter: 11350  46m 38s (- 740m 25s) completed:  5%) loss_emb: 0.0032  loss: 1.6689  acc: 0.5871  lr: 0.0002 
ep/it:29- 292 niter: 11400  46m 50s (- 740m 4s) completed:  5%) loss_emb: 0.0031  loss: 1.6507  acc: 0.5903  lr: 0.0002 
ep/it:29- 342 niter: 11450  47m 2s (- 739m 43s) completed:  5%) loss_emb: 0.0031  loss: 1.6404  acc: 0.5954  lr: 0.0002 
Validation time:
Validation loss:1.596, accuracy:0.603
--> 	 Eva. Ep 30 :, FID. 14.4051, Diversity Real. 9.3222, Diversity. 5.9191, R_precision_real. [0.50332447 0.71343085 0.79853723], R_precision. [0.17420213 0.28789894 0.38164894], matching_score_real. 2.907001256942749, matching_score_pred. 5.957489490509033
ep/it:30-   9 niter: 11500  47m 23s (- 741m 47s) completed:  6%) loss_emb: 0.0031  loss: 1.6419  acc: 0.5948  lr: 0.0002 
ep/it:30-  59 niter: 11550  47m 35s (- 741m 29s) completed:  6%) loss_emb: 0.0031  loss: 1.6487  acc: 0.5920  lr: 0.0002 
ep/it:30- 109 niter: 11600  47m 47s (- 741m 16s) completed:  6%) loss_emb: 0.0031  loss: 1.6395  acc: 0.5932  lr: 0.0002 
ep/it:30- 159 niter: 11650  48m 0s (- 741m 0s) completed:  6%) loss_emb: 0.0031  loss: 1.6267  acc: 0.5950  lr: 0.0002 
ep/it:30- 209 niter: 11700  48m 11s (- 740m 40s) completed:  6%) loss_emb: 0.0031  loss: 1.6420  acc: 0.5942  lr: 0.0002 
ep/it:30- 259 niter: 11750  48m 23s (- 740m 24s) completed:  6%) loss_emb: 0.0031  loss: 1.6406  acc: 0.5919  lr: 0.0002 
ep/it:30- 309 niter: 11800  48m 35s (- 740m 6s) completed:  6%) loss_emb: 0.0031  loss: 1.6585  acc: 0.5877  lr: 0.0002 
ep/it:30- 359 niter: 11850  48m 47s (- 739m 46s) completed:  6%) loss_emb: 0.0031  loss: 1.6210  acc: 0.5995  lr: 0.0002 
Validation time:
Validation loss:1.606, accuracy:0.602
ep/it:31-  26 niter: 11900  49m 1s (- 739m 56s) completed:  6%) loss_emb: 0.0031  loss: 1.6565  acc: 0.5910  lr: 0.0002 
ep/it:31-  76 niter: 11950  49m 13s (- 739m 35s) completed:  6%) loss_emb: 0.0031  loss: 1.6305  acc: 0.5971  lr: 0.0002 
ep/it:31- 126 niter: 12000  49m 25s (- 739m 18s) completed:  6%) loss_emb: 0.0031  loss: 1.6342  acc: 0.5950  lr: 0.0002 
ep/it:31- 176 niter: 12050  49m 37s (- 738m 57s) completed:  6%) loss_emb: 0.0031  loss: 1.6513  acc: 0.5913  lr: 0.0002 
ep/it:31- 226 niter: 12100  49m 49s (- 738m 41s) completed:  6%) loss_emb: 0.0031  loss: 1.6292  acc: 0.5963  lr: 0.0002 
ep/it:31- 276 niter: 12150  50m 1s (- 738m 21s) completed:  6%) loss_emb: 0.0031  loss: 1.6331  acc: 0.5947  lr: 0.0002 
ep/it:31- 326 niter: 12200  50m 13s (- 738m 4s) completed:  6%) loss_emb: 0.0031  loss: 1.6296  acc: 0.5968  lr: 0.0002 
ep/it:31- 376 niter: 12250  50m 25s (- 737m 43s) completed:  6%) loss_emb: 0.0031  loss: 1.6345  acc: 0.5973  lr: 0.0002 
Validation time:
Validation loss:1.556, accuracy:0.614
Improved accuracy from 0.61 to 0.6140706927879996!!!
ep/it:32-  43 niter: 12300  50m 39s (- 737m 55s) completed:  6%) loss_emb: 0.0031  loss: 1.6294  acc: 0.5939  lr: 0.0002 
ep/it:32-  93 niter: 12350  50m 50s (- 737m 35s) completed:  6%) loss_emb: 0.0031  loss: 1.6215  acc: 0.6011  lr: 0.0002 
ep/it:32- 143 niter: 12400  51m 2s (- 737m 19s) completed:  6%) loss_emb: 0.0031  loss: 1.6117  acc: 0.5966  lr: 0.0002 
ep/it:32- 193 niter: 12450  51m 14s (- 736m 59s) completed:  6%) loss_emb: 0.0031  loss: 1.6480  acc: 0.5910  lr: 0.0002 
ep/it:32- 243 niter: 12500  51m 26s (- 736m 39s) completed:  6%) loss_emb: 0.0031  loss: 1.6224  acc: 0.5977  lr: 0.0002 
ep/it:32- 293 niter: 12550  51m 38s (- 736m 23s) completed:  6%) loss_emb: 0.0030  loss: 1.6078  acc: 0.6017  lr: 0.0002 
ep/it:32- 343 niter: 12600  51m 50s (- 736m 4s) completed:  6%) loss_emb: 0.0031  loss: 1.6329  acc: 0.5972  lr: 0.0002 
Validation time:
Validation loss:1.590, accuracy:0.607
ep/it:33-  10 niter: 12650  52m 4s (- 736m 11s) completed:  6%) loss_emb: 0.0031  loss: 1.6516  acc: 0.5919  lr: 0.0002 
ep/it:33-  60 niter: 12700  52m 16s (- 735m 51s) completed:  6%) loss_emb: 0.0031  loss: 1.6252  acc: 0.5993  lr: 0.0002 
ep/it:33- 110 niter: 12750  52m 27s (- 735m 31s) completed:  6%) loss_emb: 0.0031  loss: 1.6311  acc: 0.5942  lr: 0.0002 
ep/it:33- 160 niter: 12800  52m 39s (- 735m 12s) completed:  6%) loss_emb: 0.0031  loss: 1.6031  acc: 0.5994  lr: 0.0002 
ep/it:33- 210 niter: 12850  52m 51s (- 734m 55s) completed:  6%) loss_emb: 0.0031  loss: 1.6276  acc: 0.5971  lr: 0.0002 
ep/it:33- 260 niter: 12900  53m 3s (- 734m 35s) completed:  6%) loss_emb: 0.0031  loss: 1.6402  acc: 0.5906  lr: 0.0002 
ep/it:33- 310 niter: 12950  53m 15s (- 734m 15s) completed:  6%) loss_emb: 0.0031  loss: 1.6286  acc: 0.5957  lr: 0.0002 
ep/it:33- 360 niter: 13000  53m 27s (- 733m 55s) completed:  6%) loss_emb: 0.0030  loss: 1.5976  acc: 0.6050  lr: 0.0002 
Validation time:
Validation loss:1.571, accuracy:0.612
ep/it:34-  27 niter: 13050  53m 40s (- 734m 0s) completed:  6%) loss_emb: 0.0031  loss: 1.6421  acc: 0.5956  lr: 0.0002 
ep/it:34-  77 niter: 13100  53m 52s (- 733m 44s) completed:  6%) loss_emb: 0.0031  loss: 1.6256  acc: 0.5947  lr: 0.0002 
ep/it:34- 127 niter: 13150  54m 4s (- 733m 25s) completed:  6%) loss_emb: 0.0031  loss: 1.6261  acc: 0.5971  lr: 0.0002 
ep/it:34- 177 niter: 13200  54m 16s (- 733m 5s) completed:  6%) loss_emb: 0.0031  loss: 1.6354  acc: 0.5956  lr: 0.0002 
ep/it:34- 227 niter: 13250  54m 28s (- 732m 46s) completed:  6%) loss_emb: 0.0031  loss: 1.6293  acc: 0.5951  lr: 0.0002 
ep/it:34- 277 niter: 13300  54m 40s (- 732m 27s) completed:  6%) loss_emb: 0.0031  loss: 1.6246  acc: 0.5969  lr: 0.0002 
ep/it:34- 327 niter: 13350  54m 52s (- 732m 12s) completed:  6%) loss_emb: 0.0031  loss: 1.6256  acc: 0.5968  lr: 0.0002 
ep/it:34- 377 niter: 13400  55m 3s (- 731m 53s) completed:  6%) loss_emb: 0.0030  loss: 1.5936  acc: 0.6019  lr: 0.0002 
Validation time:
Validation loss:1.528, accuracy:0.622
Improved accuracy from 0.61 to 0.6216773598090463!!!
--> 	 Eva. Ep 35 :, FID. 14.3362, Diversity Real. 9.5467, Diversity. 5.9576, R_precision_real. [0.53058511 0.72007979 0.80651596], R_precision. [0.18683511 0.32047872 0.40824468], matching_score_real. 2.881654739379883, matching_score_pred. 5.848501205444336
--> --> 	 matching_score Improved from 5.93943 to 5.84850 !!!
--> --> 	 Top1 Improved from 0.1822 to 0.1868 !!!
--> --> 	 Top2 Improved from 0.3045 to 0.3205 !!!
--> --> 	 Top3 Improved from 0.3976 to 0.4082 !!!
ep/it:35-  44 niter: 13450  55m 24s (- 733m 35s) completed:  7%) loss_emb: 0.0031  loss: 1.6272  acc: 0.5940  lr: 0.0002 
ep/it:35-  94 niter: 13500  55m 36s (- 733m 16s) completed:  7%) loss_emb: 0.0030  loss: 1.5944  acc: 0.6028  lr: 0.0002 
ep/it:35- 144 niter: 13550  55m 48s (- 733m 1s) completed:  7%) loss_emb: 0.0030  loss: 1.5918  acc: 0.6058  lr: 0.0002 
ep/it:35- 194 niter: 13600  56m 0s (- 732m 43s) completed:  7%) loss_emb: 0.0030  loss: 1.6006  acc: 0.6000  lr: 0.0002 
ep/it:35- 244 niter: 13650  56m 12s (- 732m 23s) completed:  7%) loss_emb: 0.0030  loss: 1.5929  acc: 0.6040  lr: 0.0002 
ep/it:35- 294 niter: 13700  56m 24s (- 732m 4s) completed:  7%) loss_emb: 0.0031  loss: 1.6128  acc: 0.5975  lr: 0.0002 
ep/it:35- 344 niter: 13750  56m 36s (- 731m 47s) completed:  7%) loss_emb: 0.0031  loss: 1.6132  acc: 0.5968  lr: 0.0002 
Validation time:
Validation loss:1.521, accuracy:0.623
Improved accuracy from 0.62 to 0.6229831083961155!!!
ep/it:36-  11 niter: 13800  56m 50s (- 731m 53s) completed:  7%) loss_emb: 0.0031  loss: 1.6256  acc: 0.5986  lr: 0.0002 
ep/it:36-  61 niter: 13850  57m 2s (- 731m 36s) completed:  7%) loss_emb: 0.0030  loss: 1.5988  acc: 0.6019  lr: 0.0002 
ep/it:36- 111 niter: 13900  57m 14s (- 731m 16s) completed:  7%) loss_emb: 0.0030  loss: 1.5965  acc: 0.6011  lr: 0.0002 
ep/it:36- 161 niter: 13950  57m 26s (- 731m 0s) completed:  7%) loss_emb: 0.0031  loss: 1.6105  acc: 0.5942  lr: 0.0002 
ep/it:36- 211 niter: 14000  57m 37s (- 730m 41s) completed:  7%) loss_emb: 0.0030  loss: 1.6020  acc: 0.6015  lr: 0.0002 
ep/it:36- 261 niter: 14050  57m 49s (- 730m 23s) completed:  7%) loss_emb: 0.0030  loss: 1.5803  acc: 0.6082  lr: 0.0002 
ep/it:36- 311 niter: 14100  58m 1s (- 730m 7s) completed:  7%) loss_emb: 0.0030  loss: 1.5973  acc: 0.6031  lr: 0.0002 
ep/it:36- 361 niter: 14150  58m 13s (- 729m 47s) completed:  7%) loss_emb: 0.0031  loss: 1.6154  acc: 0.5980  lr: 0.0002 
Validation time:
Validation loss:1.583, accuracy:0.606
ep/it:37-  28 niter: 14200  58m 27s (- 729m 54s) completed:  7%) loss_emb: 0.0030  loss: 1.5780  acc: 0.6089  lr: 0.0002 
ep/it:37-  78 niter: 14250  58m 39s (- 729m 34s) completed:  7%) loss_emb: 0.0031  loss: 1.6214  acc: 0.5993  lr: 0.0002 
ep/it:37- 128 niter: 14300  58m 51s (- 729m 19s) completed:  7%) loss_emb: 0.0030  loss: 1.6057  acc: 0.6001  lr: 0.0002 
ep/it:37- 178 niter: 14350  59m 3s (- 729m 3s) completed:  7%) loss_emb: 0.0030  loss: 1.5937  acc: 0.6013  lr: 0.0002 
ep/it:37- 228 niter: 14400  59m 15s (- 728m 44s) completed:  7%) loss_emb: 0.0030  loss: 1.5899  acc: 0.6049  lr: 0.0002 
ep/it:37- 278 niter: 14450  59m 27s (- 728m 28s) completed:  7%) loss_emb: 0.0030  loss: 1.5683  acc: 0.6100  lr: 0.0002 
ep/it:37- 328 niter: 14500  59m 39s (- 728m 8s) completed:  7%) loss_emb: 0.0031  loss: 1.6044  acc: 0.6002  lr: 0.0002 
ep/it:37- 378 niter: 14550  59m 51s (- 727m 53s) completed:  7%) loss_emb: 0.0031  loss: 1.6111  acc: 0.5985  lr: 0.0002 
Validation time:
Validation loss:1.569, accuracy:0.611
ep/it:38-  45 niter: 14600  60m 4s (- 727m 56s) completed:  7%) loss_emb: 0.0030  loss: 1.6053  acc: 0.6000  lr: 0.0002 
ep/it:38-  95 niter: 14650  60m 16s (- 727m 37s) completed:  7%) loss_emb: 0.0030  loss: 1.5655  acc: 0.6087  lr: 0.0002 
ep/it:38- 145 niter: 14700  60m 28s (- 727m 22s) completed:  7%) loss_emb: 0.0031  loss: 1.6093  acc: 0.5996  lr: 0.0002 
ep/it:38- 195 niter: 14750  60m 40s (- 727m 3s) completed:  7%) loss_emb: 0.0031  loss: 1.6097  acc: 0.5967  lr: 0.0002 
ep/it:38- 245 niter: 14800  60m 52s (- 726m 44s) completed:  7%) loss_emb: 0.0030  loss: 1.6062  acc: 0.5994  lr: 0.0002 
ep/it:38- 295 niter: 14850  61m 4s (- 726m 29s) completed:  7%) loss_emb: 0.0030  loss: 1.5875  acc: 0.6059  lr: 0.0002 
ep/it:38- 345 niter: 14900  61m 16s (- 726m 10s) completed:  7%) loss_emb: 0.0029  loss: 1.5256  acc: 0.6190  lr: 0.0002 
Validation time:
Validation loss:1.518, accuracy:0.620
ep/it:39-  12 niter: 14950  61m 29s (- 726m 13s) completed:  7%) loss_emb: 0.0031  loss: 1.6197  acc: 0.5957  lr: 0.0002 
ep/it:39-  62 niter: 15000  61m 41s (- 725m 57s) completed:  7%) loss_emb: 0.0030  loss: 1.5542  acc: 0.6132  lr: 0.0002 
ep/it:39- 112 niter: 15050  61m 53s (- 725m 40s) completed:  7%) loss_emb: 0.0031  loss: 1.6108  acc: 0.5977  lr: 0.0002 
ep/it:39- 162 niter: 15100  62m 5s (- 725m 24s) completed:  7%) loss_emb: 0.0030  loss: 1.5658  acc: 0.6074  lr: 0.0002 
ep/it:39- 212 niter: 15150  62m 17s (- 725m 8s) completed:  7%) loss_emb: 0.0030  loss: 1.5874  acc: 0.6051  lr: 0.0002 
ep/it:39- 262 niter: 15200  62m 29s (- 724m 50s) completed:  7%) loss_emb: 0.0030  loss: 1.5562  acc: 0.6123  lr: 0.0002 
ep/it:39- 312 niter: 15250  62m 41s (- 724m 34s) completed:  7%) loss_emb: 0.0030  loss: 1.5754  acc: 0.6050  lr: 0.0002 
ep/it:39- 362 niter: 15300  62m 53s (- 724m 19s) completed:  7%) loss_emb: 0.0030  loss: 1.5997  acc: 0.6015  lr: 0.0002 
Validation time:
Validation loss:1.504, accuracy:0.621
--> 	 Eva. Ep 40 :, FID. 13.8259, Diversity Real. 9.8627, Diversity. 6.2284, R_precision_real. [0.48803191 0.69547872 0.7918883 ], R_precision. [0.1875     0.31781915 0.40159574], matching_score_real. 2.926525354385376, matching_score_pred. 5.8876051902771
--> --> 	 FID Improved from 13.99200 to 13.82593 !!!
--> --> 	 Diversity Improved from 6.08998 to 6.22836 !!!
--> --> 	 Top1 Improved from 0.1868 to 0.1875 !!!
ep/it:40-  29 niter: 15350  63m 14s (- 725m 45s) completed:  8%) loss_emb: 0.0030  loss: 1.5909  acc: 0.6011  lr: 0.0002 
ep/it:40-  79 niter: 15400  63m 26s (- 725m 27s) completed:  8%) loss_emb: 0.0030  loss: 1.5612  acc: 0.6114  lr: 0.0002 
ep/it:40- 129 niter: 15450  63m 38s (- 725m 8s) completed:  8%) loss_emb: 0.0031  loss: 1.6064  acc: 0.5978  lr: 0.0002 
ep/it:40- 179 niter: 15500  63m 50s (- 724m 52s) completed:  8%) loss_emb: 0.0030  loss: 1.5986  acc: 0.6007  lr: 0.0002 
ep/it:40- 229 niter: 15550  64m 2s (- 724m 35s) completed:  8%) loss_emb: 0.0030  loss: 1.6021  acc: 0.6006  lr: 0.0002 
ep/it:40- 279 niter: 15600  64m 14s (- 724m 18s) completed:  8%) loss_emb: 0.0030  loss: 1.5783  acc: 0.6043  lr: 0.0002 
ep/it:40- 329 niter: 15650  64m 26s (- 724m 1s) completed:  8%) loss_emb: 0.0030  loss: 1.5818  acc: 0.6045  lr: 0.0002 
ep/it:40- 379 niter: 15700  64m 37s (- 723m 43s) completed:  8%) loss_emb: 0.0030  loss: 1.5668  acc: 0.6097  lr: 0.0002 
Validation time:
Validation loss:1.520, accuracy:0.621
ep/it:41-  46 niter: 15750  64m 51s (- 723m 47s) completed:  8%) loss_emb: 0.0030  loss: 1.5502  acc: 0.6096  lr: 0.0002 
ep/it:41-  96 niter: 15800  65m 3s (- 723m 29s) completed:  8%) loss_emb: 0.0030  loss: 1.5912  acc: 0.5997  lr: 0.0002 
ep/it:41- 146 niter: 15850  65m 15s (- 723m 8s) completed:  8%) loss_emb: 0.0030  loss: 1.5555  acc: 0.6100  lr: 0.0002 
ep/it:41- 196 niter: 15900  65m 26s (- 722m 48s) completed:  8%) loss_emb: 0.0030  loss: 1.5889  acc: 0.6032  lr: 0.0002 
ep/it:41- 246 niter: 15950  65m 38s (- 722m 30s) completed:  8%) loss_emb: 0.0030  loss: 1.5746  acc: 0.6055  lr: 0.0002 
ep/it:41- 296 niter: 16000  65m 50s (- 722m 14s) completed:  8%) loss_emb: 0.0030  loss: 1.5609  acc: 0.6085  lr: 0.0002 
ep/it:41- 346 niter: 16050  66m 2s (- 721m 57s) completed:  8%) loss_emb: 0.0030  loss: 1.5889  acc: 0.6036  lr: 0.0002 
Validation time:
Validation loss:1.500, accuracy:0.625
Improved accuracy from 0.62 to 0.6247356715409652!!!
ep/it:42-  13 niter: 16100  66m 16s (- 722m 2s) completed:  8%) loss_emb: 0.0030  loss: 1.5622  acc: 0.6089  lr: 0.0002 
ep/it:42-  63 niter: 16150  66m 28s (- 721m 47s) completed:  8%) loss_emb: 0.0030  loss: 1.5703  acc: 0.6068  lr: 0.0002 
ep/it:42- 113 niter: 16200  66m 40s (- 721m 30s) completed:  8%) loss_emb: 0.0030  loss: 1.5602  acc: 0.6091  lr: 0.0002 
ep/it:42- 163 niter: 16250  66m 52s (- 721m 16s) completed:  8%) loss_emb: 0.0030  loss: 1.5814  acc: 0.6034  lr: 0.0002 
ep/it:42- 213 niter: 16300  67m 4s (- 721m 1s) completed:  8%) loss_emb: 0.0030  loss: 1.5850  acc: 0.6035  lr: 0.0002 
ep/it:42- 263 niter: 16350  67m 16s (- 720m 43s) completed:  8%) loss_emb: 0.0030  loss: 1.5651  acc: 0.6060  lr: 0.0002 
ep/it:42- 313 niter: 16400  67m 28s (- 720m 28s) completed:  8%) loss_emb: 0.0031  loss: 1.6224  acc: 0.5954  lr: 0.0002 
ep/it:42- 363 niter: 16450  67m 40s (- 720m 14s) completed:  8%) loss_emb: 0.0030  loss: 1.5860  acc: 0.6042  lr: 0.0002 
Validation time:
Validation loss:1.527, accuracy:0.621
ep/it:43-  30 niter: 16500  67m 54s (- 720m 15s) completed:  8%) loss_emb: 0.0030  loss: 1.5600  acc: 0.6092  lr: 0.0002 
ep/it:43-  80 niter: 16550  68m 6s (- 720m 1s) completed:  8%) loss_emb: 0.0030  loss: 1.5772  acc: 0.6057  lr: 0.0002 
ep/it:43- 130 niter: 16600  68m 18s (- 719m 45s) completed:  8%) loss_emb: 0.0030  loss: 1.5540  acc: 0.6134  lr: 0.0002 
ep/it:43- 180 niter: 16650  68m 30s (- 719m 27s) completed:  8%) loss_emb: 0.0030  loss: 1.5757  acc: 0.6050  lr: 0.0002 
ep/it:43- 230 niter: 16700  68m 42s (- 719m 12s) completed:  8%) loss_emb: 0.0030  loss: 1.5884  acc: 0.6036  lr: 0.0002 
ep/it:43- 280 niter: 16750  68m 54s (- 718m 57s) completed:  8%) loss_emb: 0.0030  loss: 1.5593  acc: 0.6062  lr: 0.0002 
ep/it:43- 330 niter: 16800  69m 6s (- 718m 40s) completed:  8%) loss_emb: 0.0030  loss: 1.5419  acc: 0.6098  lr: 0.0002 
ep/it:43- 380 niter: 16850  69m 18s (- 718m 24s) completed:  8%) loss_emb: 0.0029  loss: 1.5537  acc: 0.6124  lr: 0.0002 
Validation time:
Validation loss:1.500, accuracy:0.627
Improved accuracy from 0.62 to 0.6271615676257921!!!
ep/it:44-  47 niter: 16900  69m 32s (- 718m 31s) completed:  8%) loss_emb: 0.0030  loss: 1.5892  acc: 0.6022  lr: 0.0002 
ep/it:44-  97 niter: 16950  69m 44s (- 718m 14s) completed:  8%) loss_emb: 0.0030  loss: 1.5335  acc: 0.6136  lr: 0.0002 
ep/it:44- 147 niter: 17000  69m 56s (- 717m 59s) completed:  8%) loss_emb: 0.0030  loss: 1.5772  acc: 0.6066  lr: 0.0002 
ep/it:44- 197 niter: 17050  70m 8s (- 717m 44s) completed:  8%) loss_emb: 0.0030  loss: 1.5752  acc: 0.6067  lr: 0.0002 
ep/it:44- 247 niter: 17100  70m 20s (- 717m 25s) completed:  8%) loss_emb: 0.0030  loss: 1.5721  acc: 0.6071  lr: 0.0002 
ep/it:44- 297 niter: 17150  70m 32s (- 717m 8s) completed:  8%) loss_emb: 0.0030  loss: 1.5612  acc: 0.6067  lr: 0.0002 
ep/it:44- 347 niter: 17200  70m 44s (- 716m 52s) completed:  8%) loss_emb: 0.0030  loss: 1.5597  acc: 0.6077  lr: 0.0002 
Validation time:
Validation loss:1.499, accuracy:0.625
--> 	 Eva. Ep 45 :, FID. 14.8957, Diversity Real. 9.3264, Diversity. 5.9331, R_precision_real. [0.5106383  0.70212766 0.80053191], R_precision. [0.20345745 0.32579787 0.41888298], matching_score_real. 2.9176201820373535, matching_score_pred. 5.868577003479004
--> --> 	 Top1 Improved from 0.1875 to 0.2035 !!!
--> --> 	 Top2 Improved from 0.3205 to 0.3258 !!!
--> --> 	 Top3 Improved from 0.4082 to 0.4189 !!!
ep/it:45-  14 niter: 17250  71m 5s (- 718m 10s) completed:  9%) loss_emb: 0.0030  loss: 1.5632  acc: 0.6080  lr: 0.0002 
ep/it:45-  64 niter: 17300  71m 17s (- 717m 54s) completed:  9%) loss_emb: 0.0030  loss: 1.5621  acc: 0.6079  lr: 0.0002 
ep/it:45- 114 niter: 17350  71m 29s (- 717m 36s) completed:  9%) loss_emb: 0.0030  loss: 1.5471  acc: 0.6098  lr: 0.0002 
ep/it:45- 164 niter: 17400  71m 41s (- 717m 17s) completed:  9%) loss_emb: 0.0030  loss: 1.5829  acc: 0.6054  lr: 0.0002 
ep/it:45- 214 niter: 17450  71m 53s (- 717m 2s) completed:  9%) loss_emb: 0.0029  loss: 1.5259  acc: 0.6163  lr: 0.0002 
ep/it:45- 264 niter: 17500  72m 5s (- 716m 44s) completed:  9%) loss_emb: 0.0030  loss: 1.5483  acc: 0.6125  lr: 0.0002 
ep/it:45- 314 niter: 17550  72m 16s (- 716m 26s) completed:  9%) loss_emb: 0.0030  loss: 1.5528  acc: 0.6107  lr: 0.0002 
ep/it:45- 364 niter: 17600  72m 28s (- 716m 9s) completed:  9%) loss_emb: 0.0030  loss: 1.5716  acc: 0.6057  lr: 0.0002 
Validation time:
Validation loss:1.537, accuracy:0.617
ep/it:46-  31 niter: 17650  72m 42s (- 716m 9s) completed:  9%) loss_emb: 0.0030  loss: 1.5437  acc: 0.6101  lr: 0.0002 
ep/it:46-  81 niter: 17700  72m 54s (- 715m 54s) completed:  9%) loss_emb: 0.0030  loss: 1.5721  acc: 0.6064  lr: 0.0002 
ep/it:46- 131 niter: 17750  73m 6s (- 715m 37s) completed:  9%) loss_emb: 0.0030  loss: 1.5680  acc: 0.6076  lr: 0.0002 
ep/it:46- 181 niter: 17800  73m 18s (- 715m 19s) completed:  9%) loss_emb: 0.0030  loss: 1.5765  acc: 0.6036  lr: 0.0002 
ep/it:46- 231 niter: 17850  73m 30s (- 715m 1s) completed:  9%) loss_emb: 0.0029  loss: 1.5317  acc: 0.6140  lr: 0.0002 
ep/it:46- 281 niter: 17900  73m 41s (- 714m 44s) completed:  9%) loss_emb: 0.0030  loss: 1.5623  acc: 0.6094  lr: 0.0002 
ep/it:46- 331 niter: 17950  73m 53s (- 714m 28s) completed:  9%) loss_emb: 0.0030  loss: 1.5527  acc: 0.6100  lr: 0.0002 
ep/it:46- 381 niter: 18000  74m 5s (- 714m 10s) completed:  9%) loss_emb: 0.0029  loss: 1.5162  acc: 0.6185  lr: 0.0002 
Validation time:
Validation loss:1.506, accuracy:0.625
ep/it:47-  48 niter: 18050  74m 19s (- 714m 12s) completed:  9%) loss_emb: 0.0030  loss: 1.5621  acc: 0.6076  lr: 0.0002 
ep/it:47-  98 niter: 18100  74m 31s (- 713m 57s) completed:  9%) loss_emb: 0.0029  loss: 1.5372  acc: 0.6126  lr: 0.0002 
ep/it:47- 148 niter: 18150  74m 43s (- 713m 39s) completed:  9%) loss_emb: 0.0029  loss: 1.5261  acc: 0.6134  lr: 0.0002 
ep/it:47- 198 niter: 18200  74m 55s (- 713m 21s) completed:  9%) loss_emb: 0.0030  loss: 1.5516  acc: 0.6100  lr: 0.0002 
ep/it:47- 248 niter: 18250  75m 7s (- 713m 6s) completed:  9%) loss_emb: 0.0030  loss: 1.5672  acc: 0.6079  lr: 0.0002 
ep/it:47- 298 niter: 18300  75m 18s (- 712m 48s) completed:  9%) loss_emb: 0.0030  loss: 1.5470  acc: 0.6096  lr: 0.0002 
ep/it:47- 348 niter: 18350  75m 30s (- 712m 30s) completed:  9%) loss_emb: 0.0029  loss: 1.5443  acc: 0.6138  lr: 0.0002 
Validation time:
Validation loss:1.529, accuracy:0.615
ep/it:48-  15 niter: 18400  75m 44s (- 712m 30s) completed:  9%) loss_emb: 0.0029  loss: 1.5405  acc: 0.6130  lr: 0.0002 
ep/it:48-  65 niter: 18450  75m 56s (- 712m 15s) completed:  9%) loss_emb: 0.0029  loss: 1.5296  acc: 0.6133  lr: 0.0002 
ep/it:48- 115 niter: 18500  76m 8s (- 711m 58s) completed:  9%) loss_emb: 0.0029  loss: 1.5373  acc: 0.6136  lr: 0.0002 
ep/it:48- 165 niter: 18550  76m 20s (- 711m 42s) completed:  9%) loss_emb: 0.0029  loss: 1.5442  acc: 0.6119  lr: 0.0002 
ep/it:48- 215 niter: 18600  76m 31s (- 711m 25s) completed:  9%) loss_emb: 0.0029  loss: 1.5291  acc: 0.6153  lr: 0.0002 
ep/it:48- 265 niter: 18650  76m 43s (- 711m 8s) completed:  9%) loss_emb: 0.0029  loss: 1.5386  acc: 0.6139  lr: 0.0002 
ep/it:48- 315 niter: 18700  76m 55s (- 710m 52s) completed:  9%) loss_emb: 0.0029  loss: 1.5209  acc: 0.6183  lr: 0.0002 
ep/it:48- 365 niter: 18750  77m 7s (- 710m 35s) completed:  9%) loss_emb: 0.0030  loss: 1.5414  acc: 0.6108  lr: 0.0002 
Validation time:
Validation loss:1.482, accuracy:0.631
Improved accuracy from 0.63 to 0.6312134602795476!!!
ep/it:49-  32 niter: 18800  77m 21s (- 710m 36s) completed:  9%) loss_emb: 0.0029  loss: 1.5377  acc: 0.6142  lr: 0.0002 
ep/it:49-  82 niter: 18850  77m 33s (- 710m 20s) completed:  9%) loss_emb: 0.0030  loss: 1.5538  acc: 0.6073  lr: 0.0002 
ep/it:49- 132 niter: 18900  77m 45s (- 710m 3s) completed:  9%) loss_emb: 0.0029  loss: 1.5512  acc: 0.6122  lr: 0.0002 
ep/it:49- 182 niter: 18950  77m 57s (- 709m 49s) completed:  9%) loss_emb: 0.0030  loss: 1.5492  acc: 0.6101  lr: 0.0002 
ep/it:49- 232 niter: 19000  78m 9s (- 709m 32s) completed:  9%) loss_emb: 0.0030  loss: 1.5629  acc: 0.6095  lr: 0.0002 
ep/it:49- 282 niter: 19050  78m 21s (- 709m 16s) completed:  9%) loss_emb: 0.0029  loss: 1.5368  acc: 0.6124  lr: 0.0002 
ep/it:49- 332 niter: 19100  78m 32s (- 708m 59s) completed:  9%) loss_emb: 0.0029  loss: 1.5231  acc: 0.6155  lr: 0.0002 
ep/it:49- 382 niter: 19150  78m 44s (- 708m 41s) completed: 10%) loss_emb: 0.0029  loss: 1.5317  acc: 0.6124  lr: 0.0002 
Validation time:
Validation loss:1.483, accuracy:0.628
--> 	 Eva. Ep 50 :, FID. 13.2213, Diversity Real. 9.3691, Diversity. 6.1294, R_precision_real. [0.49268617 0.69414894 0.78789894], R_precision. [0.18882979 0.3125     0.40757979], matching_score_real. 2.92305588722229, matching_score_pred. 5.826730251312256
--> --> 	 FID Improved from 13.82593 to 13.22127 !!!
--> --> 	 matching_score Improved from 5.84850 to 5.82673 !!!
ep/it:50-  49 niter: 19200  79m 5s (- 709m 50s) completed: 10%) loss_emb: 0.0029  loss: 1.5325  acc: 0.6129  lr: 0.0002 
ep/it:50-  99 niter: 19250  79m 18s (- 709m 35s) completed: 10%) loss_emb: 0.0029  loss: 1.5339  acc: 0.6132  lr: 0.0002 
ep/it:50- 149 niter: 19300  79m 30s (- 709m 20s) completed: 10%) loss_emb: 0.0029  loss: 1.5316  acc: 0.6142  lr: 0.0002 
ep/it:50- 199 niter: 19350  79m 41s (- 709m 3s) completed: 10%) loss_emb: 0.0030  loss: 1.5399  acc: 0.6077  lr: 0.0002 
ep/it:50- 249 niter: 19400  79m 54s (- 708m 48s) completed: 10%) loss_emb: 0.0030  loss: 1.5650  acc: 0.6042  lr: 0.0002 
ep/it:50- 299 niter: 19450  80m 6s (- 708m 33s) completed: 10%) loss_emb: 0.0030  loss: 1.5439  acc: 0.6087  lr: 0.0002 
ep/it:50- 349 niter: 19500  80m 17s (- 708m 16s) completed: 10%) loss_emb: 0.0030  loss: 1.5362  acc: 0.6115  lr: 0.0002 
Validation time:
Validation loss:1.500, accuracy:0.623
ep/it:51-  16 niter: 19550  80m 31s (- 708m 18s) completed: 10%) loss_emb: 0.0029  loss: 1.5227  acc: 0.6170  lr: 0.0002 
ep/it:51-  66 niter: 19600  80m 43s (- 708m 1s) completed: 10%) loss_emb: 0.0029  loss: 1.5142  acc: 0.6153  lr: 0.0002 
ep/it:51- 116 niter: 19650  80m 55s (- 707m 46s) completed: 10%) loss_emb: 0.0029  loss: 1.4990  acc: 0.6202  lr: 0.0002 
ep/it:51- 166 niter: 19700  81m 7s (- 707m 29s) completed: 10%) loss_emb: 0.0030  loss: 1.5441  acc: 0.6075  lr: 0.0002 
ep/it:51- 216 niter: 19750  81m 19s (- 707m 15s) completed: 10%) loss_emb: 0.0030  loss: 1.5477  acc: 0.6096  lr: 0.0002 
ep/it:51- 266 niter: 19800  81m 31s (- 706m 57s) completed: 10%) loss_emb: 0.0029  loss: 1.5326  acc: 0.6155  lr: 0.0002 
ep/it:51- 316 niter: 19850  81m 43s (- 706m 43s) completed: 10%) loss_emb: 0.0029  loss: 1.5149  acc: 0.6182  lr: 0.0002 
ep/it:51- 366 niter: 19900  81m 55s (- 706m 26s) completed: 10%) loss_emb: 0.0029  loss: 1.5175  acc: 0.6181  lr: 0.0002 
Validation time:
Validation loss:1.477, accuracy:0.630
ep/it:52-  33 niter: 19950  82m 9s (- 706m 24s) completed: 10%) loss_emb: 0.0029  loss: 1.5335  acc: 0.6123  lr: 0.0002 
ep/it:52-  83 niter: 20000  82m 20s (- 706m 8s) completed: 10%) loss_emb: 0.0030  loss: 1.5550  acc: 0.6097  lr: 0.0002 
ep/it:52- 133 niter: 20050  82m 33s (- 705m 54s) completed: 10%) loss_emb: 0.0029  loss: 1.5371  acc: 0.6122  lr: 0.0002 
ep/it:52- 183 niter: 20100  82m 44s (- 705m 37s) completed: 10%) loss_emb: 0.0029  loss: 1.5279  acc: 0.6142  lr: 0.0002 
ep/it:52- 233 niter: 20150  82m 56s (- 705m 22s) completed: 10%) loss_emb: 0.0029  loss: 1.5107  acc: 0.6170  lr: 0.0002 
ep/it:52- 283 niter: 20200  83m 8s (- 705m 5s) completed: 10%) loss_emb: 0.0029  loss: 1.5293  acc: 0.6144  lr: 0.0002 
ep/it:52- 333 niter: 20250  83m 20s (- 704m 50s) completed: 10%) loss_emb: 0.0029  loss: 1.5067  acc: 0.6168  lr: 0.0002 
Validation time:
Validation loss:1.513, accuracy:0.620
ep/it:53-   0 niter: 20300  83m 34s (- 704m 50s) completed: 10%) loss_emb: 0.0029  loss: 1.5319  acc: 0.6142  lr: 0.0002 
ep/it:53-  50 niter: 20350  83m 46s (- 704m 33s) completed: 10%) loss_emb: 0.0029  loss: 1.5307  acc: 0.6138  lr: 0.0002 
ep/it:53- 100 niter: 20400  83m 58s (- 704m 18s) completed: 10%) loss_emb: 0.0029  loss: 1.5048  acc: 0.6196  lr: 0.0002 
ep/it:53- 150 niter: 20450  84m 10s (- 704m 2s) completed: 10%) loss_emb: 0.0029  loss: 1.5092  acc: 0.6195  lr: 0.0002 
ep/it:53- 200 niter: 20500  84m 22s (- 703m 46s) completed: 10%) loss_emb: 0.0029  loss: 1.4965  acc: 0.6202  lr: 0.0002 
ep/it:53- 250 niter: 20550  84m 34s (- 703m 30s) completed: 10%) loss_emb: 0.0030  loss: 1.5407  acc: 0.6082  lr: 0.0002 
ep/it:53- 300 niter: 20600  84m 45s (- 703m 13s) completed: 10%) loss_emb: 0.0029  loss: 1.5261  acc: 0.6137  lr: 0.0002 
ep/it:53- 350 niter: 20650  84m 58s (- 702m 59s) completed: 10%) loss_emb: 0.0029  loss: 1.5292  acc: 0.6127  lr: 0.0002 
Validation time:
Validation loss:1.459, accuracy:0.632
Improved accuracy from 0.63 to 0.6315863547117814!!!
ep/it:54-  17 niter: 20700  85m 11s (- 702m 58s) completed: 10%) loss_emb: 0.0029  loss: 1.5144  acc: 0.6179  lr: 0.0002 
ep/it:54-  67 niter: 20750  85m 23s (- 702m 42s) completed: 10%) loss_emb: 0.0029  loss: 1.4999  acc: 0.6210  lr: 0.0002 
ep/it:54- 117 niter: 20800  85m 35s (- 702m 28s) completed: 10%) loss_emb: 0.0029  loss: 1.5174  acc: 0.6149  lr: 0.0002 
ep/it:54- 167 niter: 20850  85m 47s (- 702m 12s) completed: 10%) loss_emb: 0.0029  loss: 1.5428  acc: 0.6119  lr: 0.0002 
ep/it:54- 217 niter: 20900  85m 59s (- 701m 55s) completed: 10%) loss_emb: 0.0029  loss: 1.5231  acc: 0.6133  lr: 0.0002 
ep/it:54- 267 niter: 20950  86m 11s (- 701m 40s) completed: 10%) loss_emb: 0.0029  loss: 1.5350  acc: 0.6114  lr: 0.0002 
ep/it:54- 317 niter: 21000  86m 23s (- 701m 24s) completed: 10%) loss_emb: 0.0029  loss: 1.5099  acc: 0.6212  lr: 0.0002 
ep/it:54- 367 niter: 21050  86m 35s (- 701m 9s) completed: 10%) loss_emb: 0.0030  loss: 1.5499  acc: 0.6072  lr: 0.0002 
Validation time:
Validation loss:1.492, accuracy:0.624
--> 	 Eva. Ep 55 :, FID. 13.0210, Diversity Real. 9.6910, Diversity. 5.9224, R_precision_real. [0.50930851 0.69946809 0.79853723], R_precision. [0.22739362 0.34308511 0.45611702], matching_score_real. 2.9094760417938232, matching_score_pred. 5.485527038574219
--> --> 	 FID Improved from 13.22127 to 13.02100 !!!
--> --> 	 matching_score Improved from 5.82673 to 5.48553 !!!
--> --> 	 Top1 Improved from 0.2035 to 0.2274 !!!
--> --> 	 Top2 Improved from 0.3258 to 0.3431 !!!
--> --> 	 Top3 Improved from 0.4189 to 0.4561 !!!
ep/it:55-  34 niter: 21100  86m 56s (- 702m 7s) completed: 11%) loss_emb: 0.0030  loss: 1.5484  acc: 0.6086  lr: 0.0002 
ep/it:55-  84 niter: 21150  87m 8s (- 701m 52s) completed: 11%) loss_emb: 0.0029  loss: 1.5023  acc: 0.6182  lr: 0.0002 
ep/it:55- 134 niter: 21200  87m 20s (- 701m 34s) completed: 11%) loss_emb: 0.0029  loss: 1.5156  acc: 0.6155  lr: 0.0002 
ep/it:55- 184 niter: 21250  87m 31s (- 701m 16s) completed: 11%) loss_emb: 0.0029  loss: 1.5046  acc: 0.6179  lr: 0.0002 
ep/it:55- 234 niter: 21300  87m 43s (- 700m 59s) completed: 11%) loss_emb: 0.0029  loss: 1.5161  acc: 0.6160  lr: 0.0002 
ep/it:55- 284 niter: 21350  87m 55s (- 700m 43s) completed: 11%) loss_emb: 0.0029  loss: 1.4893  acc: 0.6239  lr: 0.0002 
ep/it:55- 334 niter: 21400  88m 7s (- 700m 30s) completed: 11%) loss_emb: 0.0029  loss: 1.5191  acc: 0.6173  lr: 0.0002 
Validation time:
Validation loss:1.469, accuracy:0.630
ep/it:56-   1 niter: 21450  88m 21s (- 700m 29s) completed: 11%) loss_emb: 0.0029  loss: 1.5205  acc: 0.6148  lr: 0.0002 
ep/it:56-  51 niter: 21500  88m 33s (- 700m 13s) completed: 11%) loss_emb: 0.0029  loss: 1.5387  acc: 0.6114  lr: 0.0002 
ep/it:56- 101 niter: 21550  88m 45s (- 700m 0s) completed: 11%) loss_emb: 0.0029  loss: 1.4981  acc: 0.6207  lr: 0.0002 
ep/it:56- 151 niter: 21600  88m 57s (- 699m 45s) completed: 11%) loss_emb: 0.0029  loss: 1.5107  acc: 0.6175  lr: 0.0002 
ep/it:56- 201 niter: 21650  89m 9s (- 699m 29s) completed: 11%) loss_emb: 0.0029  loss: 1.4951  acc: 0.6208  lr: 0.0002 
ep/it:56- 251 niter: 21700  89m 21s (- 699m 15s) completed: 11%) loss_emb: 0.0029  loss: 1.5281  acc: 0.6135  lr: 0.0002 
ep/it:56- 301 niter: 21750  89m 33s (- 698m 58s) completed: 11%) loss_emb: 0.0029  loss: 1.5108  acc: 0.6153  lr: 0.0002 
ep/it:56- 351 niter: 21800  89m 45s (- 698m 44s) completed: 11%) loss_emb: 0.0029  loss: 1.5082  acc: 0.6170  lr: 0.0002 
Validation time:
Validation loss:1.486, accuracy:0.626
ep/it:57-  18 niter: 21850  89m 59s (- 698m 43s) completed: 11%) loss_emb: 0.0029  loss: 1.4797  acc: 0.6251  lr: 0.0002 
ep/it:57-  68 niter: 21900  90m 11s (- 698m 28s) completed: 11%) loss_emb: 0.0029  loss: 1.5036  acc: 0.6203  lr: 0.0002 
ep/it:57- 118 niter: 21950  90m 23s (- 698m 12s) completed: 11%) loss_emb: 0.0029  loss: 1.5067  acc: 0.6164  lr: 0.0002 
ep/it:57- 168 niter: 22000  90m 35s (- 697m 56s) completed: 11%) loss_emb: 0.0029  loss: 1.5219  acc: 0.6153  lr: 0.0002 
ep/it:57- 218 niter: 22050  90m 47s (- 697m 41s) completed: 11%) loss_emb: 0.0029  loss: 1.5030  acc: 0.6179  lr: 0.0002 
ep/it:57- 268 niter: 22100  90m 59s (- 697m 24s) completed: 11%) loss_emb: 0.0029  loss: 1.5300  acc: 0.6117  lr: 0.0002 
ep/it:57- 318 niter: 22150  91m 10s (- 697m 8s) completed: 11%) loss_emb: 0.0029  loss: 1.5231  acc: 0.6134  lr: 0.0002 
ep/it:57- 368 niter: 22200  91m 23s (- 696m 54s) completed: 11%) loss_emb: 0.0029  loss: 1.5103  acc: 0.6182  lr: 0.0002 
Validation time:
Validation loss:1.464, accuracy:0.630
ep/it:58-  35 niter: 22250  91m 36s (- 696m 53s) completed: 11%) loss_emb: 0.0029  loss: 1.4883  acc: 0.6216  lr: 0.0002 
ep/it:58-  85 niter: 22300  91m 48s (- 696m 37s) completed: 11%) loss_emb: 0.0029  loss: 1.5051  acc: 0.6187  lr: 0.0002 
ep/it:58- 135 niter: 22350  92m 0s (- 696m 20s) completed: 11%) loss_emb: 0.0029  loss: 1.5153  acc: 0.6172  lr: 0.0002 
ep/it:58- 185 niter: 22400  92m 12s (- 696m 4s) completed: 11%) loss_emb: 0.0029  loss: 1.4848  acc: 0.6213  lr: 0.0002 
ep/it:58- 235 niter: 22450  92m 24s (- 695m 50s) completed: 11%) loss_emb: 0.0029  loss: 1.5055  acc: 0.6176  lr: 0.0002 
ep/it:58- 285 niter: 22500  92m 36s (- 695m 33s) completed: 11%) loss_emb: 0.0029  loss: 1.5303  acc: 0.6128  lr: 0.0002 
ep/it:58- 335 niter: 22550  92m 48s (- 695m 18s) completed: 11%) loss_emb: 0.0029  loss: 1.5161  acc: 0.6159  lr: 0.0002 
Validation time:
Validation loss:1.505, accuracy:0.623
ep/it:59-   2 niter: 22600  93m 1s (- 695m 15s) completed: 11%) loss_emb: 0.0029  loss: 1.4824  acc: 0.6227  lr: 0.0002 
ep/it:59-  52 niter: 22650  93m 13s (- 694m 59s) completed: 11%) loss_emb: 0.0029  loss: 1.5112  acc: 0.6145  lr: 0.0002 
ep/it:59- 102 niter: 22700  93m 25s (- 694m 45s) completed: 11%) loss_emb: 0.0029  loss: 1.5130  acc: 0.6177  lr: 0.0002 
ep/it:59- 152 niter: 22750  93m 37s (- 694m 28s) completed: 11%) loss_emb: 0.0029  loss: 1.5307  acc: 0.6142  lr: 0.0002 
ep/it:59- 202 niter: 22800  93m 49s (- 694m 12s) completed: 11%) loss_emb: 0.0028  loss: 1.4730  acc: 0.6254  lr: 0.0002 
ep/it:59- 252 niter: 22850  94m 1s (- 693m 56s) completed: 11%) loss_emb: 0.0029  loss: 1.4864  acc: 0.6224  lr: 0.0002 
ep/it:59- 302 niter: 22900  94m 13s (- 693m 40s) completed: 11%) loss_emb: 0.0029  loss: 1.4966  acc: 0.6202  lr: 0.0002 
ep/it:59- 352 niter: 22950  94m 25s (- 693m 27s) completed: 11%) loss_emb: 0.0029  loss: 1.4964  acc: 0.6212  lr: 0.0002 
Validation time:
Validation loss:1.483, accuracy:0.629
--> 	 Eva. Ep 60 :, FID. 12.8420, Diversity Real. 9.3023, Diversity. 5.9262, R_precision_real. [0.51861702 0.71476064 0.80119681], R_precision. [0.20146277 0.33111702 0.42819149], matching_score_real. 2.9245970249176025, matching_score_pred. 5.642524719238281
--> --> 	 FID Improved from 13.02100 to 12.84195 !!!
ep/it:60-  19 niter: 23000  94m 46s (- 694m 19s) completed: 12%) loss_emb: 0.0029  loss: 1.4962  acc: 0.6194  lr: 0.0002 
ep/it:60-  69 niter: 23050  94m 58s (- 694m 3s) completed: 12%) loss_emb: 0.0029  loss: 1.4883  acc: 0.6244  lr: 0.0002 
ep/it:60- 119 niter: 23100  95m 10s (- 693m 48s) completed: 12%) loss_emb: 0.0029  loss: 1.5044  acc: 0.6151  lr: 0.0002 
ep/it:60- 169 niter: 23150  95m 22s (- 693m 34s) completed: 12%) loss_emb: 0.0029  loss: 1.4952  acc: 0.6201  lr: 0.0002 
ep/it:60- 219 niter: 23200  95m 34s (- 693m 19s) completed: 12%) loss_emb: 0.0029  loss: 1.4732  acc: 0.6234  lr: 0.0002 
ep/it:60- 269 niter: 23250  95m 46s (- 693m 5s) completed: 12%) loss_emb: 0.0029  loss: 1.5048  acc: 0.6194  lr: 0.0002 
ep/it:60- 319 niter: 23300  95m 58s (- 692m 49s) completed: 12%) loss_emb: 0.0028  loss: 1.4830  acc: 0.6237  lr: 0.0002 
ep/it:60- 369 niter: 23350  96m 10s (- 692m 34s) completed: 12%) loss_emb: 0.0029  loss: 1.4986  acc: 0.6215  lr: 0.0002 
Validation time:
Validation loss:1.454, accuracy:0.636
Improved accuracy from 0.63 to 0.6364422855169877!!!
ep/it:61-  36 niter: 23400  96m 24s (- 692m 33s) completed: 12%) loss_emb: 0.0029  loss: 1.5068  acc: 0.6182  lr: 0.0002 
ep/it:61-  86 niter: 23450  96m 36s (- 692m 19s) completed: 12%) loss_emb: 0.0029  loss: 1.4953  acc: 0.6223  lr: 0.0002 
ep/it:61- 136 niter: 23500  96m 48s (- 692m 3s) completed: 12%) loss_emb: 0.0029  loss: 1.4905  acc: 0.6186  lr: 0.0002 
ep/it:61- 186 niter: 23550  97m 0s (- 691m 50s) completed: 12%) loss_emb: 0.0028  loss: 1.4681  acc: 0.6258  lr: 0.0002 
ep/it:61- 236 niter: 23600  97m 12s (- 691m 35s) completed: 12%) loss_emb: 0.0029  loss: 1.5246  acc: 0.6124  lr: 0.0002 
ep/it:61- 286 niter: 23650  97m 24s (- 691m 18s) completed: 12%) loss_emb: 0.0029  loss: 1.4876  acc: 0.6223  lr: 0.0002 
ep/it:61- 336 niter: 23700  97m 36s (- 691m 3s) completed: 12%) loss_emb: 0.0029  loss: 1.5111  acc: 0.6173  lr: 0.0002 
Validation time:
Validation loss:1.486, accuracy:0.627
ep/it:62-   3 niter: 23750  97m 50s (- 691m 1s) completed: 12%) loss_emb: 0.0028  loss: 1.4825  acc: 0.6262  lr: 0.0002 
ep/it:62-  53 niter: 23800  98m 2s (- 690m 47s) completed: 12%) loss_emb: 0.0028  loss: 1.4701  acc: 0.6278  lr: 0.0002 
ep/it:62- 103 niter: 23850  98m 14s (- 690m 32s) completed: 12%) loss_emb: 0.0029  loss: 1.4752  acc: 0.6218  lr: 0.0002 
ep/it:62- 153 niter: 23900  98m 26s (- 690m 16s) completed: 12%) loss_emb: 0.0029  loss: 1.4861  acc: 0.6231  lr: 0.0002 
ep/it:62- 203 niter: 23950  98m 38s (- 690m 2s) completed: 12%) loss_emb: 0.0029  loss: 1.4811  acc: 0.6219  lr: 0.0002 
ep/it:62- 253 niter: 24000  98m 49s (- 689m 45s) completed: 12%) loss_emb: 0.0029  loss: 1.4913  acc: 0.6210  lr: 0.0002 
ep/it:62- 303 niter: 24050  99m 1s (- 689m 30s) completed: 12%) loss_emb: 0.0029  loss: 1.5423  acc: 0.6096  lr: 0.0002 
ep/it:62- 353 niter: 24100  99m 13s (- 689m 15s) completed: 12%) loss_emb: 0.0029  loss: 1.4839  acc: 0.6226  lr: 0.0002 
Validation time:
Validation loss:1.447, accuracy:0.632
ep/it:63-  20 niter: 24150  99m 27s (- 689m 12s) completed: 12%) loss_emb: 0.0028  loss: 1.4572  acc: 0.6296  lr: 0.0002 
ep/it:63-  70 niter: 24200  99m 39s (- 688m 56s) completed: 12%) loss_emb: 0.0029  loss: 1.5043  acc: 0.6172  lr: 0.0002 
ep/it:63- 120 niter: 24250  99m 51s (- 688m 40s) completed: 12%) loss_emb: 0.0029  loss: 1.5026  acc: 0.6183  lr: 0.0002 
ep/it:63- 170 niter: 24300  100m 3s (- 688m 24s) completed: 12%) loss_emb: 0.0029  loss: 1.4929  acc: 0.6225  lr: 0.0002 
ep/it:63- 220 niter: 24350  100m 15s (- 688m 10s) completed: 12%) loss_emb: 0.0029  loss: 1.5093  acc: 0.6191  lr: 0.0002 
ep/it:63- 270 niter: 24400  100m 26s (- 687m 55s) completed: 12%) loss_emb: 0.0029  loss: 1.4896  acc: 0.6211  lr: 0.0002 
ep/it:63- 320 niter: 24450  100m 38s (- 687m 39s) completed: 12%) loss_emb: 0.0029  loss: 1.5028  acc: 0.6179  lr: 0.0002 
ep/it:63- 370 niter: 24500  100m 50s (- 687m 22s) completed: 12%) loss_emb: 0.0029  loss: 1.5030  acc: 0.6141  lr: 0.0002 
Validation time:
Validation loss:1.443, accuracy:0.631
ep/it:64-  37 niter: 24550  101m 4s (- 687m 20s) completed: 12%) loss_emb: 0.0029  loss: 1.5047  acc: 0.6168  lr: 0.0002 
ep/it:64-  87 niter: 24600  101m 16s (- 687m 6s) completed: 12%) loss_emb: 0.0029  loss: 1.4771  acc: 0.6246  lr: 0.0002 
ep/it:64- 137 niter: 24650  101m 28s (- 686m 49s) completed: 12%) loss_emb: 0.0029  loss: 1.5100  acc: 0.6161  lr: 0.0002 
ep/it:64- 187 niter: 24700  101m 39s (- 686m 33s) completed: 12%) loss_emb: 0.0029  loss: 1.4769  acc: 0.6227  lr: 0.0002 
ep/it:64- 237 niter: 24750  101m 51s (- 686m 16s) completed: 12%) loss_emb: 0.0029  loss: 1.5007  acc: 0.6185  lr: 0.0002 
ep/it:64- 287 niter: 24800  102m 3s (- 686m 0s) completed: 12%) loss_emb: 0.0028  loss: 1.4611  acc: 0.6270  lr: 0.0002 
ep/it:64- 337 niter: 24850  102m 15s (- 685m 46s) completed: 12%) loss_emb: 0.0029  loss: 1.4838  acc: 0.6220  lr: 0.0002 
Validation time:
Validation loss:1.454, accuracy:0.628
--> 	 Eva. Ep 65 :, FID. 11.1476, Diversity Real. 9.3906, Diversity. 6.4552, R_precision_real. [0.5        0.70146277 0.79454787], R_precision. [0.21010638 0.35704787 0.4481383 ], matching_score_real. 3.00404691696167, matching_score_pred. 5.483902931213379
--> --> 	 FID Improved from 12.84195 to 11.14761 !!!
--> --> 	 matching_score Improved from 5.48553 to 5.48390 !!!
--> --> 	 Diversity Improved from 6.22836 to 6.45521 !!!
--> --> 	 Top2 Improved from 0.3431 to 0.3570 !!!
ep/it:65-   4 niter: 24900  102m 36s (- 686m 32s) completed: 13%) loss_emb: 0.0029  loss: 1.4880  acc: 0.6194  lr: 0.0002 
ep/it:65-  54 niter: 24950  102m 48s (- 686m 17s) completed: 13%) loss_emb: 0.0029  loss: 1.4805  acc: 0.6227  lr: 0.0002 
ep/it:65- 104 niter: 25000  103m 0s (- 686m 1s) completed: 13%) loss_emb: 0.0029  loss: 1.4875  acc: 0.6204  lr: 0.0002 
ep/it:65- 154 niter: 25050  103m 12s (- 685m 47s) completed: 13%) loss_emb: 0.0028  loss: 1.4586  acc: 0.6286  lr: 0.0002 
ep/it:65- 204 niter: 25100  103m 24s (- 685m 32s) completed: 13%) loss_emb: 0.0028  loss: 1.4749  acc: 0.6250  lr: 0.0002 
ep/it:65- 254 niter: 25150  103m 36s (- 685m 16s) completed: 13%) loss_emb: 0.0029  loss: 1.4942  acc: 0.6176  lr: 0.0002 
ep/it:65- 304 niter: 25200  103m 48s (- 685m 2s) completed: 13%) loss_emb: 0.0029  loss: 1.4821  acc: 0.6230  lr: 0.0002 
ep/it:65- 354 niter: 25250  104m 0s (- 684m 46s) completed: 13%) loss_emb: 0.0029  loss: 1.5062  acc: 0.6169  lr: 0.0002 
Validation time:
Validation loss:1.450, accuracy:0.635
ep/it:66-  21 niter: 25300  104m 14s (- 684m 43s) completed: 13%) loss_emb: 0.0028  loss: 1.4461  acc: 0.6316  lr: 0.0002 
ep/it:66-  71 niter: 25350  104m 25s (- 684m 28s) completed: 13%) loss_emb: 0.0028  loss: 1.4529  acc: 0.6274  lr: 0.0002 
ep/it:66- 121 niter: 25400  104m 37s (- 684m 13s) completed: 13%) loss_emb: 0.0029  loss: 1.4784  acc: 0.6209  lr: 0.0002 
ep/it:66- 171 niter: 25450  104m 49s (- 683m 57s) completed: 13%) loss_emb: 0.0028  loss: 1.4582  acc: 0.6282  lr: 0.0002 
ep/it:66- 221 niter: 25500  105m 1s (- 683m 40s) completed: 13%) loss_emb: 0.0028  loss: 1.4795  acc: 0.6232  lr: 0.0002 
ep/it:66- 271 niter: 25550  105m 13s (- 683m 26s) completed: 13%) loss_emb: 0.0029  loss: 1.4834  acc: 0.6231  lr: 0.0002 
ep/it:66- 321 niter: 25600  105m 25s (- 683m 10s) completed: 13%) loss_emb: 0.0028  loss: 1.4684  acc: 0.6260  lr: 0.0002 
ep/it:66- 371 niter: 25650  105m 36s (- 682m 54s) completed: 13%) loss_emb: 0.0029  loss: 1.5241  acc: 0.6144  lr: 0.0002 
Validation time:
Validation loss:1.439, accuracy:0.636
ep/it:67-  38 niter: 25700  105m 50s (- 682m 52s) completed: 13%) loss_emb: 0.0029  loss: 1.4820  acc: 0.6199  lr: 0.0002 
ep/it:67-  88 niter: 25750  106m 2s (- 682m 36s) completed: 13%) loss_emb: 0.0029  loss: 1.4787  acc: 0.6224  lr: 0.0002 
ep/it:67- 138 niter: 25800  106m 14s (- 682m 20s) completed: 13%) loss_emb: 0.0029  loss: 1.4887  acc: 0.6202  lr: 0.0002 
ep/it:67- 188 niter: 25850  106m 26s (- 682m 4s) completed: 13%) loss_emb: 0.0029  loss: 1.4829  acc: 0.6211  lr: 0.0002 
ep/it:67- 238 niter: 25900  106m 38s (- 681m 49s) completed: 13%) loss_emb: 0.0028  loss: 1.4804  acc: 0.6246  lr: 0.0002 
ep/it:67- 288 niter: 25950  106m 50s (- 681m 34s) completed: 13%) loss_emb: 0.0028  loss: 1.4551  acc: 0.6310  lr: 0.0002 
ep/it:67- 338 niter: 26000  107m 2s (- 681m 18s) completed: 13%) loss_emb: 0.0028  loss: 1.4762  acc: 0.6254  lr: 0.0002 
Validation time:
Validation loss:1.439, accuracy:0.635
ep/it:68-   5 niter: 26050  107m 15s (- 681m 15s) completed: 13%) loss_emb: 0.0029  loss: 1.4900  acc: 0.6236  lr: 0.0002 
ep/it:68-  55 niter: 26100  107m 27s (- 681m 0s) completed: 13%) loss_emb: 0.0029  loss: 1.4989  acc: 0.6181  lr: 0.0002 
ep/it:68- 105 niter: 26150  107m 39s (- 680m 45s) completed: 13%) loss_emb: 0.0029  loss: 1.4809  acc: 0.6199  lr: 0.0002 
ep/it:68- 155 niter: 26200  107m 51s (- 680m 30s) completed: 13%) loss_emb: 0.0029  loss: 1.4763  acc: 0.6221  lr: 0.0002 
ep/it:68- 205 niter: 26250  108m 3s (- 680m 14s) completed: 13%) loss_emb: 0.0029  loss: 1.4702  acc: 0.6227  lr: 0.0002 
ep/it:68- 255 niter: 26300  108m 15s (- 679m 58s) completed: 13%) loss_emb: 0.0028  loss: 1.4659  acc: 0.6256  lr: 0.0002 
ep/it:68- 305 niter: 26350  108m 26s (- 679m 42s) completed: 13%) loss_emb: 0.0028  loss: 1.4585  acc: 0.6258  lr: 0.0002 
ep/it:68- 355 niter: 26400  108m 38s (- 679m 27s) completed: 13%) loss_emb: 0.0029  loss: 1.4754  acc: 0.6227  lr: 0.0002 
Validation time:
Validation loss:1.429, accuracy:0.642
Improved accuracy from 0.64 to 0.6423475120378577!!!
ep/it:69-  22 niter: 26450  108m 52s (- 679m 24s) completed: 13%) loss_emb: 0.0029  loss: 1.4722  acc: 0.6224  lr: 0.0002 
ep/it:69-  72 niter: 26500  109m 4s (- 679m 9s) completed: 13%) loss_emb: 0.0029  loss: 1.4725  acc: 0.6230  lr: 0.0002 
ep/it:69- 122 niter: 26550  109m 16s (- 678m 54s) completed: 13%) loss_emb: 0.0029  loss: 1.4884  acc: 0.6217  lr: 0.0002 
ep/it:69- 172 niter: 26600  109m 28s (- 678m 40s) completed: 13%) loss_emb: 0.0028  loss: 1.4388  acc: 0.6309  lr: 0.0002 
ep/it:69- 222 niter: 26650  109m 40s (- 678m 25s) completed: 13%) loss_emb: 0.0028  loss: 1.4708  acc: 0.6268  lr: 0.0002 
ep/it:69- 272 niter: 26700  109m 52s (- 678m 10s) completed: 13%) loss_emb: 0.0029  loss: 1.4811  acc: 0.6222  lr: 0.0002 
ep/it:69- 322 niter: 26750  110m 4s (- 677m 55s) completed: 13%) loss_emb: 0.0029  loss: 1.5183  acc: 0.6134  lr: 0.0002 
ep/it:69- 372 niter: 26800  110m 16s (- 677m 42s) completed: 13%) loss_emb: 0.0028  loss: 1.4623  acc: 0.6275  lr: 0.0002 
Validation time:
Validation loss:1.435, accuracy:0.639
--> 	 Eva. Ep 70 :, FID. 10.9709, Diversity Real. 9.7591, Diversity. 6.4263, R_precision_real. [0.50531915 0.70013298 0.79986702], R_precision. [0.22805851 0.37101064 0.47207447], matching_score_real. 2.8983216285705566, matching_score_pred. 5.408310413360596
--> --> 	 FID Improved from 11.14761 to 10.97090 !!!
--> --> 	 matching_score Improved from 5.48390 to 5.40831 !!!
--> --> 	 Top1 Improved from 0.2274 to 0.2281 !!!
--> --> 	 Top2 Improved from 0.3570 to 0.3710 !!!
--> --> 	 Top3 Improved from 0.4561 to 0.4721 !!!
ep/it:70-  39 niter: 26850  110m 37s (- 678m 24s) completed: 14%) loss_emb: 0.0028  loss: 1.4420  acc: 0.6291  lr: 0.0002 
ep/it:70-  89 niter: 26900  110m 49s (- 678m 10s) completed: 14%) loss_emb: 0.0028  loss: 1.4714  acc: 0.6259  lr: 0.0002 
ep/it:70- 139 niter: 26950  111m 1s (- 677m 54s) completed: 14%) loss_emb: 0.0029  loss: 1.4922  acc: 0.6174  lr: 0.0002 
ep/it:70- 189 niter: 27000  111m 13s (- 677m 40s) completed: 14%) loss_emb: 0.0029  loss: 1.4730  acc: 0.6226  lr: 0.0002 
ep/it:70- 239 niter: 27050  111m 25s (- 677m 25s) completed: 14%) loss_emb: 0.0029  loss: 1.4721  acc: 0.6231  lr: 0.0002 
ep/it:70- 289 niter: 27100  111m 37s (- 677m 11s) completed: 14%) loss_emb: 0.0028  loss: 1.4589  acc: 0.6286  lr: 0.0002 
ep/it:70- 339 niter: 27150  111m 49s (- 676m 57s) completed: 14%) loss_emb: 0.0029  loss: 1.4861  acc: 0.6200  lr: 0.0002 
Validation time:
Validation loss:1.453, accuracy:0.631
ep/it:71-   6 niter: 27200  112m 3s (- 676m 52s) completed: 14%) loss_emb: 0.0028  loss: 1.4708  acc: 0.6242  lr: 0.0002 
ep/it:71-  56 niter: 27250  112m 15s (- 676m 37s) completed: 14%) loss_emb: 0.0029  loss: 1.4829  acc: 0.6215  lr: 0.0002 
ep/it:71- 106 niter: 27300  112m 27s (- 676m 24s) completed: 14%) loss_emb: 0.0028  loss: 1.4701  acc: 0.6257  lr: 0.0002 
ep/it:71- 156 niter: 27350  112m 39s (- 676m 10s) completed: 14%) loss_emb: 0.0028  loss: 1.4544  acc: 0.6321  lr: 0.0002 
ep/it:71- 206 niter: 27400  112m 51s (- 675m 55s) completed: 14%) loss_emb: 0.0028  loss: 1.4607  acc: 0.6244  lr: 0.0002 
ep/it:71- 256 niter: 27450  113m 3s (- 675m 41s) completed: 14%) loss_emb: 0.0029  loss: 1.4791  acc: 0.6216  lr: 0.0002 
ep/it:71- 306 niter: 27500  113m 15s (- 675m 26s) completed: 14%) loss_emb: 0.0029  loss: 1.4902  acc: 0.6225  lr: 0.0002 
ep/it:71- 356 niter: 27550  113m 27s (- 675m 11s) completed: 14%) loss_emb: 0.0028  loss: 1.4610  acc: 0.6255  lr: 0.0002 
Validation time:
Validation loss:1.423, accuracy:0.641
ep/it:72-  23 niter: 27600  113m 41s (- 675m 7s) completed: 14%) loss_emb: 0.0028  loss: 1.4602  acc: 0.6254  lr: 0.0002 
ep/it:72-  73 niter: 27650  113m 53s (- 674m 52s) completed: 14%) loss_emb: 0.0028  loss: 1.4548  acc: 0.6289  lr: 0.0002 
ep/it:72- 123 niter: 27700  114m 4s (- 674m 36s) completed: 14%) loss_emb: 0.0028  loss: 1.4393  acc: 0.6307  lr: 0.0002 
ep/it:72- 173 niter: 27750  114m 16s (- 674m 20s) completed: 14%) loss_emb: 0.0028  loss: 1.4583  acc: 0.6284  lr: 0.0002 
ep/it:72- 223 niter: 27800  114m 28s (- 674m 4s) completed: 14%) loss_emb: 0.0028  loss: 1.4562  acc: 0.6296  lr: 0.0002 
ep/it:72- 273 niter: 27850  114m 40s (- 673m 50s) completed: 14%) loss_emb: 0.0029  loss: 1.4855  acc: 0.6218  lr: 0.0002 
ep/it:72- 323 niter: 27900  114m 52s (- 673m 34s) completed: 14%) loss_emb: 0.0029  loss: 1.4962  acc: 0.6189  lr: 0.0002 
ep/it:72- 373 niter: 27950  115m 4s (- 673m 19s) completed: 14%) loss_emb: 0.0029  loss: 1.4849  acc: 0.6197  lr: 0.0002 
Validation time:
Validation loss:1.455, accuracy:0.631
ep/it:73-  40 niter: 28000  115m 18s (- 673m 16s) completed: 14%) loss_emb: 0.0028  loss: 1.4585  acc: 0.6260  lr: 0.0002 
ep/it:73-  90 niter: 28050  115m 29s (- 673m 1s) completed: 14%) loss_emb: 0.0028  loss: 1.4447  acc: 0.6303  lr: 0.0002 
ep/it:73- 140 niter: 28100  115m 42s (- 672m 47s) completed: 14%) loss_emb: 0.0029  loss: 1.4745  acc: 0.6209  lr: 0.0002 
ep/it:73- 190 niter: 28150  115m 53s (- 672m 32s) completed: 14%) loss_emb: 0.0028  loss: 1.4755  acc: 0.6247  lr: 0.0002 
ep/it:73- 240 niter: 28200  116m 5s (- 672m 17s) completed: 14%) loss_emb: 0.0029  loss: 1.4839  acc: 0.6210  lr: 0.0002 
ep/it:73- 290 niter: 28250  116m 17s (- 672m 2s) completed: 14%) loss_emb: 0.0029  loss: 1.4987  acc: 0.6189  lr: 0.0002 
ep/it:73- 340 niter: 28300  116m 29s (- 671m 47s) completed: 14%) loss_emb: 0.0029  loss: 1.4750  acc: 0.6219  lr: 0.0002 
Validation time:
Validation loss:1.392, accuracy:0.644
Improved accuracy from 0.64 to 0.6444476402324179!!!
ep/it:74-   7 niter: 28350  116m 43s (- 671m 43s) completed: 14%) loss_emb: 0.0029  loss: 1.4838  acc: 0.6211  lr: 0.0002 
ep/it:74-  57 niter: 28400  116m 55s (- 671m 28s) completed: 14%) loss_emb: 0.0028  loss: 1.4594  acc: 0.6282  lr: 0.0002 
ep/it:74- 107 niter: 28450  117m 6s (- 671m 12s) completed: 14%) loss_emb: 0.0028  loss: 1.4459  acc: 0.6294  lr: 0.0002 
ep/it:74- 157 niter: 28500  117m 18s (- 670m 57s) completed: 14%) loss_emb: 0.0028  loss: 1.4480  acc: 0.6280  lr: 0.0002 
ep/it:74- 207 niter: 28550  117m 30s (- 670m 43s) completed: 14%) loss_emb: 0.0028  loss: 1.4409  acc: 0.6330  lr: 0.0002 
ep/it:74- 257 niter: 28600  117m 42s (- 670m 28s) completed: 14%) loss_emb: 0.0028  loss: 1.4446  acc: 0.6281  lr: 0.0002 
ep/it:74- 307 niter: 28650  117m 54s (- 670m 13s) completed: 14%) loss_emb: 0.0028  loss: 1.4565  acc: 0.6238  lr: 0.0002 
ep/it:74- 357 niter: 28700  118m 6s (- 669m 59s) completed: 14%) loss_emb: 0.0028  loss: 1.4518  acc: 0.6309  lr: 0.0002 
Validation time:
Validation loss:1.443, accuracy:0.634
--> 	 Eva. Ep 75 :, FID. 11.5710, Diversity Real. 9.7009, Diversity. 6.3777, R_precision_real. [0.50731383 0.70678191 0.80053191], R_precision. [0.23736702 0.38297872 0.47406915], matching_score_real. 2.9355390071868896, matching_score_pred. 5.447298049926758
--> --> 	 Top1 Improved from 0.2281 to 0.2374 !!!
--> --> 	 Top2 Improved from 0.3710 to 0.3830 !!!
--> --> 	 Top3 Improved from 0.4721 to 0.4741 !!!
ep/it:75-  24 niter: 28750  118m 27s (- 670m 37s) completed: 15%) loss_emb: 0.0028  loss: 1.4671  acc: 0.6248  lr: 0.0002 
ep/it:75-  74 niter: 28800  118m 39s (- 670m 22s) completed: 15%) loss_emb: 0.0028  loss: 1.4533  acc: 0.6297  lr: 0.0002 
ep/it:75- 124 niter: 28850  118m 51s (- 670m 8s) completed: 15%) loss_emb: 0.0028  loss: 1.4450  acc: 0.6302  lr: 0.0002 
ep/it:75- 174 niter: 28900  119m 3s (- 669m 52s) completed: 15%) loss_emb: 0.0028  loss: 1.4482  acc: 0.6281  lr: 0.0002 
ep/it:75- 224 niter: 28950  119m 15s (- 669m 37s) completed: 15%) loss_emb: 0.0028  loss: 1.4760  acc: 0.6248  lr: 0.0002 
ep/it:75- 274 niter: 29000  119m 27s (- 669m 21s) completed: 15%) loss_emb: 0.0028  loss: 1.4500  acc: 0.6288  lr: 0.0002 
ep/it:75- 324 niter: 29050  119m 39s (- 669m 6s) completed: 15%) loss_emb: 0.0028  loss: 1.4667  acc: 0.6275  lr: 0.0002 
ep/it:75- 374 niter: 29100  119m 51s (- 668m 52s) completed: 15%) loss_emb: 0.0029  loss: 1.4724  acc: 0.6219  lr: 0.0002 
Validation time:
Validation loss:1.405, accuracy:0.644
ep/it:76-  41 niter: 29150  120m 4s (- 668m 46s) completed: 15%) loss_emb: 0.0028  loss: 1.4469  acc: 0.6295  lr: 0.0002 
ep/it:76-  91 niter: 29200  120m 16s (- 668m 33s) completed: 15%) loss_emb: 0.0028  loss: 1.4418  acc: 0.6306  lr: 0.0002 
ep/it:76- 141 niter: 29250  120m 28s (- 668m 17s) completed: 15%) loss_emb: 0.0028  loss: 1.4317  acc: 0.6317  lr: 0.0002 
ep/it:76- 191 niter: 29300  120m 40s (- 668m 3s) completed: 15%) loss_emb: 0.0029  loss: 1.4728  acc: 0.6223  lr: 0.0002 
ep/it:76- 241 niter: 29350  120m 52s (- 667m 48s) completed: 15%) loss_emb: 0.0028  loss: 1.4716  acc: 0.6255  lr: 0.0002 
ep/it:76- 291 niter: 29400  121m 4s (- 667m 35s) completed: 15%) loss_emb: 0.0028  loss: 1.4271  acc: 0.6343  lr: 0.0002 
ep/it:76- 341 niter: 29450  121m 17s (- 667m 22s) completed: 15%) loss_emb: 0.0028  loss: 1.4466  acc: 0.6304  lr: 0.0002 
Validation time:
Validation loss:1.435, accuracy:0.637
ep/it:77-   8 niter: 29500  121m 30s (- 667m 17s) completed: 15%) loss_emb: 0.0028  loss: 1.4574  acc: 0.6283  lr: 0.0002 
ep/it:77-  58 niter: 29550  121m 42s (- 667m 3s) completed: 15%) loss_emb: 0.0028  loss: 1.4210  acc: 0.6349  lr: 0.0002 
ep/it:77- 108 niter: 29600  121m 54s (- 666m 49s) completed: 15%) loss_emb: 0.0028  loss: 1.4451  acc: 0.6312  lr: 0.0002 
ep/it:77- 158 niter: 29650  122m 6s (- 666m 34s) completed: 15%) loss_emb: 0.0028  loss: 1.4603  acc: 0.6252  lr: 0.0002 
ep/it:77- 208 niter: 29700  122m 18s (- 666m 19s) completed: 15%) loss_emb: 0.0028  loss: 1.4410  acc: 0.6281  lr: 0.0002 
ep/it:77- 258 niter: 29750  122m 30s (- 666m 4s) completed: 15%) loss_emb: 0.0028  loss: 1.4368  acc: 0.6316  lr: 0.0002 
ep/it:77- 308 niter: 29800  122m 42s (- 665m 50s) completed: 15%) loss_emb: 0.0029  loss: 1.4704  acc: 0.6222  lr: 0.0002 
ep/it:77- 358 niter: 29850  122m 54s (- 665m 34s) completed: 15%) loss_emb: 0.0029  loss: 1.4819  acc: 0.6221  lr: 0.0002 
Validation time:
Validation loss:1.450, accuracy:0.632
ep/it:78-  25 niter: 29900  123m 7s (- 665m 29s) completed: 15%) loss_emb: 0.0028  loss: 1.4394  acc: 0.6303  lr: 0.0002 
ep/it:78-  75 niter: 29950  123m 19s (- 665m 15s) completed: 15%) loss_emb: 0.0028  loss: 1.4554  acc: 0.6255  lr: 0.0002 
ep/it:78- 125 niter: 30000  123m 31s (- 665m 0s) completed: 15%) loss_emb: 0.0029  loss: 1.4741  acc: 0.6214  lr: 0.0002 
ep/it:78- 175 niter: 30050  123m 43s (- 664m 45s) completed: 15%) loss_emb: 0.0029  loss: 1.4837  acc: 0.6207  lr: 0.0002 
ep/it:78- 225 niter: 30100  123m 55s (- 664m 30s) completed: 15%) loss_emb: 0.0028  loss: 1.4455  acc: 0.6302  lr: 0.0002 
ep/it:78- 275 niter: 30150  124m 7s (- 664m 15s) completed: 15%) loss_emb: 0.0028  loss: 1.4439  acc: 0.6275  lr: 0.0002 
ep/it:78- 325 niter: 30200  124m 19s (- 664m 1s) completed: 15%) loss_emb: 0.0028  loss: 1.4576  acc: 0.6240  lr: 0.0002 
ep/it:78- 375 niter: 30250  124m 31s (- 663m 46s) completed: 15%) loss_emb: 0.0029  loss: 1.4721  acc: 0.6208  lr: 0.0002 
Validation time:
Validation loss:1.444, accuracy:0.633
ep/it:79-  42 niter: 30300  124m 44s (- 663m 40s) completed: 15%) loss_emb: 0.0028  loss: 1.4370  acc: 0.6309  lr: 0.0002 
ep/it:79-  92 niter: 30350  124m 56s (- 663m 25s) completed: 15%) loss_emb: 0.0028  loss: 1.4301  acc: 0.6322  lr: 0.0002 
ep/it:79- 142 niter: 30400  125m 8s (- 663m 10s) completed: 15%) loss_emb: 0.0028  loss: 1.4647  acc: 0.6263  lr: 0.0002 
ep/it:79- 192 niter: 30450  125m 20s (- 662m 57s) completed: 15%) loss_emb: 0.0028  loss: 1.4647  acc: 0.6253  lr: 0.0002 
ep/it:79- 242 niter: 30500  125m 32s (- 662m 41s) completed: 15%) loss_emb: 0.0028  loss: 1.4163  acc: 0.6364  lr: 0.0002 
ep/it:79- 292 niter: 30550  125m 44s (- 662m 27s) completed: 15%) loss_emb: 0.0028  loss: 1.4482  acc: 0.6266  lr: 0.0002 
ep/it:79- 342 niter: 30600  125m 56s (- 662m 12s) completed: 15%) loss_emb: 0.0028  loss: 1.4419  acc: 0.6316  lr: 0.0002 
Validation time:
Validation loss:1.408, accuracy:0.643
--> 	 Eva. Ep 80 :, FID. 11.6038, Diversity Real. 9.6385, Diversity. 6.1044, R_precision_real. [0.52992021 0.7081117  0.80119681], R_precision. [0.23470745 0.39162234 0.48271277], matching_score_real. 2.909907341003418, matching_score_pred. 5.366199016571045
--> --> 	 matching_score Improved from 5.40831 to 5.36620 !!!
--> --> 	 Top2 Improved from 0.3830 to 0.3916 !!!
--> --> 	 Top3 Improved from 0.4741 to 0.4827 !!!
ep/it:80-   9 niter: 30650  126m 17s (- 662m 45s) completed: 16%) loss_emb: 0.0028  loss: 1.4218  acc: 0.6347  lr: 0.0002 
ep/it:80-  59 niter: 30700  126m 29s (- 662m 30s) completed: 16%) loss_emb: 0.0029  loss: 1.4605  acc: 0.6225  lr: 0.0002 
ep/it:80- 109 niter: 30750  126m 41s (- 662m 17s) completed: 16%) loss_emb: 0.0029  loss: 1.4598  acc: 0.6217  lr: 0.0002 
ep/it:80- 159 niter: 30800  126m 53s (- 662m 3s) completed: 16%) loss_emb: 0.0028  loss: 1.4520  acc: 0.6280  lr: 0.0002 
ep/it:80- 209 niter: 30850  127m 5s (- 661m 48s) completed: 16%) loss_emb: 0.0028  loss: 1.4498  acc: 0.6300  lr: 0.0002 
ep/it:80- 259 niter: 30900  127m 17s (- 661m 34s) completed: 16%) loss_emb: 0.0028  loss: 1.4261  acc: 0.6317  lr: 0.0002 
ep/it:80- 309 niter: 30950  127m 29s (- 661m 20s) completed: 16%) loss_emb: 0.0028  loss: 1.4411  acc: 0.6297  lr: 0.0002 
ep/it:80- 359 niter: 31000  127m 41s (- 661m 5s) completed: 16%) loss_emb: 0.0028  loss: 1.4585  acc: 0.6288  lr: 0.0002 
Validation time:
Validation loss:1.418, accuracy:0.642
ep/it:81-  26 niter: 31050  127m 55s (- 661m 1s) completed: 16%) loss_emb: 0.0028  loss: 1.4414  acc: 0.6278  lr: 0.0002 
ep/it:81-  76 niter: 31100  128m 6s (- 660m 46s) completed: 16%) loss_emb: 0.0028  loss: 1.4462  acc: 0.6296  lr: 0.0002 
ep/it:81- 126 niter: 31150  128m 19s (- 660m 32s) completed: 16%) loss_emb: 0.0028  loss: 1.4366  acc: 0.6314  lr: 0.0002 
ep/it:81- 176 niter: 31200  128m 30s (- 660m 16s) completed: 16%) loss_emb: 0.0028  loss: 1.4568  acc: 0.6274  lr: 0.0002 
ep/it:81- 226 niter: 31250  128m 42s (- 660m 2s) completed: 16%) loss_emb: 0.0028  loss: 1.4536  acc: 0.6261  lr: 0.0002 
ep/it:81- 276 niter: 31300  128m 54s (- 659m 47s) completed: 16%) loss_emb: 0.0028  loss: 1.4315  acc: 0.6302  lr: 0.0002 
ep/it:81- 326 niter: 31350  129m 6s (- 659m 33s) completed: 16%) loss_emb: 0.0028  loss: 1.4555  acc: 0.6264  lr: 0.0002 
ep/it:81- 376 niter: 31400  129m 18s (- 659m 18s) completed: 16%) loss_emb: 0.0028  loss: 1.4386  acc: 0.6285  lr: 0.0002 
Validation time:
Validation loss:1.449, accuracy:0.631
ep/it:82-  43 niter: 31450  129m 32s (- 659m 13s) completed: 16%) loss_emb: 0.0028  loss: 1.4186  acc: 0.6329  lr: 0.0002 
ep/it:82-  93 niter: 31500  129m 44s (- 658m 58s) completed: 16%) loss_emb: 0.0028  loss: 1.4256  acc: 0.6325  lr: 0.0002 
ep/it:82- 143 niter: 31550  129m 56s (- 658m 45s) completed: 16%) loss_emb: 0.0029  loss: 1.4801  acc: 0.6219  lr: 0.0002 
ep/it:82- 193 niter: 31600  130m 8s (- 658m 30s) completed: 16%) loss_emb: 0.0028  loss: 1.4576  acc: 0.6266  lr: 0.0002 
ep/it:82- 243 niter: 31650  130m 20s (- 658m 15s) completed: 16%) loss_emb: 0.0028  loss: 1.4137  acc: 0.6381  lr: 0.0002 
ep/it:82- 293 niter: 31700  130m 32s (- 658m 2s) completed: 16%) loss_emb: 0.0028  loss: 1.4607  acc: 0.6252  lr: 0.0002 
ep/it:82- 343 niter: 31750  130m 43s (- 657m 47s) completed: 16%) loss_emb: 0.0028  loss: 1.4579  acc: 0.6268  lr: 0.0002 
Validation time:
Validation loss:1.469, accuracy:0.628
ep/it:83-  10 niter: 31800  130m 57s (- 657m 41s) completed: 16%) loss_emb: 0.0028  loss: 1.4506  acc: 0.6260  lr: 0.0002 
ep/it:83-  60 niter: 31850  131m 9s (- 657m 28s) completed: 16%) loss_emb: 0.0028  loss: 1.4555  acc: 0.6247  lr: 0.0002 
ep/it:83- 110 niter: 31900  131m 21s (- 657m 12s) completed: 16%) loss_emb: 0.0028  loss: 1.4361  acc: 0.6324  lr: 0.0002 
ep/it:83- 160 niter: 31950  131m 33s (- 656m 57s) completed: 16%) loss_emb: 0.0029  loss: 1.4813  acc: 0.6211  lr: 0.0002 
ep/it:83- 210 niter: 32000  131m 45s (- 656m 41s) completed: 16%) loss_emb: 0.0028  loss: 1.4283  acc: 0.6306  lr: 0.0002 
ep/it:83- 260 niter: 32050  131m 56s (- 656m 27s) completed: 16%) loss_emb: 0.0028  loss: 1.4375  acc: 0.6296  lr: 0.0002 
ep/it:83- 310 niter: 32100  132m 9s (- 656m 13s) completed: 16%) loss_emb: 0.0028  loss: 1.4410  acc: 0.6286  lr: 0.0002 
ep/it:83- 360 niter: 32150  132m 20s (- 655m 58s) completed: 16%) loss_emb: 0.0029  loss: 1.4609  acc: 0.6236  lr: 0.0002 
Validation time:
Validation loss:1.435, accuracy:0.636
ep/it:84-  27 niter: 32200  132m 34s (- 655m 52s) completed: 16%) loss_emb: 0.0028  loss: 1.4406  acc: 0.6291  lr: 0.0002 
ep/it:84-  77 niter: 32250  132m 46s (- 655m 39s) completed: 16%) loss_emb: 0.0028  loss: 1.4535  acc: 0.6265  lr: 0.0002 
ep/it:84- 127 niter: 32300  132m 58s (- 655m 24s) completed: 16%) loss_emb: 0.0029  loss: 1.4677  acc: 0.6215  lr: 0.0002 
ep/it:84- 177 niter: 32350  133m 10s (- 655m 10s) completed: 16%) loss_emb: 0.0028  loss: 1.4520  acc: 0.6252  lr: 0.0002 
ep/it:84- 227 niter: 32400  133m 22s (- 654m 55s) completed: 16%) loss_emb: 0.0028  loss: 1.4117  acc: 0.6363  lr: 0.0002 
ep/it:84- 277 niter: 32450  133m 34s (- 654m 42s) completed: 16%) loss_emb: 0.0028  loss: 1.4385  acc: 0.6299  lr: 0.0002 
ep/it:84- 327 niter: 32500  133m 46s (- 654m 28s) completed: 16%) loss_emb: 0.0028  loss: 1.4413  acc: 0.6280  lr: 0.0002 
ep/it:84- 377 niter: 32550  133m 58s (- 654m 14s) completed: 16%) loss_emb: 0.0028  loss: 1.4314  acc: 0.6320  lr: 0.0002 
Validation time:
Validation loss:1.427, accuracy:0.634
--> 	 Eva. Ep 85 :, FID. 11.7077, Diversity Real. 9.6823, Diversity. 6.0708, R_precision_real. [0.52859043 0.71077128 0.81050532], R_precision. [0.2081117  0.34042553 0.43816489], matching_score_real. 2.858168363571167, matching_score_pred. 5.547104358673096
ep/it:85-  44 niter: 32600  134m 19s (- 654m 42s) completed: 17%) loss_emb: 0.0028  loss: 1.4342  acc: 0.6300  lr: 0.0002 
ep/it:85-  94 niter: 32650  134m 31s (- 654m 29s) completed: 17%) loss_emb: 0.0028  loss: 1.4374  acc: 0.6325  lr: 0.0002 
ep/it:85- 144 niter: 32700  134m 43s (- 654m 14s) completed: 17%) loss_emb: 0.0028  loss: 1.4239  acc: 0.6341  lr: 0.0002 
ep/it:85- 194 niter: 32750  134m 55s (- 653m 59s) completed: 17%) loss_emb: 0.0028  loss: 1.4361  acc: 0.6322  lr: 0.0002 
ep/it:85- 244 niter: 32800  135m 7s (- 653m 45s) completed: 17%) loss_emb: 0.0028  loss: 1.4392  acc: 0.6298  lr: 0.0002 
ep/it:85- 294 niter: 32850  135m 18s (- 653m 30s) completed: 17%) loss_emb: 0.0028  loss: 1.4274  acc: 0.6311  lr: 0.0002 
ep/it:85- 344 niter: 32900  135m 30s (- 653m 15s) completed: 17%) loss_emb: 0.0028  loss: 1.4547  acc: 0.6277  lr: 0.0002 
Validation time:
Validation loss:1.406, accuracy:0.639
ep/it:86-  11 niter: 32950  135m 44s (- 653m 11s) completed: 17%) loss_emb: 0.0028  loss: 1.4152  acc: 0.6367  lr: 0.0002 
ep/it:86-  61 niter: 33000  135m 56s (- 652m 56s) completed: 17%) loss_emb: 0.0028  loss: 1.4356  acc: 0.6296  lr: 0.0002 
ep/it:86- 111 niter: 33050  136m 8s (- 652m 42s) completed: 17%) loss_emb: 0.0028  loss: 1.4548  acc: 0.6228  lr: 0.0002 
ep/it:86- 161 niter: 33100  136m 20s (- 652m 28s) completed: 17%) loss_emb: 0.0028  loss: 1.4237  acc: 0.6358  lr: 0.0002 
ep/it:86- 211 niter: 33150  136m 32s (- 652m 13s) completed: 17%) loss_emb: 0.0028  loss: 1.4303  acc: 0.6314  lr: 0.0002 
ep/it:86- 261 niter: 33200  136m 44s (- 651m 59s) completed: 17%) loss_emb: 0.0028  loss: 1.4475  acc: 0.6278  lr: 0.0002 
ep/it:86- 311 niter: 33250  136m 56s (- 651m 44s) completed: 17%) loss_emb: 0.0028  loss: 1.4190  acc: 0.6327  lr: 0.0002 
ep/it:86- 361 niter: 33300  137m 8s (- 651m 30s) completed: 17%) loss_emb: 0.0028  loss: 1.4400  acc: 0.6306  lr: 0.0002 
Validation time:
Validation loss:1.436, accuracy:0.634
ep/it:87-  28 niter: 33350  137m 22s (- 651m 25s) completed: 17%) loss_emb: 0.0028  loss: 1.4256  acc: 0.6327  lr: 0.0002 
ep/it:87-  78 niter: 33400  137m 33s (- 651m 10s) completed: 17%) loss_emb: 0.0028  loss: 1.4051  acc: 0.6349  lr: 0.0002 
ep/it:87- 128 niter: 33450  137m 45s (- 650m 55s) completed: 17%) loss_emb: 0.0028  loss: 1.4540  acc: 0.6228  lr: 0.0002 
ep/it:87- 178 niter: 33500  137m 57s (- 650m 40s) completed: 17%) loss_emb: 0.0028  loss: 1.4344  acc: 0.6282  lr: 0.0002 
ep/it:87- 228 niter: 33550  138m 9s (- 650m 27s) completed: 17%) loss_emb: 0.0028  loss: 1.4298  acc: 0.6319  lr: 0.0002 
ep/it:87- 278 niter: 33600  138m 21s (- 650m 12s) completed: 17%) loss_emb: 0.0028  loss: 1.4162  acc: 0.6374  lr: 0.0002 
ep/it:87- 328 niter: 33650  138m 33s (- 649m 58s) completed: 17%) loss_emb: 0.0028  loss: 1.4394  acc: 0.6311  lr: 0.0002 
ep/it:87- 378 niter: 33700  138m 45s (- 649m 43s) completed: 17%) loss_emb: 0.0028  loss: 1.4403  acc: 0.6304  lr: 0.0002 
Validation time:
Validation loss:1.412, accuracy:0.637
ep/it:88-  45 niter: 33750  138m 59s (- 649m 39s) completed: 17%) loss_emb: 0.0028  loss: 1.4422  acc: 0.6281  lr: 0.0002 
ep/it:88-  95 niter: 33800  139m 11s (- 649m 24s) completed: 17%) loss_emb: 0.0028  loss: 1.4093  acc: 0.6361  lr: 0.0002 
ep/it:88- 145 niter: 33850  139m 23s (- 649m 9s) completed: 17%) loss_emb: 0.0028  loss: 1.4274  acc: 0.6338  lr: 0.0002 
ep/it:88- 195 niter: 33900  139m 35s (- 648m 55s) completed: 17%) loss_emb: 0.0028  loss: 1.4464  acc: 0.6237  lr: 0.0002 
ep/it:88- 245 niter: 33950  139m 47s (- 648m 41s) completed: 17%) loss_emb: 0.0028  loss: 1.4434  acc: 0.6315  lr: 0.0002 
ep/it:88- 295 niter: 34000  139m 59s (- 648m 27s) completed: 17%) loss_emb: 0.0028  loss: 1.4539  acc: 0.6263  lr: 0.0002 
ep/it:88- 345 niter: 34050  140m 11s (- 648m 13s) completed: 17%) loss_emb: 0.0028  loss: 1.4287  acc: 0.6327  lr: 0.0002 
Validation time:
Validation loss:1.368, accuracy:0.646
Improved accuracy from 0.64 to 0.6462137362231379!!!
ep/it:89-  12 niter: 34100  140m 25s (- 648m 8s) completed: 17%) loss_emb: 0.0028  loss: 1.4292  acc: 0.6315  lr: 0.0002 
ep/it:89-  62 niter: 34150  140m 36s (- 647m 53s) completed: 17%) loss_emb: 0.0028  loss: 1.4422  acc: 0.6281  lr: 0.0002 
ep/it:89- 112 niter: 34200  140m 48s (- 647m 39s) completed: 17%) loss_emb: 0.0028  loss: 1.4328  acc: 0.6329  lr: 0.0002 
ep/it:89- 162 niter: 34250  141m 0s (- 647m 25s) completed: 17%) loss_emb: 0.0028  loss: 1.4387  acc: 0.6311  lr: 0.0002 
ep/it:89- 212 niter: 34300  141m 12s (- 647m 11s) completed: 17%) loss_emb: 0.0028  loss: 1.4573  acc: 0.6258  lr: 0.0002 
ep/it:89- 262 niter: 34350  141m 24s (- 646m 56s) completed: 17%) loss_emb: 0.0028  loss: 1.4525  acc: 0.6244  lr: 0.0002 
ep/it:89- 312 niter: 34400  141m 36s (- 646m 43s) completed: 17%) loss_emb: 0.0028  loss: 1.4247  acc: 0.6329  lr: 0.0002 
ep/it:89- 362 niter: 34450  141m 48s (- 646m 28s) completed: 17%) loss_emb: 0.0028  loss: 1.4393  acc: 0.6297  lr: 0.0002 
Validation time:
Validation loss:1.405, accuracy:0.641
--> 	 Eva. Ep 90 :, FID. 10.6815, Diversity Real. 9.1565, Diversity. 5.8801, R_precision_real. [0.5106383  0.68949468 0.78922872], R_precision. [0.22606383 0.36635638 0.47805851], matching_score_real. 2.9149861335754395, matching_score_pred. 5.334885120391846
--> --> 	 FID Improved from 10.97090 to 10.68147 !!!
--> --> 	 matching_score Improved from 5.36620 to 5.33489 !!!
ep/it:90-  29 niter: 34500  142m 9s (- 646m 57s) completed: 18%) loss_emb: 0.0028  loss: 1.4360  acc: 0.6314  lr: 0.0002 
ep/it:90-  79 niter: 34550  142m 21s (- 646m 43s) completed: 18%) loss_emb: 0.0028  loss: 1.4186  acc: 0.6338  lr: 0.0002 
ep/it:90- 129 niter: 34600  142m 33s (- 646m 28s) completed: 18%) loss_emb: 0.0028  loss: 1.4435  acc: 0.6306  lr: 0.0002 
ep/it:90- 179 niter: 34650  142m 45s (- 646m 15s) completed: 18%) loss_emb: 0.0028  loss: 1.4473  acc: 0.6267  lr: 0.0002 
ep/it:90- 229 niter: 34700  142m 57s (- 646m 0s) completed: 18%) loss_emb: 0.0027  loss: 1.3985  acc: 0.6397  lr: 0.0002 
ep/it:90- 279 niter: 34750  143m 9s (- 645m 46s) completed: 18%) loss_emb: 0.0028  loss: 1.4162  acc: 0.6340  lr: 0.0002 
ep/it:90- 329 niter: 34800  143m 21s (- 645m 32s) completed: 18%) loss_emb: 0.0028  loss: 1.4309  acc: 0.6287  lr: 0.0002 
ep/it:90- 379 niter: 34850  143m 33s (- 645m 17s) completed: 18%) loss_emb: 0.0028  loss: 1.4277  acc: 0.6324  lr: 0.0002 
Validation time:
Validation loss:1.382, accuracy:0.649
Improved accuracy from 0.65 to 0.6486546630444734!!!
ep/it:91-  46 niter: 34900  143m 47s (- 645m 11s) completed: 18%) loss_emb: 0.0028  loss: 1.4083  acc: 0.6356  lr: 0.0002 
ep/it:91-  96 niter: 34950  143m 59s (- 644m 56s) completed: 18%) loss_emb: 0.0028  loss: 1.4310  acc: 0.6302  lr: 0.0002 
ep/it:91- 146 niter: 35000  144m 11s (- 644m 43s) completed: 18%) loss_emb: 0.0028  loss: 1.4312  acc: 0.6299  lr: 0.0002 
ep/it:91- 196 niter: 35050  144m 23s (- 644m 28s) completed: 18%) loss_emb: 0.0028  loss: 1.4313  acc: 0.6334  lr: 0.0002 
ep/it:91- 246 niter: 35100  144m 34s (- 644m 13s) completed: 18%) loss_emb: 0.0028  loss: 1.4157  acc: 0.6345  lr: 0.0002 
ep/it:91- 296 niter: 35150  144m 46s (- 644m 0s) completed: 18%) loss_emb: 0.0028  loss: 1.4417  acc: 0.6269  lr: 0.0002 
ep/it:91- 346 niter: 35200  144m 58s (- 643m 45s) completed: 18%) loss_emb: 0.0028  loss: 1.4070  acc: 0.6342  lr: 0.0002 
Validation time:
Validation loss:1.417, accuracy:0.639
ep/it:92-  13 niter: 35250  145m 12s (- 643m 39s) completed: 18%) loss_emb: 0.0028  loss: 1.4237  acc: 0.6318  lr: 0.0002 
ep/it:92-  63 niter: 35300  145m 24s (- 643m 24s) completed: 18%) loss_emb: 0.0028  loss: 1.4132  acc: 0.6347  lr: 0.0002 
ep/it:92- 113 niter: 35350  145m 36s (- 643m 11s) completed: 18%) loss_emb: 0.0028  loss: 1.4242  acc: 0.6331  lr: 0.0002 
ep/it:92- 163 niter: 35400  145m 48s (- 642m 56s) completed: 18%) loss_emb: 0.0028  loss: 1.4196  acc: 0.6339  lr: 0.0002 
ep/it:92- 213 niter: 35450  145m 59s (- 642m 41s) completed: 18%) loss_emb: 0.0028  loss: 1.4277  acc: 0.6331  lr: 0.0002 
ep/it:92- 263 niter: 35500  146m 11s (- 642m 26s) completed: 18%) loss_emb: 0.0028  loss: 1.4312  acc: 0.6316  lr: 0.0002 
ep/it:92- 313 niter: 35550  146m 23s (- 642m 12s) completed: 18%) loss_emb: 0.0028  loss: 1.4527  acc: 0.6261  lr: 0.0002 
ep/it:92- 363 niter: 35600  146m 35s (- 641m 58s) completed: 18%) loss_emb: 0.0027  loss: 1.4055  acc: 0.6374  lr: 0.0002 
Validation time:
Validation loss:1.395, accuracy:0.644
ep/it:93-  30 niter: 35650  146m 49s (- 641m 52s) completed: 18%) loss_emb: 0.0028  loss: 1.4103  acc: 0.6329  lr: 0.0002 
ep/it:93-  80 niter: 35700  147m 1s (- 641m 38s) completed: 18%) loss_emb: 0.0027  loss: 1.3991  acc: 0.6375  lr: 0.0002 
ep/it:93- 130 niter: 35750  147m 13s (- 641m 23s) completed: 18%) loss_emb: 0.0028  loss: 1.4055  acc: 0.6382  lr: 0.0002 
ep/it:93- 180 niter: 35800  147m 25s (- 641m 10s) completed: 18%) loss_emb: 0.0028  loss: 1.4266  acc: 0.6304  lr: 0.0002 
ep/it:93- 230 niter: 35850  147m 37s (- 640m 55s) completed: 18%) loss_emb: 0.0028  loss: 1.4271  acc: 0.6310  lr: 0.0002 
ep/it:93- 280 niter: 35900  147m 49s (- 640m 42s) completed: 18%) loss_emb: 0.0028  loss: 1.4140  acc: 0.6360  lr: 0.0002 
ep/it:93- 330 niter: 35950  148m 1s (- 640m 27s) completed: 18%) loss_emb: 0.0028  loss: 1.4214  acc: 0.6352  lr: 0.0002 
ep/it:93- 380 niter: 36000  148m 13s (- 640m 13s) completed: 18%) loss_emb: 0.0028  loss: 1.4203  acc: 0.6348  lr: 0.0002 
Validation time:
Validation loss:1.385, accuracy:0.644
ep/it:94-  47 niter: 36050  148m 27s (- 640m 8s) completed: 18%) loss_emb: 0.0028  loss: 1.4189  acc: 0.6333  lr: 0.0002 
ep/it:94-  97 niter: 36100  148m 39s (- 639m 53s) completed: 18%) loss_emb: 0.0028  loss: 1.4502  acc: 0.6277  lr: 0.0002 
ep/it:94- 147 niter: 36150  148m 51s (- 639m 40s) completed: 18%) loss_emb: 0.0027  loss: 1.3929  acc: 0.6397  lr: 0.0002 
ep/it:94- 197 niter: 36200  149m 2s (- 639m 25s) completed: 18%) loss_emb: 0.0027  loss: 1.3802  acc: 0.6432  lr: 0.0002 
ep/it:94- 247 niter: 36250  149m 14s (- 639m 11s) completed: 18%) loss_emb: 0.0028  loss: 1.4336  acc: 0.6293  lr: 0.0002 
ep/it:94- 297 niter: 36300  149m 26s (- 638m 57s) completed: 18%) loss_emb: 0.0028  loss: 1.4199  acc: 0.6329  lr: 0.0002 
ep/it:94- 347 niter: 36350  149m 38s (- 638m 43s) completed: 18%) loss_emb: 0.0028  loss: 1.4175  acc: 0.6350  lr: 0.0002 
Validation time:
Validation loss:1.391, accuracy:0.648
--> 	 Eva. Ep 95 :, FID. 11.7181, Diversity Real. 9.5316, Diversity. 6.3109, R_precision_real. [0.50332447 0.70678191 0.80319149], R_precision. [0.21409574 0.35904255 0.46077128], matching_score_real. 2.8859775066375732, matching_score_pred. 5.407796859741211
ep/it:95-  14 niter: 36400  149m 59s (- 639m 7s) completed: 19%) loss_emb: 0.0028  loss: 1.4389  acc: 0.6268  lr: 0.0002 
ep/it:95-  64 niter: 36450  150m 11s (- 638m 54s) completed: 19%) loss_emb: 0.0028  loss: 1.4150  acc: 0.6351  lr: 0.0002 
ep/it:95- 114 niter: 36500  150m 23s (- 638m 40s) completed: 19%) loss_emb: 0.0028  loss: 1.4230  acc: 0.6335  lr: 0.0002 
ep/it:95- 164 niter: 36550  150m 35s (- 638m 25s) completed: 19%) loss_emb: 0.0028  loss: 1.4383  acc: 0.6287  lr: 0.0002 
ep/it:95- 214 niter: 36600  150m 47s (- 638m 11s) completed: 19%) loss_emb: 0.0027  loss: 1.3999  acc: 0.6414  lr: 0.0002 
ep/it:95- 264 niter: 36650  150m 59s (- 637m 57s) completed: 19%) loss_emb: 0.0028  loss: 1.4163  acc: 0.6338  lr: 0.0002 
ep/it:95- 314 niter: 36700  151m 11s (- 637m 43s) completed: 19%) loss_emb: 0.0028  loss: 1.4349  acc: 0.6295  lr: 0.0002 
ep/it:95- 364 niter: 36750  151m 23s (- 637m 28s) completed: 19%) loss_emb: 0.0028  loss: 1.4319  acc: 0.6314  lr: 0.0002 
Validation time:
Validation loss:1.408, accuracy:0.642
ep/it:96-  31 niter: 36800  151m 36s (- 637m 21s) completed: 19%) loss_emb: 0.0028  loss: 1.4170  acc: 0.6328  lr: 0.0002 
ep/it:96-  81 niter: 36850  151m 48s (- 637m 7s) completed: 19%) loss_emb: 0.0028  loss: 1.4249  acc: 0.6330  lr: 0.0002 
ep/it:96- 131 niter: 36900  152m 0s (- 636m 54s) completed: 19%) loss_emb: 0.0028  loss: 1.4066  acc: 0.6356  lr: 0.0002 
ep/it:96- 181 niter: 36950  152m 12s (- 636m 39s) completed: 19%) loss_emb: 0.0028  loss: 1.4263  acc: 0.6302  lr: 0.0002 
ep/it:96- 231 niter: 37000  152m 25s (- 636m 26s) completed: 19%) loss_emb: 0.0027  loss: 1.4054  acc: 0.6383  lr: 0.0002 
ep/it:96- 281 niter: 37050  152m 37s (- 636m 13s) completed: 19%) loss_emb: 0.0028  loss: 1.4360  acc: 0.6302  lr: 0.0002 
ep/it:96- 331 niter: 37100  152m 48s (- 635m 58s) completed: 19%) loss_emb: 0.0028  loss: 1.4132  acc: 0.6345  lr: 0.0002 
ep/it:96- 381 niter: 37150  153m 0s (- 635m 44s) completed: 19%) loss_emb: 0.0028  loss: 1.4315  acc: 0.6286  lr: 0.0002 
Validation time:
Validation loss:1.416, accuracy:0.639
ep/it:97-  48 niter: 37200  153m 14s (- 635m 38s) completed: 19%) loss_emb: 0.0027  loss: 1.3762  acc: 0.6419  lr: 0.0002 
ep/it:97-  98 niter: 37250  153m 26s (- 635m 23s) completed: 19%) loss_emb: 0.0027  loss: 1.3975  acc: 0.6380  lr: 0.0002 
ep/it:97- 148 niter: 37300  153m 38s (- 635m 9s) completed: 19%) loss_emb: 0.0028  loss: 1.4207  acc: 0.6323  lr: 0.0002 
ep/it:97- 198 niter: 37350  153m 50s (- 634m 55s) completed: 19%) loss_emb: 0.0028  loss: 1.4162  acc: 0.6340  lr: 0.0002 
ep/it:97- 248 niter: 37400  154m 2s (- 634m 41s) completed: 19%) loss_emb: 0.0028  loss: 1.4152  acc: 0.6360  lr: 0.0002 
ep/it:97- 298 niter: 37450  154m 14s (- 634m 27s) completed: 19%) loss_emb: 0.0028  loss: 1.4092  acc: 0.6345  lr: 0.0002 
ep/it:97- 348 niter: 37500  154m 26s (- 634m 13s) completed: 19%) loss_emb: 0.0027  loss: 1.4004  acc: 0.6380  lr: 0.0002 
Validation time:
Validation loss:1.414, accuracy:0.643
ep/it:98-  15 niter: 37550  154m 40s (- 634m 7s) completed: 19%) loss_emb: 0.0027  loss: 1.3966  acc: 0.6388  lr: 0.0002 
ep/it:98-  65 niter: 37600  154m 52s (- 633m 53s) completed: 19%) loss_emb: 0.0028  loss: 1.4076  acc: 0.6368  lr: 0.0002 
ep/it:98- 115 niter: 37650  155m 4s (- 633m 40s) completed: 19%) loss_emb: 0.0027  loss: 1.3989  acc: 0.6373  lr: 0.0002 
ep/it:98- 165 niter: 37700  155m 16s (- 633m 25s) completed: 19%) loss_emb: 0.0028  loss: 1.4160  acc: 0.6330  lr: 0.0002 
ep/it:98- 215 niter: 37750  155m 28s (- 633m 11s) completed: 19%) loss_emb: 0.0027  loss: 1.3940  acc: 0.6411  lr: 0.0002 
ep/it:98- 265 niter: 37800  155m 40s (- 632m 58s) completed: 19%) loss_emb: 0.0028  loss: 1.4367  acc: 0.6302  lr: 0.0002 
ep/it:98- 315 niter: 37850  155m 51s (- 632m 43s) completed: 19%) loss_emb: 0.0027  loss: 1.3957  acc: 0.6411  lr: 0.0002 
ep/it:98- 365 niter: 37900  156m 3s (- 632m 30s) completed: 19%) loss_emb: 0.0028  loss: 1.4468  acc: 0.6281  lr: 0.0002 
Validation time:
Validation loss:1.364, accuracy:0.650
Improved accuracy from 0.65 to 0.6504448963248212!!!
ep/it:99-  32 niter: 37950  156m 17s (- 632m 23s) completed: 19%) loss_emb: 0.0028  loss: 1.4387  acc: 0.6275  lr: 0.0002 
ep/it:99-  82 niter: 38000  156m 29s (- 632m 10s) completed: 19%) loss_emb: 0.0028  loss: 1.4241  acc: 0.6306  lr: 0.0002 
ep/it:99- 132 niter: 38050  156m 41s (- 631m 56s) completed: 19%) loss_emb: 0.0028  loss: 1.4151  acc: 0.6333  lr: 0.0002 
ep/it:99- 182 niter: 38100  156m 53s (- 631m 42s) completed: 19%) loss_emb: 0.0028  loss: 1.4022  acc: 0.6361  lr: 0.0002 
ep/it:99- 232 niter: 38150  157m 5s (- 631m 28s) completed: 19%) loss_emb: 0.0028  loss: 1.4431  acc: 0.6283  lr: 0.0002 
ep/it:99- 282 niter: 38200  157m 17s (- 631m 15s) completed: 19%) loss_emb: 0.0028  loss: 1.4148  acc: 0.6334  lr: 0.0002 
ep/it:99- 332 niter: 38250  157m 29s (- 631m 0s) completed: 19%) loss_emb: 0.0027  loss: 1.3854  acc: 0.6408  lr: 0.0002 
ep/it:99- 382 niter: 38300  157m 41s (- 630m 45s) completed: 20%) loss_emb: 0.0027  loss: 1.4093  acc: 0.6368  lr: 0.0002 
Validation time:
Validation loss:1.379, accuracy:0.647
--> 	 Eva. Ep 100 :, FID. 10.8937, Diversity Real. 9.4965, Diversity. 6.5220, R_precision_real. [0.52260638 0.72406915 0.80984043], R_precision. [0.21609043 0.35505319 0.45611702], matching_score_real. 2.880098342895508, matching_score_pred. 5.505143642425537
--> --> 	 Diversity Improved from 6.45521 to 6.52202 !!!
ep/it:100-  49 niter: 38350  158m 3s (- 631m 11s) completed: 20%) loss_emb: 0.0028  loss: 1.4349  acc: 0.6289  lr: 0.0002 
ep/it:100-  99 niter: 38400  158m 15s (- 630m 56s) completed: 20%) loss_emb: 0.0028  loss: 1.4098  acc: 0.6358  lr: 0.0002 
ep/it:100- 149 niter: 38450  158m 26s (- 630m 42s) completed: 20%) loss_emb: 0.0028  loss: 1.4153  acc: 0.6310  lr: 0.0002 
ep/it:100- 199 niter: 38500  158m 38s (- 630m 27s) completed: 20%) loss_emb: 0.0028  loss: 1.4135  acc: 0.6329  lr: 0.0002 
ep/it:100- 249 niter: 38550  158m 50s (- 630m 13s) completed: 20%) loss_emb: 0.0028  loss: 1.4269  acc: 0.6331  lr: 0.0002 
ep/it:100- 299 niter: 38600  159m 2s (- 629m 59s) completed: 20%) loss_emb: 0.0027  loss: 1.4021  acc: 0.6402  lr: 0.0002 
ep/it:100- 349 niter: 38650  159m 14s (- 629m 44s) completed: 20%) loss_emb: 0.0027  loss: 1.3762  acc: 0.6438  lr: 0.0002 
Validation time:
Validation loss:1.377, accuracy:0.648
ep/it:101-  16 niter: 38700  159m 28s (- 629m 37s) completed: 20%) loss_emb: 0.0028  loss: 1.4163  acc: 0.6340  lr: 0.0002 
ep/it:101-  66 niter: 38750  159m 40s (- 629m 24s) completed: 20%) loss_emb: 0.0028  loss: 1.4059  acc: 0.6355  lr: 0.0002 
ep/it:101- 116 niter: 38800  159m 51s (- 629m 9s) completed: 20%) loss_emb: 0.0027  loss: 1.3973  acc: 0.6384  lr: 0.0002 
ep/it:101- 166 niter: 38850  160m 3s (- 628m 55s) completed: 20%) loss_emb: 0.0028  loss: 1.4034  acc: 0.6370  lr: 0.0002 
ep/it:101- 216 niter: 38900  160m 15s (- 628m 41s) completed: 20%) loss_emb: 0.0028  loss: 1.4122  acc: 0.6325  lr: 0.0002 
ep/it:101- 266 niter: 38950  160m 27s (- 628m 27s) completed: 20%) loss_emb: 0.0028  loss: 1.4170  acc: 0.6321  lr: 0.0002 
ep/it:101- 316 niter: 39000  160m 39s (- 628m 13s) completed: 20%) loss_emb: 0.0027  loss: 1.3975  acc: 0.6383  lr: 0.0002 
ep/it:101- 366 niter: 39050  160m 51s (- 627m 59s) completed: 20%) loss_emb: 0.0027  loss: 1.3975  acc: 0.6365  lr: 0.0002 
Validation time:
Validation loss:1.402, accuracy:0.642
ep/it:102-  33 niter: 39100  161m 5s (- 627m 52s) completed: 20%) loss_emb: 0.0028  loss: 1.4148  acc: 0.6348  lr: 0.0002 
ep/it:102-  83 niter: 39150  161m 17s (- 627m 39s) completed: 20%) loss_emb: 0.0028  loss: 1.4089  acc: 0.6358  lr: 0.0002 
ep/it:102- 133 niter: 39200  161m 29s (- 627m 25s) completed: 20%) loss_emb: 0.0028  loss: 1.4096  acc: 0.6354  lr: 0.0002 
ep/it:102- 183 niter: 39250  161m 41s (- 627m 11s) completed: 20%) loss_emb: 0.0028  loss: 1.4443  acc: 0.6287  lr: 0.0002 
ep/it:102- 233 niter: 39300  161m 53s (- 626m 57s) completed: 20%) loss_emb: 0.0027  loss: 1.3825  acc: 0.6423  lr: 0.0002 
ep/it:102- 283 niter: 39350  162m 5s (- 626m 43s) completed: 20%) loss_emb: 0.0027  loss: 1.3860  acc: 0.6398  lr: 0.0002 
ep/it:102- 333 niter: 39400  162m 17s (- 626m 29s) completed: 20%) loss_emb: 0.0027  loss: 1.4006  acc: 0.6376  lr: 0.0002 
Validation time:
Validation loss:1.382, accuracy:0.644
ep/it:103-   0 niter: 39450  162m 31s (- 626m 23s) completed: 20%) loss_emb: 0.0028  loss: 1.4317  acc: 0.6302  lr: 0.0002 
ep/it:103-  50 niter: 39500  162m 43s (- 626m 9s) completed: 20%) loss_emb: 0.0028  loss: 1.4130  acc: 0.6345  lr: 0.0002 
ep/it:103- 100 niter: 39550  162m 54s (- 625m 54s) completed: 20%) loss_emb: 0.0028  loss: 1.4231  acc: 0.6314  lr: 0.0002 
ep/it:103- 150 niter: 39600  163m 6s (- 625m 40s) completed: 20%) loss_emb: 0.0028  loss: 1.4084  acc: 0.6333  lr: 0.0002 
ep/it:103- 200 niter: 39650  163m 18s (- 625m 27s) completed: 20%) loss_emb: 0.0027  loss: 1.4097  acc: 0.6376  lr: 0.0002 
ep/it:103- 250 niter: 39700  163m 30s (- 625m 12s) completed: 20%) loss_emb: 0.0028  loss: 1.4220  acc: 0.6339  lr: 0.0002 
ep/it:103- 300 niter: 39750  163m 42s (- 624m 57s) completed: 20%) loss_emb: 0.0028  loss: 1.4171  acc: 0.6341  lr: 0.0002 
ep/it:103- 350 niter: 39800  163m 54s (- 624m 44s) completed: 20%) loss_emb: 0.0027  loss: 1.3988  acc: 0.6409  lr: 0.0002 
Validation time:
Validation loss:1.361, accuracy:0.647
ep/it:104-  17 niter: 39850  164m 7s (- 624m 36s) completed: 20%) loss_emb: 0.0028  loss: 1.4127  acc: 0.6350  lr: 0.0002 
ep/it:104-  67 niter: 39900  164m 19s (- 624m 22s) completed: 20%) loss_emb: 0.0027  loss: 1.3863  acc: 0.6424  lr: 0.0002 
ep/it:104- 117 niter: 39950  164m 31s (- 624m 7s) completed: 20%) loss_emb: 0.0028  loss: 1.4222  acc: 0.6337  lr: 0.0002 
ep/it:104- 167 niter: 40000  164m 43s (- 623m 53s) completed: 20%) loss_emb: 0.0027  loss: 1.3853  acc: 0.6388  lr: 0.0002 
ep/it:104- 217 niter: 40050  164m 55s (- 623m 39s) completed: 20%) loss_emb: 0.0028  loss: 1.4136  acc: 0.6301  lr: 0.0002 
ep/it:104- 267 niter: 40100  165m 7s (- 623m 25s) completed: 20%) loss_emb: 0.0027  loss: 1.4066  acc: 0.6381  lr: 0.0002 
ep/it:104- 317 niter: 40150  165m 19s (- 623m 11s) completed: 20%) loss_emb: 0.0028  loss: 1.4142  acc: 0.6353  lr: 0.0002 
ep/it:104- 367 niter: 40200  165m 30s (- 622m 56s) completed: 20%) loss_emb: 0.0027  loss: 1.3871  acc: 0.6411  lr: 0.0002 
Validation time:
Validation loss:1.371, accuracy:0.649
--> 	 Eva. Ep 105 :, FID. 10.8242, Diversity Real. 9.4125, Diversity. 6.1758, R_precision_real. [0.50465426 0.7087766  0.80385638], R_precision. [0.21742021 0.34773936 0.45744681], matching_score_real. 2.9015564918518066, matching_score_pred. 5.475150108337402
ep/it:105-  34 niter: 40250  165m 52s (- 623m 18s) completed: 21%) loss_emb: 0.0028  loss: 1.4321  acc: 0.6273  lr: 0.0002 
ep/it:105-  84 niter: 40300  166m 4s (- 623m 4s) completed: 21%) loss_emb: 0.0028  loss: 1.4225  acc: 0.6318  lr: 0.0002 
ep/it:105- 134 niter: 40350  166m 15s (- 622m 49s) completed: 21%) loss_emb: 0.0028  loss: 1.4165  acc: 0.6329  lr: 0.0002 
ep/it:105- 184 niter: 40400  166m 27s (- 622m 35s) completed: 21%) loss_emb: 0.0027  loss: 1.3825  acc: 0.6438  lr: 0.0002 
ep/it:105- 234 niter: 40450  166m 39s (- 622m 22s) completed: 21%) loss_emb: 0.0028  loss: 1.4128  acc: 0.6324  lr: 0.0002 
ep/it:105- 284 niter: 40500  166m 51s (- 622m 7s) completed: 21%) loss_emb: 0.0028  loss: 1.4185  acc: 0.6322  lr: 0.0002 
ep/it:105- 334 niter: 40550  167m 3s (- 621m 54s) completed: 21%) loss_emb: 0.0028  loss: 1.4120  acc: 0.6314  lr: 0.0002 
Validation time:
Validation loss:1.400, accuracy:0.641
ep/it:106-   1 niter: 40600  167m 17s (- 621m 48s) completed: 21%) loss_emb: 0.0028  loss: 1.4138  acc: 0.6317  lr: 0.0002 
ep/it:106-  51 niter: 40650  167m 29s (- 621m 34s) completed: 21%) loss_emb: 0.0028  loss: 1.4155  acc: 0.6347  lr: 0.0002 
ep/it:106- 101 niter: 40700  167m 41s (- 621m 21s) completed: 21%) loss_emb: 0.0028  loss: 1.4048  acc: 0.6348  lr: 0.0002 
ep/it:106- 151 niter: 40750  167m 53s (- 621m 6s) completed: 21%) loss_emb: 0.0027  loss: 1.3950  acc: 0.6383  lr: 0.0002 
ep/it:106- 201 niter: 40800  168m 5s (- 620m 53s) completed: 21%) loss_emb: 0.0028  loss: 1.4200  acc: 0.6331  lr: 0.0002 
ep/it:106- 251 niter: 40850  168m 17s (- 620m 38s) completed: 21%) loss_emb: 0.0028  loss: 1.4200  acc: 0.6328  lr: 0.0002 
ep/it:106- 301 niter: 40900  168m 29s (- 620m 23s) completed: 21%) loss_emb: 0.0028  loss: 1.4363  acc: 0.6292  lr: 0.0002 
ep/it:106- 351 niter: 40950  168m 41s (- 620m 9s) completed: 21%) loss_emb: 0.0028  loss: 1.4141  acc: 0.6327  lr: 0.0002 
Validation time:
Validation loss:1.386, accuracy:0.646
ep/it:107-  18 niter: 41000  168m 54s (- 620m 2s) completed: 21%) loss_emb: 0.0027  loss: 1.3910  acc: 0.6386  lr: 0.0002 
ep/it:107-  68 niter: 41050  169m 7s (- 619m 49s) completed: 21%) loss_emb: 0.0028  loss: 1.4369  acc: 0.6256  lr: 0.0002 
ep/it:107- 118 niter: 41100  169m 19s (- 619m 35s) completed: 21%) loss_emb: 0.0028  loss: 1.4145  acc: 0.6321  lr: 0.0002 
ep/it:107- 168 niter: 41150  169m 31s (- 619m 22s) completed: 21%) loss_emb: 0.0028  loss: 1.4269  acc: 0.6289  lr: 0.0002 
ep/it:107- 218 niter: 41200  169m 43s (- 619m 8s) completed: 21%) loss_emb: 0.0027  loss: 1.3986  acc: 0.6391  lr: 0.0002 
ep/it:107- 268 niter: 41250  169m 54s (- 618m 53s) completed: 21%) loss_emb: 0.0027  loss: 1.3972  acc: 0.6371  lr: 0.0002 
ep/it:107- 318 niter: 41300  170m 6s (- 618m 40s) completed: 21%) loss_emb: 0.0027  loss: 1.3918  acc: 0.6377  lr: 0.0002 
ep/it:107- 368 niter: 41350  170m 18s (- 618m 26s) completed: 21%) loss_emb: 0.0028  loss: 1.4044  acc: 0.6342  lr: 0.0002 
Validation time:
Validation loss:1.408, accuracy:0.638
ep/it:108-  35 niter: 41400  170m 32s (- 618m 20s) completed: 21%) loss_emb: 0.0027  loss: 1.3729  acc: 0.6391  lr: 0.0002 
ep/it:108-  85 niter: 41450  170m 44s (- 618m 6s) completed: 21%) loss_emb: 0.0028  loss: 1.4118  acc: 0.6365  lr: 0.0002 
ep/it:108- 135 niter: 41500  170m 56s (- 617m 52s) completed: 21%) loss_emb: 0.0028  loss: 1.4088  acc: 0.6341  lr: 0.0002 
ep/it:108- 185 niter: 41550  171m 8s (- 617m 38s) completed: 21%) loss_emb: 0.0027  loss: 1.3742  acc: 0.6457  lr: 0.0002 
ep/it:108- 235 niter: 41600  171m 20s (- 617m 24s) completed: 21%) loss_emb: 0.0027  loss: 1.3531  acc: 0.6473  lr: 0.0002 
ep/it:108- 285 niter: 41650  171m 32s (- 617m 11s) completed: 21%) loss_emb: 0.0027  loss: 1.3739  acc: 0.6438  lr: 0.0002 
ep/it:108- 335 niter: 41700  171m 44s (- 616m 57s) completed: 21%) loss_emb: 0.0028  loss: 1.4396  acc: 0.6275  lr: 0.0002 
Validation time:
Validation loss:1.365, accuracy:0.649
ep/it:109-   2 niter: 41750  171m 58s (- 616m 49s) completed: 21%) loss_emb: 0.0028  loss: 1.4054  acc: 0.6357  lr: 0.0002 
ep/it:109-  52 niter: 41800  172m 10s (- 616m 36s) completed: 21%) loss_emb: 0.0027  loss: 1.3870  acc: 0.6375  lr: 0.0002 
ep/it:109- 102 niter: 41850  172m 22s (- 616m 22s) completed: 21%) loss_emb: 0.0027  loss: 1.3657  acc: 0.6429  lr: 0.0002 
ep/it:109- 152 niter: 41900  172m 34s (- 616m 8s) completed: 21%) loss_emb: 0.0027  loss: 1.3791  acc: 0.6404  lr: 0.0002 
ep/it:109- 202 niter: 41950  172m 45s (- 615m 53s) completed: 21%) loss_emb: 0.0027  loss: 1.3877  acc: 0.6400  lr: 0.0002 
ep/it:109- 252 niter: 42000  172m 57s (- 615m 39s) completed: 21%) loss_emb: 0.0027  loss: 1.3746  acc: 0.6419  lr: 0.0002 
ep/it:109- 302 niter: 42050  173m 9s (- 615m 26s) completed: 21%) loss_emb: 0.0028  loss: 1.4154  acc: 0.6323  lr: 0.0002 
ep/it:109- 352 niter: 42100  173m 21s (- 615m 12s) completed: 21%) loss_emb: 0.0028  loss: 1.4233  acc: 0.6342  lr: 0.0002 
Validation time:
Validation loss:1.366, accuracy:0.646
--> 	 Eva. Ep 110 :, FID. 11.1864, Diversity Real. 9.1079, Diversity. 5.9258, R_precision_real. [0.50664894 0.69680851 0.7918883 ], R_precision. [0.20079787 0.34973404 0.45212766], matching_score_real. 2.9436140060424805, matching_score_pred. 5.414560317993164
ep/it:110-  19 niter: 42150  173m 42s (- 615m 30s) completed: 22%) loss_emb: 0.0028  loss: 1.4072  acc: 0.6313  lr: 0.0002 
ep/it:110-  69 niter: 42200  173m 54s (- 615m 16s) completed: 22%) loss_emb: 0.0028  loss: 1.4100  acc: 0.6341  lr: 0.0002 
ep/it:110- 119 niter: 42250  174m 6s (- 615m 3s) completed: 22%) loss_emb: 0.0028  loss: 1.4124  acc: 0.6334  lr: 0.0002 
ep/it:110- 169 niter: 42300  174m 18s (- 614m 49s) completed: 22%) loss_emb: 0.0027  loss: 1.3961  acc: 0.6386  lr: 0.0002 
ep/it:110- 219 niter: 42350  174m 30s (- 614m 35s) completed: 22%) loss_emb: 0.0028  loss: 1.4076  acc: 0.6340  lr: 0.0002 
ep/it:110- 269 niter: 42400  174m 42s (- 614m 21s) completed: 22%) loss_emb: 0.0028  loss: 1.4119  acc: 0.6329  lr: 0.0002 
ep/it:110- 319 niter: 42450  174m 54s (- 614m 8s) completed: 22%) loss_emb: 0.0027  loss: 1.3865  acc: 0.6391  lr: 0.0002 
ep/it:110- 369 niter: 42500  175m 6s (- 613m 53s) completed: 22%) loss_emb: 0.0028  loss: 1.4118  acc: 0.6318  lr: 0.0002 
Validation time:
Validation loss:1.380, accuracy:0.643
ep/it:111-  36 niter: 42550  175m 20s (- 613m 46s) completed: 22%) loss_emb: 0.0028  loss: 1.4120  acc: 0.6344  lr: 0.0002 
ep/it:111-  86 niter: 42600  175m 32s (- 613m 33s) completed: 22%) loss_emb: 0.0027  loss: 1.3919  acc: 0.6391  lr: 0.0002 
ep/it:111- 136 niter: 42650  175m 44s (- 613m 20s) completed: 22%) loss_emb: 0.0027  loss: 1.3636  acc: 0.6417  lr: 0.0002 
ep/it:111- 186 niter: 42700  175m 56s (- 613m 6s) completed: 22%) loss_emb: 0.0027  loss: 1.3796  acc: 0.6413  lr: 0.0002 
ep/it:111- 236 niter: 42750  176m 8s (- 612m 54s) completed: 22%) loss_emb: 0.0027  loss: 1.3728  acc: 0.6422  lr: 0.0002 
ep/it:111- 286 niter: 42800  176m 20s (- 612m 40s) completed: 22%) loss_emb: 0.0028  loss: 1.3950  acc: 0.6359  lr: 0.0002 
ep/it:111- 336 niter: 42850  176m 32s (- 612m 26s) completed: 22%) loss_emb: 0.0028  loss: 1.4106  acc: 0.6354  lr: 0.0002 
Validation time:
Validation loss:1.428, accuracy:0.634
ep/it:112-   3 niter: 42900  176m 46s (- 612m 19s) completed: 22%) loss_emb: 0.0027  loss: 1.3998  acc: 0.6380  lr: 0.0002 
ep/it:112-  53 niter: 42950  176m 58s (- 612m 5s) completed: 22%) loss_emb: 0.0027  loss: 1.3936  acc: 0.6367  lr: 0.0002 
ep/it:112- 103 niter: 43000  177m 10s (- 611m 50s) completed: 22%) loss_emb: 0.0028  loss: 1.3998  acc: 0.6360  lr: 0.0002 
ep/it:112- 153 niter: 43050  177m 21s (- 611m 36s) completed: 22%) loss_emb: 0.0027  loss: 1.3717  acc: 0.6464  lr: 0.0002 
ep/it:112- 203 niter: 43100  177m 34s (- 611m 23s) completed: 22%) loss_emb: 0.0027  loss: 1.3982  acc: 0.6365  lr: 0.0002 
ep/it:112- 253 niter: 43150  177m 45s (- 611m 9s) completed: 22%) loss_emb: 0.0028  loss: 1.4071  acc: 0.6354  lr: 0.0002 
ep/it:112- 303 niter: 43200  177m 58s (- 610m 56s) completed: 22%) loss_emb: 0.0028  loss: 1.4051  acc: 0.6359  lr: 0.0002 
ep/it:112- 353 niter: 43250  178m 9s (- 610m 42s) completed: 22%) loss_emb: 0.0027  loss: 1.3791  acc: 0.6429  lr: 0.0002 
Validation time:
Validation loss:1.385, accuracy:0.646
ep/it:113-  20 niter: 43300  178m 23s (- 610m 35s) completed: 22%) loss_emb: 0.0028  loss: 1.4184  acc: 0.6333  lr: 0.0002 
ep/it:113-  70 niter: 43350  178m 35s (- 610m 21s) completed: 22%) loss_emb: 0.0028  loss: 1.3872  acc: 0.6374  lr: 0.0002 
ep/it:113- 120 niter: 43400  178m 47s (- 610m 8s) completed: 22%) loss_emb: 0.0027  loss: 1.3826  acc: 0.6382  lr: 0.0002 
ep/it:113- 170 niter: 43450  178m 59s (- 609m 54s) completed: 22%) loss_emb: 0.0027  loss: 1.3708  acc: 0.6426  lr: 0.0002 
ep/it:113- 220 niter: 43500  179m 11s (- 609m 40s) completed: 22%) loss_emb: 0.0028  loss: 1.4021  acc: 0.6363  lr: 0.0002 
ep/it:113- 270 niter: 43550  179m 23s (- 609m 27s) completed: 22%) loss_emb: 0.0028  loss: 1.4107  acc: 0.6349  lr: 0.0002 
ep/it:113- 320 niter: 43600  179m 35s (- 609m 13s) completed: 22%) loss_emb: 0.0027  loss: 1.3912  acc: 0.6362  lr: 0.0002 
ep/it:113- 370 niter: 43650  179m 47s (- 608m 59s) completed: 22%) loss_emb: 0.0028  loss: 1.4038  acc: 0.6344  lr: 0.0002 
Validation time:
Validation loss:1.360, accuracy:0.648
ep/it:114-  37 niter: 43700  180m 1s (- 608m 52s) completed: 22%) loss_emb: 0.0027  loss: 1.3765  acc: 0.6414  lr: 0.0002 
ep/it:114-  87 niter: 43750  180m 13s (- 608m 37s) completed: 22%) loss_emb: 0.0028  loss: 1.4102  acc: 0.6338  lr: 0.0002 
ep/it:114- 137 niter: 43800  180m 25s (- 608m 23s) completed: 22%) loss_emb: 0.0028  loss: 1.4130  acc: 0.6335  lr: 0.0002 
ep/it:114- 187 niter: 43850  180m 36s (- 608m 9s) completed: 22%) loss_emb: 0.0027  loss: 1.3856  acc: 0.6386  lr: 0.0002 
ep/it:114- 237 niter: 43900  180m 48s (- 607m 55s) completed: 22%) loss_emb: 0.0028  loss: 1.4039  acc: 0.6332  lr: 0.0002 
ep/it:114- 287 niter: 43950  181m 0s (- 607m 42s) completed: 22%) loss_emb: 0.0027  loss: 1.3920  acc: 0.6396  lr: 0.0002 
ep/it:114- 337 niter: 44000  181m 12s (- 607m 28s) completed: 22%) loss_emb: 0.0027  loss: 1.3777  acc: 0.6416  lr: 0.0002 
Validation time:
Validation loss:1.356, accuracy:0.654
Improved accuracy from 0.65 to 0.6537698299988456!!!
--> 	 Eva. Ep 115 :, FID. 11.1666, Diversity Real. 9.2530, Diversity. 6.2524, R_precision_real. [0.5206117  0.7081117  0.79654255], R_precision. [0.22340426 0.37832447 0.48271277], matching_score_real. 2.920825958251953, matching_score_pred. 5.3173627853393555
--> --> 	 matching_score Improved from 5.33489 to 5.31736 !!!
ep/it:115-   4 niter: 44050  181m 33s (- 607m 44s) completed: 23%) loss_emb: 0.0027  loss: 1.3959  acc: 0.6373  lr: 0.0002 
ep/it:115-  54 niter: 44100  181m 45s (- 607m 31s) completed: 23%) loss_emb: 0.0027  loss: 1.3946  acc: 0.6376  lr: 0.0002 
ep/it:115- 104 niter: 44150  181m 57s (- 607m 17s) completed: 23%) loss_emb: 0.0027  loss: 1.3898  acc: 0.6376  lr: 0.0002 
ep/it:115- 154 niter: 44200  182m 9s (- 607m 3s) completed: 23%) loss_emb: 0.0028  loss: 1.3967  acc: 0.6356  lr: 0.0002 
ep/it:115- 204 niter: 44250  182m 21s (- 606m 50s) completed: 23%) loss_emb: 0.0027  loss: 1.3629  acc: 0.6463  lr: 0.0002 
ep/it:115- 254 niter: 44300  182m 33s (- 606m 36s) completed: 23%) loss_emb: 0.0027  loss: 1.3946  acc: 0.6380  lr: 0.0002 
ep/it:115- 304 niter: 44350  182m 45s (- 606m 22s) completed: 23%) loss_emb: 0.0027  loss: 1.3604  acc: 0.6436  lr: 0.0002 
ep/it:115- 354 niter: 44400  182m 57s (- 606m 8s) completed: 23%) loss_emb: 0.0027  loss: 1.3764  acc: 0.6420  lr: 0.0002 
Validation time:
Validation loss:1.402, accuracy:0.642
ep/it:116-  21 niter: 44450  183m 11s (- 606m 1s) completed: 23%) loss_emb: 0.0027  loss: 1.3652  acc: 0.6444  lr: 0.0002 
ep/it:116-  71 niter: 44500  183m 23s (- 605m 47s) completed: 23%) loss_emb: 0.0028  loss: 1.3904  acc: 0.6352  lr: 0.0002 
ep/it:116- 121 niter: 44550  183m 35s (- 605m 34s) completed: 23%) loss_emb: 0.0027  loss: 1.3808  acc: 0.6400  lr: 0.0002 
ep/it:116- 171 niter: 44600  183m 47s (- 605m 20s) completed: 23%) loss_emb: 0.0027  loss: 1.3902  acc: 0.6412  lr: 0.0002 
ep/it:116- 221 niter: 44650  183m 59s (- 605m 6s) completed: 23%) loss_emb: 0.0027  loss: 1.3891  acc: 0.6375  lr: 0.0002 
ep/it:116- 271 niter: 44700  184m 10s (- 604m 52s) completed: 23%) loss_emb: 0.0028  loss: 1.4126  acc: 0.6325  lr: 0.0002 
ep/it:116- 321 niter: 44750  184m 22s (- 604m 38s) completed: 23%) loss_emb: 0.0027  loss: 1.3710  acc: 0.6411  lr: 0.0002 
ep/it:116- 371 niter: 44800  184m 34s (- 604m 24s) completed: 23%) loss_emb: 0.0027  loss: 1.3829  acc: 0.6376  lr: 0.0002 
Validation time:
Validation loss:1.360, accuracy:0.654
Improved accuracy from 0.65 to 0.6543268535448157!!!
ep/it:117-  38 niter: 44850  184m 48s (- 604m 17s) completed: 23%) loss_emb: 0.0027  loss: 1.3835  acc: 0.6422  lr: 0.0002 
ep/it:117-  88 niter: 44900  185m 0s (- 604m 3s) completed: 23%) loss_emb: 0.0028  loss: 1.4126  acc: 0.6339  lr: 0.0002 
ep/it:117- 138 niter: 44950  185m 12s (- 603m 48s) completed: 23%) loss_emb: 0.0027  loss: 1.3586  acc: 0.6450  lr: 0.0002 
ep/it:117- 188 niter: 45000  185m 23s (- 603m 34s) completed: 23%) loss_emb: 0.0028  loss: 1.4114  acc: 0.6343  lr: 0.0002 
ep/it:117- 238 niter: 45050  185m 36s (- 603m 21s) completed: 23%) loss_emb: 0.0027  loss: 1.3808  acc: 0.6441  lr: 0.0002 
ep/it:117- 288 niter: 45100  185m 47s (- 603m 7s) completed: 23%) loss_emb: 0.0027  loss: 1.3735  acc: 0.6401  lr: 0.0002 
ep/it:117- 338 niter: 45150  185m 59s (- 602m 53s) completed: 23%) loss_emb: 0.0027  loss: 1.3955  acc: 0.6375  lr: 0.0002 
Validation time:
Validation loss:1.344, accuracy:0.653
ep/it:118-   5 niter: 45200  186m 13s (- 602m 45s) completed: 23%) loss_emb: 0.0027  loss: 1.3803  acc: 0.6416  lr: 0.0002 
ep/it:118-  55 niter: 45250  186m 25s (- 602m 31s) completed: 23%) loss_emb: 0.0027  loss: 1.3517  acc: 0.6462  lr: 0.0002 
ep/it:118- 105 niter: 45300  186m 37s (- 602m 18s) completed: 23%) loss_emb: 0.0027  loss: 1.3634  acc: 0.6469  lr: 0.0002 
ep/it:118- 155 niter: 45350  186m 49s (- 602m 4s) completed: 23%) loss_emb: 0.0027  loss: 1.3890  acc: 0.6387  lr: 0.0002 
ep/it:118- 205 niter: 45400  187m 1s (- 601m 50s) completed: 23%) loss_emb: 0.0027  loss: 1.3889  acc: 0.6390  lr: 0.0002 
ep/it:118- 255 niter: 45450  187m 13s (- 601m 36s) completed: 23%) loss_emb: 0.0027  loss: 1.3872  acc: 0.6414  lr: 0.0002 
ep/it:118- 305 niter: 45500  187m 25s (- 601m 22s) completed: 23%) loss_emb: 0.0028  loss: 1.3958  acc: 0.6355  lr: 0.0002 
ep/it:118- 355 niter: 45550  187m 37s (- 601m 9s) completed: 23%) loss_emb: 0.0027  loss: 1.3937  acc: 0.6397  lr: 0.0002 
Validation time:
Validation loss:1.359, accuracy:0.652
ep/it:119-  22 niter: 45600  187m 50s (- 601m 1s) completed: 23%) loss_emb: 0.0027  loss: 1.3867  acc: 0.6381  lr: 0.0002 
ep/it:119-  72 niter: 45650  188m 2s (- 600m 48s) completed: 23%) loss_emb: 0.0027  loss: 1.3911  acc: 0.6383  lr: 0.0002 
ep/it:119- 122 niter: 45700  188m 14s (- 600m 34s) completed: 23%) loss_emb: 0.0027  loss: 1.3982  acc: 0.6372  lr: 0.0002 
ep/it:119- 172 niter: 45750  188m 26s (- 600m 21s) completed: 23%) loss_emb: 0.0027  loss: 1.3928  acc: 0.6367  lr: 0.0002 
ep/it:119- 222 niter: 45800  188m 38s (- 600m 8s) completed: 23%) loss_emb: 0.0027  loss: 1.3480  acc: 0.6473  lr: 0.0002 
ep/it:119- 272 niter: 45850  188m 50s (- 599m 54s) completed: 23%) loss_emb: 0.0027  loss: 1.3960  acc: 0.6366  lr: 0.0002 
ep/it:119- 322 niter: 45900  189m 2s (- 599m 40s) completed: 23%) loss_emb: 0.0028  loss: 1.4070  acc: 0.6330  lr: 0.0002 
ep/it:119- 372 niter: 45950  189m 14s (- 599m 27s) completed: 23%) loss_emb: 0.0027  loss: 1.3884  acc: 0.6392  lr: 0.0002 
Validation time:
Validation loss:1.343, accuracy:0.657
Improved accuracy from 0.65 to 0.6565131363661393!!!
--> 	 Eva. Ep 120 :, FID. 11.5352, Diversity Real. 9.8107, Diversity. 6.3267, R_precision_real. [0.51595745 0.68218085 0.77726064], R_precision. [0.20212766 0.33909574 0.43550532], matching_score_real. 2.976189374923706, matching_score_pred. 5.650577545166016
ep/it:120-  39 niter: 46000  189m 36s (- 599m 43s) completed: 24%) loss_emb: 0.0027  loss: 1.3686  acc: 0.6438  lr: 0.0002 
ep/it:120-  89 niter: 46050  189m 48s (- 599m 30s) completed: 24%) loss_emb: 0.0027  loss: 1.3795  acc: 0.6396  lr: 0.0002 
ep/it:120- 139 niter: 46100  190m 0s (- 599m 17s) completed: 24%) loss_emb: 0.0027  loss: 1.3666  acc: 0.6446  lr: 0.0002 
ep/it:120- 189 niter: 46150  190m 12s (- 599m 3s) completed: 24%) loss_emb: 0.0027  loss: 1.3610  acc: 0.6438  lr: 0.0002 
ep/it:120- 239 niter: 46200  190m 24s (- 598m 50s) completed: 24%) loss_emb: 0.0028  loss: 1.4022  acc: 0.6351  lr: 0.0002 
ep/it:120- 289 niter: 46250  190m 36s (- 598m 36s) completed: 24%) loss_emb: 0.0027  loss: 1.3794  acc: 0.6392  lr: 0.0002 
ep/it:120- 339 niter: 46300  190m 48s (- 598m 22s) completed: 24%) loss_emb: 0.0027  loss: 1.3642  acc: 0.6455  lr: 0.0002 
Validation time:
Validation loss:1.328, accuracy:0.659
Improved accuracy from 0.66 to 0.6590513897978741!!!
ep/it:121-   6 niter: 46350  191m 2s (- 598m 15s) completed: 24%) loss_emb: 0.0027  loss: 1.3993  acc: 0.6378  lr: 0.0002 
ep/it:121-  56 niter: 46400  191m 14s (- 598m 2s) completed: 24%) loss_emb: 0.0027  loss: 1.3863  acc: 0.6379  lr: 0.0002 
ep/it:121- 106 niter: 46450  191m 26s (- 597m 48s) completed: 24%) loss_emb: 0.0027  loss: 1.3632  acc: 0.6449  lr: 0.0002 
ep/it:121- 156 niter: 46500  191m 38s (- 597m 35s) completed: 24%) loss_emb: 0.0027  loss: 1.3560  acc: 0.6489  lr: 0.0002 
ep/it:121- 206 niter: 46550  191m 50s (- 597m 22s) completed: 24%) loss_emb: 0.0027  loss: 1.3817  acc: 0.6383  lr: 0.0002 
ep/it:121- 256 niter: 46600  192m 2s (- 597m 8s) completed: 24%) loss_emb: 0.0027  loss: 1.3390  acc: 0.6492  lr: 0.0002 
ep/it:121- 306 niter: 46650  192m 14s (- 596m 54s) completed: 24%) loss_emb: 0.0028  loss: 1.4159  acc: 0.6320  lr: 0.0002 
ep/it:121- 356 niter: 46700  192m 26s (- 596m 41s) completed: 24%) loss_emb: 0.0027  loss: 1.3961  acc: 0.6415  lr: 0.0002 
Validation time:
Validation loss:1.376, accuracy:0.646
ep/it:122-  23 niter: 46750  192m 40s (- 596m 34s) completed: 24%) loss_emb: 0.0028  loss: 1.4086  acc: 0.6331  lr: 0.0002 
ep/it:122-  73 niter: 46800  192m 52s (- 596m 19s) completed: 24%) loss_emb: 0.0027  loss: 1.3774  acc: 0.6425  lr: 0.0002 
ep/it:122- 123 niter: 46850  193m 4s (- 596m 6s) completed: 24%) loss_emb: 0.0027  loss: 1.3616  acc: 0.6430  lr: 0.0002 
ep/it:122- 173 niter: 46900  193m 15s (- 595m 51s) completed: 24%) loss_emb: 0.0027  loss: 1.3626  acc: 0.6429  lr: 0.0002 
ep/it:122- 223 niter: 46950  193m 27s (- 595m 38s) completed: 24%) loss_emb: 0.0027  loss: 1.3814  acc: 0.6401  lr: 0.0002 
ep/it:122- 273 niter: 47000  193m 39s (- 595m 24s) completed: 24%) loss_emb: 0.0027  loss: 1.3851  acc: 0.6370  lr: 0.0002 
ep/it:122- 323 niter: 47050  193m 51s (- 595m 11s) completed: 24%) loss_emb: 0.0028  loss: 1.3980  acc: 0.6355  lr: 0.0002 
ep/it:122- 373 niter: 47100  194m 3s (- 594m 57s) completed: 24%) loss_emb: 0.0027  loss: 1.3901  acc: 0.6387  lr: 0.0002 
Validation time:
Validation loss:1.353, accuracy:0.649
ep/it:123-  40 niter: 47150  194m 17s (- 594m 50s) completed: 24%) loss_emb: 0.0027  loss: 1.3666  acc: 0.6406  lr: 0.0002 
ep/it:123-  90 niter: 47200  194m 29s (- 594m 36s) completed: 24%) loss_emb: 0.0027  loss: 1.3507  acc: 0.6479  lr: 0.0002 
ep/it:123- 140 niter: 47250  194m 41s (- 594m 22s) completed: 24%) loss_emb: 0.0027  loss: 1.3728  acc: 0.6421  lr: 0.0002 
ep/it:123- 190 niter: 47300  194m 53s (- 594m 8s) completed: 24%) loss_emb: 0.0027  loss: 1.3833  acc: 0.6383  lr: 0.0002 
ep/it:123- 240 niter: 47350  195m 5s (- 593m 55s) completed: 24%) loss_emb: 0.0028  loss: 1.3955  acc: 0.6365  lr: 0.0002 
ep/it:123- 290 niter: 47400  195m 17s (- 593m 41s) completed: 24%) loss_emb: 0.0027  loss: 1.3911  acc: 0.6381  lr: 0.0002 
ep/it:123- 340 niter: 47450  195m 28s (- 593m 27s) completed: 24%) loss_emb: 0.0027  loss: 1.3713  acc: 0.6419  lr: 0.0002 
Validation time:
Validation loss:1.343, accuracy:0.655
ep/it:124-   7 niter: 47500  195m 42s (- 593m 18s) completed: 24%) loss_emb: 0.0027  loss: 1.3801  acc: 0.6398  lr: 0.0002 
ep/it:124-  57 niter: 47550  195m 54s (- 593m 4s) completed: 24%) loss_emb: 0.0027  loss: 1.3527  acc: 0.6473  lr: 0.0002 
ep/it:124- 107 niter: 47600  196m 6s (- 592m 51s) completed: 24%) loss_emb: 0.0028  loss: 1.4012  acc: 0.6338  lr: 0.0002 
ep/it:124- 157 niter: 47650  196m 18s (- 592m 37s) completed: 24%) loss_emb: 0.0027  loss: 1.3795  acc: 0.6390  lr: 0.0002 
ep/it:124- 207 niter: 47700  196m 30s (- 592m 23s) completed: 24%) loss_emb: 0.0027  loss: 1.3907  acc: 0.6381  lr: 0.0002 
ep/it:124- 257 niter: 47750  196m 42s (- 592m 9s) completed: 24%) loss_emb: 0.0027  loss: 1.3604  acc: 0.6476  lr: 0.0002 
ep/it:124- 307 niter: 47800  196m 53s (- 591m 56s) completed: 24%) loss_emb: 0.0027  loss: 1.3830  acc: 0.6394  lr: 0.0002 
ep/it:124- 357 niter: 47850  197m 5s (- 591m 42s) completed: 24%) loss_emb: 0.0028  loss: 1.3944  acc: 0.6348  lr: 0.0002 
Validation time:
Validation loss:1.376, accuracy:0.641
--> 	 Eva. Ep 125 :, FID. 11.3547, Diversity Real. 9.6058, Diversity. 6.1570, R_precision_real. [0.51861702 0.71409574 0.80784574], R_precision. [0.22340426 0.36303191 0.46010638], matching_score_real. 2.8733181953430176, matching_score_pred. 5.3717360496521
ep/it:125-  24 niter: 47900  197m 27s (- 591m 57s) completed: 25%) loss_emb: 0.0028  loss: 1.4089  acc: 0.6304  lr: 0.0002 
ep/it:125-  74 niter: 47950  197m 39s (- 591m 43s) completed: 25%) loss_emb: 0.0027  loss: 1.3914  acc: 0.6378  lr: 0.0002 
ep/it:125- 124 niter: 48000  197m 51s (- 591m 30s) completed: 25%) loss_emb: 0.0027  loss: 1.3738  acc: 0.6432  lr: 0.0002 
ep/it:125- 174 niter: 48050  198m 3s (- 591m 16s) completed: 25%) loss_emb: 0.0027  loss: 1.3802  acc: 0.6415  lr: 0.0002 
ep/it:125- 224 niter: 48100  198m 15s (- 591m 3s) completed: 25%) loss_emb: 0.0027  loss: 1.3735  acc: 0.6417  lr: 0.0002 
ep/it:125- 274 niter: 48150  198m 27s (- 590m 49s) completed: 25%) loss_emb: 0.0027  loss: 1.3706  acc: 0.6417  lr: 0.0002 
ep/it:125- 324 niter: 48200  198m 39s (- 590m 36s) completed: 25%) loss_emb: 0.0027  loss: 1.3869  acc: 0.6391  lr: 0.0002 
ep/it:125- 374 niter: 48250  198m 51s (- 590m 22s) completed: 25%) loss_emb: 0.0027  loss: 1.3838  acc: 0.6392  lr: 0.0002 
Validation time:
Validation loss:1.391, accuracy:0.636
ep/it:126-  41 niter: 48300  199m 5s (- 590m 14s) completed: 25%) loss_emb: 0.0027  loss: 1.3931  acc: 0.6383  lr: 0.0002 
ep/it:126-  91 niter: 48350  199m 17s (- 590m 1s) completed: 25%) loss_emb: 0.0027  loss: 1.3836  acc: 0.6383  lr: 0.0002 
ep/it:126- 141 niter: 48400  199m 29s (- 589m 47s) completed: 25%) loss_emb: 0.0027  loss: 1.3626  acc: 0.6422  lr: 0.0002 
ep/it:126- 191 niter: 48450  199m 40s (- 589m 33s) completed: 25%) loss_emb: 0.0027  loss: 1.3548  acc: 0.6439  lr: 0.0002 
ep/it:126- 241 niter: 48500  199m 52s (- 589m 19s) completed: 25%) loss_emb: 0.0027  loss: 1.3723  acc: 0.6418  lr: 0.0002 
ep/it:126- 291 niter: 48550  200m 4s (- 589m 5s) completed: 25%) loss_emb: 0.0027  loss: 1.3822  acc: 0.6414  lr: 0.0002 
ep/it:126- 341 niter: 48600  200m 16s (- 588m 52s) completed: 25%) loss_emb: 0.0027  loss: 1.3665  acc: 0.6437  lr: 0.0002 
Validation time:
Validation loss:1.340, accuracy:0.653
ep/it:127-   8 niter: 48650  200m 30s (- 588m 43s) completed: 25%) loss_emb: 0.0027  loss: 1.3657  acc: 0.6426  lr: 0.0002 
ep/it:127-  58 niter: 48700  200m 41s (- 588m 29s) completed: 25%) loss_emb: 0.0027  loss: 1.3804  acc: 0.6395  lr: 0.0002 
ep/it:127- 108 niter: 48750  200m 53s (- 588m 15s) completed: 25%) loss_emb: 0.0027  loss: 1.3784  acc: 0.6436  lr: 0.0002 
ep/it:127- 158 niter: 48800  201m 5s (- 588m 1s) completed: 25%) loss_emb: 0.0027  loss: 1.3702  acc: 0.6425  lr: 0.0002 
ep/it:127- 208 niter: 48850  201m 17s (- 587m 48s) completed: 25%) loss_emb: 0.0028  loss: 1.3909  acc: 0.6350  lr: 0.0002 
ep/it:127- 258 niter: 48900  201m 29s (- 587m 34s) completed: 25%) loss_emb: 0.0027  loss: 1.3818  acc: 0.6393  lr: 0.0002 
ep/it:127- 308 niter: 48950  201m 41s (- 587m 20s) completed: 25%) loss_emb: 0.0027  loss: 1.3714  acc: 0.6438  lr: 0.0002 
ep/it:127- 358 niter: 49000  201m 53s (- 587m 6s) completed: 25%) loss_emb: 0.0027  loss: 1.3762  acc: 0.6408  lr: 0.0002 
Validation time:
Validation loss:1.374, accuracy:0.648
ep/it:128-  25 niter: 49050  202m 6s (- 586m 58s) completed: 25%) loss_emb: 0.0027  loss: 1.3522  acc: 0.6468  lr: 0.0002 
ep/it:128-  75 niter: 49100  202m 18s (- 586m 45s) completed: 25%) loss_emb: 0.0027  loss: 1.3668  acc: 0.6435  lr: 0.0002 
ep/it:128- 125 niter: 49150  202m 30s (- 586m 31s) completed: 25%) loss_emb: 0.0027  loss: 1.3838  acc: 0.6370  lr: 0.0002 
ep/it:128- 175 niter: 49200  202m 42s (- 586m 17s) completed: 25%) loss_emb: 0.0027  loss: 1.3566  acc: 0.6446  lr: 0.0002 
ep/it:128- 225 niter: 49250  202m 54s (- 586m 3s) completed: 25%) loss_emb: 0.0027  loss: 1.3602  acc: 0.6439  lr: 0.0002 
ep/it:128- 275 niter: 49300  203m 6s (- 585m 49s) completed: 25%) loss_emb: 0.0027  loss: 1.3690  acc: 0.6412  lr: 0.0002 
ep/it:128- 325 niter: 49350  203m 18s (- 585m 35s) completed: 25%) loss_emb: 0.0027  loss: 1.3707  acc: 0.6411  lr: 0.0002 
ep/it:128- 375 niter: 49400  203m 29s (- 585m 21s) completed: 25%) loss_emb: 0.0028  loss: 1.4136  acc: 0.6305  lr: 0.0002 
Validation time:
Validation loss:1.373, accuracy:0.649
ep/it:129-  42 niter: 49450  203m 43s (- 585m 13s) completed: 25%) loss_emb: 0.0027  loss: 1.3834  acc: 0.6403  lr: 0.0002 
ep/it:129-  92 niter: 49500  203m 55s (- 584m 59s) completed: 25%) loss_emb: 0.0027  loss: 1.3626  acc: 0.6423  lr: 0.0002 
ep/it:129- 142 niter: 49550  204m 7s (- 584m 46s) completed: 25%) loss_emb: 0.0027  loss: 1.3426  acc: 0.6470  lr: 0.0002 
ep/it:129- 192 niter: 49600  204m 19s (- 584m 33s) completed: 25%) loss_emb: 0.0027  loss: 1.3488  acc: 0.6469  lr: 0.0002 
ep/it:129- 242 niter: 49650  204m 31s (- 584m 19s) completed: 25%) loss_emb: 0.0028  loss: 1.3937  acc: 0.6356  lr: 0.0002 
ep/it:129- 292 niter: 49700  204m 43s (- 584m 6s) completed: 25%) loss_emb: 0.0027  loss: 1.3583  acc: 0.6473  lr: 0.0002 
ep/it:129- 342 niter: 49750  204m 55s (- 583m 52s) completed: 25%) loss_emb: 0.0027  loss: 1.3778  acc: 0.6388  lr: 0.0002 
Validation time:
Validation loss:1.336, accuracy:0.658
--> 	 Eva. Ep 130 :, FID. 10.6103, Diversity Real. 9.4414, Diversity. 6.2152, R_precision_real. [0.48670213 0.70079787 0.79920213], R_precision. [0.24268617 0.38829787 0.49202128], matching_score_real. 2.9179909229278564, matching_score_pred. 5.172544956207275
--> --> 	 FID Improved from 10.68147 to 10.61026 !!!
--> --> 	 matching_score Improved from 5.31736 to 5.17254 !!!
--> --> 	 Top1 Improved from 0.2374 to 0.2427 !!!
--> --> 	 Top3 Improved from 0.4827 to 0.4920 !!!
ep/it:130-   9 niter: 49800  205m 16s (- 584m 4s) completed: 26%) loss_emb: 0.0027  loss: 1.3829  acc: 0.6395  lr: 0.0002 
ep/it:130-  59 niter: 49850  205m 28s (- 583m 50s) completed: 26%) loss_emb: 0.0027  loss: 1.3843  acc: 0.6404  lr: 0.0002 
ep/it:130- 109 niter: 49900  205m 40s (- 583m 37s) completed: 26%) loss_emb: 0.0027  loss: 1.3616  acc: 0.6433  lr: 0.0002 
ep/it:130- 159 niter: 49950  205m 52s (- 583m 23s) completed: 26%) loss_emb: 0.0027  loss: 1.3543  acc: 0.6456  lr: 0.0002 
ep/it:130- 209 niter: 50000  206m 3s (- 583m 10s) completed: 26%) loss_emb: 0.0027  loss: 1.3896  acc: 0.6358  lr: 0.0002 
ep/it:130- 259 niter: 50050  206m 15s (- 582m 56s) completed: 26%) loss_emb: 0.0027  loss: 1.3685  acc: 0.6407  lr: 0.0000 
ep/it:130- 309 niter: 50100  206m 27s (- 582m 42s) completed: 26%) loss_emb: 0.0027  loss: 1.3823  acc: 0.6384  lr: 0.0000 
ep/it:130- 359 niter: 50150  206m 39s (- 582m 29s) completed: 26%) loss_emb: 0.0027  loss: 1.3656  acc: 0.6415  lr: 0.0000 
Validation time:
Validation loss:1.363, accuracy:0.646
ep/it:131-  26 niter: 50200  206m 53s (- 582m 21s) completed: 26%) loss_emb: 0.0027  loss: 1.3565  acc: 0.6428  lr: 0.0000 
ep/it:131-  76 niter: 50250  207m 5s (- 582m 7s) completed: 26%) loss_emb: 0.0027  loss: 1.3652  acc: 0.6449  lr: 0.0000 
ep/it:131- 126 niter: 50300  207m 17s (- 581m 54s) completed: 26%) loss_emb: 0.0027  loss: 1.3590  acc: 0.6436  lr: 0.0000 
ep/it:131- 176 niter: 50350  207m 29s (- 581m 40s) completed: 26%) loss_emb: 0.0027  loss: 1.3304  acc: 0.6511  lr: 0.0000 
ep/it:131- 226 niter: 50400  207m 41s (- 581m 27s) completed: 26%) loss_emb: 0.0027  loss: 1.3456  acc: 0.6460  lr: 0.0000 
ep/it:131- 276 niter: 50450  207m 53s (- 581m 14s) completed: 26%) loss_emb: 0.0027  loss: 1.3718  acc: 0.6416  lr: 0.0000 
ep/it:131- 326 niter: 50500  208m 5s (- 581m 0s) completed: 26%) loss_emb: 0.0027  loss: 1.3356  acc: 0.6471  lr: 0.0000 
ep/it:131- 376 niter: 50550  208m 17s (- 580m 47s) completed: 26%) loss_emb: 0.0027  loss: 1.3295  acc: 0.6494  lr: 0.0000 
Validation time:
Validation loss:1.351, accuracy:0.654
ep/it:132-  43 niter: 50600  208m 31s (- 580m 38s) completed: 26%) loss_emb: 0.0027  loss: 1.3290  acc: 0.6494  lr: 0.0000 
ep/it:132-  93 niter: 50650  208m 43s (- 580m 25s) completed: 26%) loss_emb: 0.0027  loss: 1.3519  acc: 0.6444  lr: 0.0000 
ep/it:132- 143 niter: 50700  208m 55s (- 580m 11s) completed: 26%) loss_emb: 0.0027  loss: 1.3416  acc: 0.6476  lr: 0.0000 
ep/it:132- 193 niter: 50750  209m 7s (- 579m 58s) completed: 26%) loss_emb: 0.0027  loss: 1.3280  acc: 0.6465  lr: 0.0000 
ep/it:132- 243 niter: 50800  209m 19s (- 579m 44s) completed: 26%) loss_emb: 0.0027  loss: 1.3452  acc: 0.6472  lr: 0.0000 
ep/it:132- 293 niter: 50850  209m 31s (- 579m 31s) completed: 26%) loss_emb: 0.0027  loss: 1.3498  acc: 0.6472  lr: 0.0000 
ep/it:132- 343 niter: 50900  209m 42s (- 579m 17s) completed: 26%) loss_emb: 0.0027  loss: 1.3707  acc: 0.6387  lr: 0.0000 
Validation time:
Validation loss:1.364, accuracy:0.646
ep/it:133-  10 niter: 50950  209m 56s (- 579m 8s) completed: 26%) loss_emb: 0.0027  loss: 1.3344  acc: 0.6489  lr: 0.0000 
ep/it:133-  60 niter: 51000  210m 8s (- 578m 55s) completed: 26%) loss_emb: 0.0027  loss: 1.3513  acc: 0.6482  lr: 0.0000 
ep/it:133- 110 niter: 51050  210m 20s (- 578m 41s) completed: 26%) loss_emb: 0.0027  loss: 1.3340  acc: 0.6502  lr: 0.0000 
ep/it:133- 160 niter: 51100  210m 32s (- 578m 27s) completed: 26%) loss_emb: 0.0027  loss: 1.3355  acc: 0.6490  lr: 0.0000 
ep/it:133- 210 niter: 51150  210m 44s (- 578m 14s) completed: 26%) loss_emb: 0.0026  loss: 1.3225  acc: 0.6521  lr: 0.0000 
ep/it:133- 260 niter: 51200  210m 56s (- 578m 0s) completed: 26%) loss_emb: 0.0027  loss: 1.3369  acc: 0.6489  lr: 0.0000 
ep/it:133- 310 niter: 51250  211m 7s (- 577m 46s) completed: 26%) loss_emb: 0.0027  loss: 1.3348  acc: 0.6447  lr: 0.0000 
ep/it:133- 360 niter: 51300  211m 19s (- 577m 33s) completed: 26%) loss_emb: 0.0027  loss: 1.3430  acc: 0.6462  lr: 0.0000 
Validation time:
Validation loss:1.362, accuracy:0.652
ep/it:134-  27 niter: 51350  211m 33s (- 577m 23s) completed: 26%) loss_emb: 0.0027  loss: 1.3226  acc: 0.6501  lr: 0.0000 
ep/it:134-  77 niter: 51400  211m 45s (- 577m 10s) completed: 26%) loss_emb: 0.0027  loss: 1.3392  acc: 0.6461  lr: 0.0000 
ep/it:134- 127 niter: 51450  211m 56s (- 576m 56s) completed: 26%) loss_emb: 0.0027  loss: 1.3493  acc: 0.6448  lr: 0.0000 
ep/it:134- 177 niter: 51500  212m 9s (- 576m 43s) completed: 26%) loss_emb: 0.0027  loss: 1.3512  acc: 0.6444  lr: 0.0000 
ep/it:134- 227 niter: 51550  212m 20s (- 576m 29s) completed: 26%) loss_emb: 0.0027  loss: 1.3448  acc: 0.6452  lr: 0.0000 
ep/it:134- 277 niter: 51600  212m 32s (- 576m 16s) completed: 26%) loss_emb: 0.0027  loss: 1.3296  acc: 0.6502  lr: 0.0000 
ep/it:134- 327 niter: 51650  212m 44s (- 576m 2s) completed: 26%) loss_emb: 0.0027  loss: 1.3541  acc: 0.6437  lr: 0.0000 
ep/it:134- 377 niter: 51700  212m 56s (- 575m 48s) completed: 26%) loss_emb: 0.0027  loss: 1.3483  acc: 0.6462  lr: 0.0000 
Validation time:
Validation loss:1.355, accuracy:0.647
--> 	 Eva. Ep 135 :, FID. 10.6479, Diversity Real. 9.3845, Diversity. 6.3763, R_precision_real. [0.49800532 0.6981383  0.79853723], R_precision. [0.22805851 0.37898936 0.49268617], matching_score_real. 2.9433250427246094, matching_score_pred. 5.265944004058838
--> --> 	 Top3 Improved from 0.4920 to 0.4927 !!!
ep/it:135-  44 niter: 51750  213m 17s (- 576m 0s) completed: 27%) loss_emb: 0.0026  loss: 1.3239  acc: 0.6501  lr: 0.0000 
ep/it:135-  94 niter: 51800  213m 29s (- 575m 46s) completed: 27%) loss_emb: 0.0027  loss: 1.3365  acc: 0.6502  lr: 0.0000 
ep/it:135- 144 niter: 51850  213m 41s (- 575m 32s) completed: 27%) loss_emb: 0.0027  loss: 1.3411  acc: 0.6471  lr: 0.0000 
ep/it:135- 194 niter: 51900  213m 53s (- 575m 19s) completed: 27%) loss_emb: 0.0027  loss: 1.3463  acc: 0.6456  lr: 0.0000 
ep/it:135- 244 niter: 51950  214m 5s (- 575m 5s) completed: 27%) loss_emb: 0.0027  loss: 1.3318  acc: 0.6498  lr: 0.0000 
ep/it:135- 294 niter: 52000  214m 17s (- 574m 51s) completed: 27%) loss_emb: 0.0027  loss: 1.3298  acc: 0.6483  lr: 0.0000 
ep/it:135- 344 niter: 52050  214m 29s (- 574m 38s) completed: 27%) loss_emb: 0.0027  loss: 1.3334  acc: 0.6472  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.655
ep/it:136-  11 niter: 52100  214m 43s (- 574m 30s) completed: 27%) loss_emb: 0.0027  loss: 1.3533  acc: 0.6437  lr: 0.0000 
ep/it:136-  61 niter: 52150  214m 54s (- 574m 16s) completed: 27%) loss_emb: 0.0027  loss: 1.3375  acc: 0.6490  lr: 0.0000 
ep/it:136- 111 niter: 52200  215m 6s (- 574m 2s) completed: 27%) loss_emb: 0.0026  loss: 1.3220  acc: 0.6545  lr: 0.0000 
ep/it:136- 161 niter: 52250  215m 18s (- 573m 49s) completed: 27%) loss_emb: 0.0027  loss: 1.3331  acc: 0.6464  lr: 0.0000 
ep/it:136- 211 niter: 52300  215m 30s (- 573m 35s) completed: 27%) loss_emb: 0.0027  loss: 1.3420  acc: 0.6455  lr: 0.0000 
ep/it:136- 261 niter: 52350  215m 42s (- 573m 21s) completed: 27%) loss_emb: 0.0027  loss: 1.3516  acc: 0.6422  lr: 0.0000 
ep/it:136- 311 niter: 52400  215m 53s (- 573m 7s) completed: 27%) loss_emb: 0.0027  loss: 1.3351  acc: 0.6487  lr: 0.0000 
ep/it:136- 361 niter: 52450  216m 5s (- 572m 53s) completed: 27%) loss_emb: 0.0027  loss: 1.3449  acc: 0.6472  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.657
ep/it:137-  28 niter: 52500  216m 19s (- 572m 45s) completed: 27%) loss_emb: 0.0027  loss: 1.3342  acc: 0.6480  lr: 0.0000 
ep/it:137-  78 niter: 52550  216m 31s (- 572m 31s) completed: 27%) loss_emb: 0.0026  loss: 1.3083  acc: 0.6559  lr: 0.0000 
ep/it:137- 128 niter: 52600  216m 43s (- 572m 18s) completed: 27%) loss_emb: 0.0026  loss: 1.3196  acc: 0.6506  lr: 0.0000 
ep/it:137- 178 niter: 52650  216m 55s (- 572m 4s) completed: 27%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6493  lr: 0.0000 
ep/it:137- 228 niter: 52700  217m 7s (- 571m 51s) completed: 27%) loss_emb: 0.0026  loss: 1.3040  acc: 0.6550  lr: 0.0000 
ep/it:137- 278 niter: 52750  217m 19s (- 571m 38s) completed: 27%) loss_emb: 0.0026  loss: 1.3125  acc: 0.6509  lr: 0.0000 
ep/it:137- 328 niter: 52800  217m 31s (- 571m 24s) completed: 27%) loss_emb: 0.0027  loss: 1.3233  acc: 0.6477  lr: 0.0000 
ep/it:137- 378 niter: 52850  217m 43s (- 571m 11s) completed: 27%) loss_emb: 0.0027  loss: 1.3439  acc: 0.6426  lr: 0.0000 
Validation time:
Validation loss:1.347, accuracy:0.649
ep/it:138-  45 niter: 52900  217m 57s (- 571m 2s) completed: 27%) loss_emb: 0.0027  loss: 1.3360  acc: 0.6493  lr: 0.0000 
ep/it:138-  95 niter: 52950  218m 8s (- 570m 48s) completed: 27%) loss_emb: 0.0027  loss: 1.3365  acc: 0.6488  lr: 0.0000 
ep/it:138- 145 niter: 53000  218m 20s (- 570m 35s) completed: 27%) loss_emb: 0.0027  loss: 1.3232  acc: 0.6502  lr: 0.0000 
ep/it:138- 195 niter: 53050  218m 32s (- 570m 21s) completed: 27%) loss_emb: 0.0026  loss: 1.3236  acc: 0.6516  lr: 0.0000 
ep/it:138- 245 niter: 53100  218m 44s (- 570m 7s) completed: 27%) loss_emb: 0.0026  loss: 1.3128  acc: 0.6549  lr: 0.0000 
ep/it:138- 295 niter: 53150  218m 56s (- 569m 54s) completed: 27%) loss_emb: 0.0027  loss: 1.3295  acc: 0.6470  lr: 0.0000 
ep/it:138- 345 niter: 53200  219m 8s (- 569m 40s) completed: 27%) loss_emb: 0.0027  loss: 1.3318  acc: 0.6481  lr: 0.0000 
Validation time:
Validation loss:1.342, accuracy:0.651
ep/it:139-  12 niter: 53250  219m 22s (- 569m 32s) completed: 27%) loss_emb: 0.0027  loss: 1.3589  acc: 0.6387  lr: 0.0000 
ep/it:139-  62 niter: 53300  219m 34s (- 569m 19s) completed: 27%) loss_emb: 0.0027  loss: 1.3547  acc: 0.6423  lr: 0.0000 
ep/it:139- 112 niter: 53350  219m 46s (- 569m 5s) completed: 27%) loss_emb: 0.0027  loss: 1.3480  acc: 0.6468  lr: 0.0000 
ep/it:139- 162 niter: 53400  219m 58s (- 568m 52s) completed: 27%) loss_emb: 0.0027  loss: 1.3417  acc: 0.6453  lr: 0.0000 
ep/it:139- 212 niter: 53450  220m 10s (- 568m 39s) completed: 27%) loss_emb: 0.0027  loss: 1.3223  acc: 0.6505  lr: 0.0000 
ep/it:139- 262 niter: 53500  220m 22s (- 568m 25s) completed: 27%) loss_emb: 0.0027  loss: 1.3294  acc: 0.6476  lr: 0.0000 
ep/it:139- 312 niter: 53550  220m 34s (- 568m 12s) completed: 27%) loss_emb: 0.0026  loss: 1.3176  acc: 0.6531  lr: 0.0000 
ep/it:139- 362 niter: 53600  220m 45s (- 567m 58s) completed: 27%) loss_emb: 0.0026  loss: 1.3080  acc: 0.6528  lr: 0.0000 
Validation time:
Validation loss:1.333, accuracy:0.658
--> 	 Eva. Ep 140 :, FID. 10.5178, Diversity Real. 9.3074, Diversity. 6.4279, R_precision_real. [0.52859043 0.70212766 0.80053191], R_precision. [0.24468085 0.40292553 0.49867021], matching_score_real. 2.910365581512451, matching_score_pred. 5.130620956420898
--> --> 	 FID Improved from 10.61026 to 10.51783 !!!
--> --> 	 matching_score Improved from 5.17254 to 5.13062 !!!
--> --> 	 Top1 Improved from 0.2427 to 0.2447 !!!
--> --> 	 Top2 Improved from 0.3916 to 0.4029 !!!
--> --> 	 Top3 Improved from 0.4927 to 0.4987 !!!
ep/it:140-  29 niter: 53650  221m 7s (- 568m 8s) completed: 28%) loss_emb: 0.0027  loss: 1.3496  acc: 0.6469  lr: 0.0000 
ep/it:140-  79 niter: 53700  221m 19s (- 567m 55s) completed: 28%) loss_emb: 0.0027  loss: 1.3350  acc: 0.6485  lr: 0.0000 
ep/it:140- 129 niter: 53750  221m 30s (- 567m 41s) completed: 28%) loss_emb: 0.0027  loss: 1.3314  acc: 0.6488  lr: 0.0000 
ep/it:140- 179 niter: 53800  221m 42s (- 567m 28s) completed: 28%) loss_emb: 0.0027  loss: 1.3635  acc: 0.6418  lr: 0.0000 
ep/it:140- 229 niter: 53850  221m 54s (- 567m 15s) completed: 28%) loss_emb: 0.0027  loss: 1.3437  acc: 0.6468  lr: 0.0000 
ep/it:140- 279 niter: 53900  222m 6s (- 567m 1s) completed: 28%) loss_emb: 0.0027  loss: 1.3253  acc: 0.6502  lr: 0.0000 
ep/it:140- 329 niter: 53950  222m 18s (- 566m 48s) completed: 28%) loss_emb: 0.0027  loss: 1.3444  acc: 0.6450  lr: 0.0000 
ep/it:140- 379 niter: 54000  222m 30s (- 566m 35s) completed: 28%) loss_emb: 0.0027  loss: 1.3311  acc: 0.6490  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.657
ep/it:141-  46 niter: 54050  222m 44s (- 566m 26s) completed: 28%) loss_emb: 0.0026  loss: 1.3099  acc: 0.6551  lr: 0.0000 
ep/it:141-  96 niter: 54100  222m 56s (- 566m 13s) completed: 28%) loss_emb: 0.0027  loss: 1.3407  acc: 0.6455  lr: 0.0000 
ep/it:141- 146 niter: 54150  223m 8s (- 565m 59s) completed: 28%) loss_emb: 0.0027  loss: 1.3296  acc: 0.6478  lr: 0.0000 
ep/it:141- 196 niter: 54200  223m 20s (- 565m 46s) completed: 28%) loss_emb: 0.0027  loss: 1.3332  acc: 0.6461  lr: 0.0000 
ep/it:141- 246 niter: 54250  223m 32s (- 565m 32s) completed: 28%) loss_emb: 0.0027  loss: 1.3446  acc: 0.6427  lr: 0.0000 
ep/it:141- 296 niter: 54300  223m 44s (- 565m 18s) completed: 28%) loss_emb: 0.0027  loss: 1.3352  acc: 0.6471  lr: 0.0000 
ep/it:141- 346 niter: 54350  223m 56s (- 565m 5s) completed: 28%) loss_emb: 0.0027  loss: 1.3511  acc: 0.6438  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.664
Improved accuracy from 0.66 to 0.6640672269074813!!!
ep/it:142-  13 niter: 54400  224m 9s (- 564m 56s) completed: 28%) loss_emb: 0.0027  loss: 1.3254  acc: 0.6498  lr: 0.0000 
ep/it:142-  63 niter: 54450  224m 21s (- 564m 43s) completed: 28%) loss_emb: 0.0027  loss: 1.3448  acc: 0.6461  lr: 0.0000 
ep/it:142- 113 niter: 54500  224m 33s (- 564m 29s) completed: 28%) loss_emb: 0.0026  loss: 1.3319  acc: 0.6511  lr: 0.0000 
ep/it:142- 163 niter: 54550  224m 45s (- 564m 16s) completed: 28%) loss_emb: 0.0026  loss: 1.3169  acc: 0.6510  lr: 0.0000 
ep/it:142- 213 niter: 54600  224m 57s (- 564m 3s) completed: 28%) loss_emb: 0.0027  loss: 1.3504  acc: 0.6446  lr: 0.0000 
ep/it:142- 263 niter: 54650  225m 9s (- 563m 49s) completed: 28%) loss_emb: 0.0026  loss: 1.3218  acc: 0.6514  lr: 0.0000 
ep/it:142- 313 niter: 54700  225m 21s (- 563m 36s) completed: 28%) loss_emb: 0.0027  loss: 1.3471  acc: 0.6444  lr: 0.0000 
ep/it:142- 363 niter: 54750  225m 33s (- 563m 22s) completed: 28%) loss_emb: 0.0027  loss: 1.3289  acc: 0.6503  lr: 0.0000 
Validation time:
Validation loss:1.344, accuracy:0.653
ep/it:143-  30 niter: 54800  225m 47s (- 563m 13s) completed: 28%) loss_emb: 0.0026  loss: 1.3011  acc: 0.6570  lr: 0.0000 
ep/it:143-  80 niter: 54850  225m 58s (- 562m 59s) completed: 28%) loss_emb: 0.0027  loss: 1.3497  acc: 0.6452  lr: 0.0000 
ep/it:143- 130 niter: 54900  226m 10s (- 562m 46s) completed: 28%) loss_emb: 0.0027  loss: 1.3366  acc: 0.6466  lr: 0.0000 
ep/it:143- 180 niter: 54950  226m 22s (- 562m 33s) completed: 28%) loss_emb: 0.0027  loss: 1.3440  acc: 0.6449  lr: 0.0000 
ep/it:143- 230 niter: 55000  226m 34s (- 562m 19s) completed: 28%) loss_emb: 0.0027  loss: 1.3540  acc: 0.6442  lr: 0.0000 
ep/it:143- 280 niter: 55050  226m 46s (- 562m 6s) completed: 28%) loss_emb: 0.0026  loss: 1.3203  acc: 0.6519  lr: 0.0000 
ep/it:143- 330 niter: 55100  226m 58s (- 561m 53s) completed: 28%) loss_emb: 0.0026  loss: 1.3169  acc: 0.6519  lr: 0.0000 
ep/it:143- 380 niter: 55150  227m 10s (- 561m 39s) completed: 28%) loss_emb: 0.0027  loss: 1.3448  acc: 0.6452  lr: 0.0000 
Validation time:
Validation loss:1.356, accuracy:0.653
ep/it:144-  47 niter: 55200  227m 24s (- 561m 30s) completed: 28%) loss_emb: 0.0027  loss: 1.3272  acc: 0.6504  lr: 0.0000 
ep/it:144-  97 niter: 55250  227m 35s (- 561m 16s) completed: 28%) loss_emb: 0.0027  loss: 1.3337  acc: 0.6464  lr: 0.0000 
ep/it:144- 147 niter: 55300  227m 47s (- 561m 2s) completed: 28%) loss_emb: 0.0027  loss: 1.3242  acc: 0.6495  lr: 0.0000 
ep/it:144- 197 niter: 55350  227m 59s (- 560m 49s) completed: 28%) loss_emb: 0.0027  loss: 1.3239  acc: 0.6479  lr: 0.0000 
ep/it:144- 247 niter: 55400  228m 11s (- 560m 35s) completed: 28%) loss_emb: 0.0026  loss: 1.3181  acc: 0.6535  lr: 0.0000 
ep/it:144- 297 niter: 55450  228m 23s (- 560m 22s) completed: 28%) loss_emb: 0.0026  loss: 1.3159  acc: 0.6520  lr: 0.0000 
ep/it:144- 347 niter: 55500  228m 35s (- 560m 8s) completed: 28%) loss_emb: 0.0027  loss: 1.3278  acc: 0.6491  lr: 0.0000 
Validation time:
Validation loss:1.364, accuracy:0.648
--> 	 Eva. Ep 145 :, FID. 10.8987, Diversity Real. 9.7161, Diversity. 6.3098, R_precision_real. [0.51130319 0.71409574 0.80984043], R_precision. [0.23736702 0.39494681 0.50265957], matching_score_real. 2.9278509616851807, matching_score_pred. 5.2788214683532715
--> --> 	 Top3 Improved from 0.4987 to 0.5027 !!!
ep/it:145-  14 niter: 55550  228m 56s (- 560m 17s) completed: 29%) loss_emb: 0.0026  loss: 1.3207  acc: 0.6507  lr: 0.0000 
ep/it:145-  64 niter: 55600  229m 8s (- 560m 3s) completed: 29%) loss_emb: 0.0027  loss: 1.3215  acc: 0.6504  lr: 0.0000 
ep/it:145- 114 niter: 55650  229m 20s (- 559m 50s) completed: 29%) loss_emb: 0.0027  loss: 1.3344  acc: 0.6486  lr: 0.0000 
ep/it:145- 164 niter: 55700  229m 32s (- 559m 37s) completed: 29%) loss_emb: 0.0027  loss: 1.3272  acc: 0.6506  lr: 0.0000 
ep/it:145- 214 niter: 55750  229m 44s (- 559m 23s) completed: 29%) loss_emb: 0.0027  loss: 1.3451  acc: 0.6432  lr: 0.0000 
ep/it:145- 264 niter: 55800  229m 56s (- 559m 10s) completed: 29%) loss_emb: 0.0027  loss: 1.3389  acc: 0.6447  lr: 0.0000 
ep/it:145- 314 niter: 55850  230m 8s (- 558m 57s) completed: 29%) loss_emb: 0.0027  loss: 1.3403  acc: 0.6455  lr: 0.0000 
ep/it:145- 364 niter: 55900  230m 19s (- 558m 43s) completed: 29%) loss_emb: 0.0027  loss: 1.3428  acc: 0.6459  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.654
ep/it:146-  31 niter: 55950  230m 33s (- 558m 34s) completed: 29%) loss_emb: 0.0026  loss: 1.3115  acc: 0.6513  lr: 0.0000 
ep/it:146-  81 niter: 56000  230m 45s (- 558m 21s) completed: 29%) loss_emb: 0.0027  loss: 1.3216  acc: 0.6506  lr: 0.0000 
ep/it:146- 131 niter: 56050  230m 57s (- 558m 8s) completed: 29%) loss_emb: 0.0026  loss: 1.3220  acc: 0.6534  lr: 0.0000 
ep/it:146- 181 niter: 56100  231m 9s (- 557m 54s) completed: 29%) loss_emb: 0.0027  loss: 1.3556  acc: 0.6446  lr: 0.0000 
ep/it:146- 231 niter: 56150  231m 21s (- 557m 41s) completed: 29%) loss_emb: 0.0027  loss: 1.3311  acc: 0.6500  lr: 0.0000 
ep/it:146- 281 niter: 56200  231m 33s (- 557m 27s) completed: 29%) loss_emb: 0.0027  loss: 1.3372  acc: 0.6451  lr: 0.0000 
ep/it:146- 331 niter: 56250  231m 45s (- 557m 14s) completed: 29%) loss_emb: 0.0027  loss: 1.3499  acc: 0.6436  lr: 0.0000 
ep/it:146- 381 niter: 56300  231m 57s (- 557m 1s) completed: 29%) loss_emb: 0.0026  loss: 1.3158  acc: 0.6512  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.658
ep/it:147-  48 niter: 56350  232m 11s (- 556m 52s) completed: 29%) loss_emb: 0.0026  loss: 1.3062  acc: 0.6560  lr: 0.0000 
ep/it:147-  98 niter: 56400  232m 23s (- 556m 39s) completed: 29%) loss_emb: 0.0026  loss: 1.3149  acc: 0.6530  lr: 0.0000 
ep/it:147- 148 niter: 56450  232m 34s (- 556m 25s) completed: 29%) loss_emb: 0.0026  loss: 1.3084  acc: 0.6531  lr: 0.0000 
ep/it:147- 198 niter: 56500  232m 46s (- 556m 12s) completed: 29%) loss_emb: 0.0027  loss: 1.3257  acc: 0.6502  lr: 0.0000 
ep/it:147- 248 niter: 56550  232m 58s (- 555m 58s) completed: 29%) loss_emb: 0.0026  loss: 1.3156  acc: 0.6506  lr: 0.0000 
ep/it:147- 298 niter: 56600  233m 10s (- 555m 45s) completed: 29%) loss_emb: 0.0027  loss: 1.3463  acc: 0.6471  lr: 0.0000 
ep/it:147- 348 niter: 56650  233m 22s (- 555m 31s) completed: 29%) loss_emb: 0.0027  loss: 1.3394  acc: 0.6434  lr: 0.0000 
Validation time:
Validation loss:1.343, accuracy:0.653
ep/it:148-  15 niter: 56700  233m 36s (- 555m 23s) completed: 29%) loss_emb: 0.0026  loss: 1.3135  acc: 0.6501  lr: 0.0000 
ep/it:148-  65 niter: 56750  233m 48s (- 555m 9s) completed: 29%) loss_emb: 0.0027  loss: 1.3187  acc: 0.6505  lr: 0.0000 
ep/it:148- 115 niter: 56800  234m 0s (- 554m 56s) completed: 29%) loss_emb: 0.0027  loss: 1.3338  acc: 0.6453  lr: 0.0000 
ep/it:148- 165 niter: 56850  234m 12s (- 554m 43s) completed: 29%) loss_emb: 0.0026  loss: 1.2957  acc: 0.6569  lr: 0.0000 
ep/it:148- 215 niter: 56900  234m 24s (- 554m 29s) completed: 29%) loss_emb: 0.0027  loss: 1.3528  acc: 0.6453  lr: 0.0000 
ep/it:148- 265 niter: 56950  234m 36s (- 554m 16s) completed: 29%) loss_emb: 0.0026  loss: 1.3151  acc: 0.6518  lr: 0.0000 
ep/it:148- 315 niter: 57000  234m 48s (- 554m 2s) completed: 29%) loss_emb: 0.0026  loss: 1.3128  acc: 0.6525  lr: 0.0000 
ep/it:148- 365 niter: 57050  234m 59s (- 553m 49s) completed: 29%) loss_emb: 0.0026  loss: 1.2858  acc: 0.6576  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.655
ep/it:149-  32 niter: 57100  235m 13s (- 553m 40s) completed: 29%) loss_emb: 0.0027  loss: 1.3368  acc: 0.6480  lr: 0.0000 
ep/it:149-  82 niter: 57150  235m 25s (- 553m 26s) completed: 29%) loss_emb: 0.0027  loss: 1.3424  acc: 0.6453  lr: 0.0000 
ep/it:149- 132 niter: 57200  235m 37s (- 553m 13s) completed: 29%) loss_emb: 0.0027  loss: 1.3261  acc: 0.6495  lr: 0.0000 
ep/it:149- 182 niter: 57250  235m 49s (- 553m 0s) completed: 29%) loss_emb: 0.0026  loss: 1.3154  acc: 0.6519  lr: 0.0000 
ep/it:149- 232 niter: 57300  236m 1s (- 552m 46s) completed: 29%) loss_emb: 0.0027  loss: 1.3448  acc: 0.6431  lr: 0.0000 
ep/it:149- 282 niter: 57350  236m 13s (- 552m 33s) completed: 29%) loss_emb: 0.0027  loss: 1.3209  acc: 0.6509  lr: 0.0000 
ep/it:149- 332 niter: 57400  236m 25s (- 552m 19s) completed: 29%) loss_emb: 0.0027  loss: 1.3412  acc: 0.6467  lr: 0.0000 
ep/it:149- 382 niter: 57450  236m 37s (- 552m 6s) completed: 30%) loss_emb: 0.0027  loss: 1.3224  acc: 0.6490  lr: 0.0000 
Validation time:
Validation loss:1.361, accuracy:0.642
--> 	 Eva. Ep 150 :, FID. 10.5041, Diversity Real. 9.4223, Diversity. 6.1814, R_precision_real. [0.50731383 0.6974734  0.78656915], R_precision. [0.24202128 0.38896277 0.49135638], matching_score_real. 2.896747350692749, matching_score_pred. 5.2309160232543945
--> --> 	 FID Improved from 10.51783 to 10.50406 !!!
ep/it:150-  49 niter: 57500  236m 57s (- 552m 13s) completed: 30%) loss_emb: 0.0026  loss: 1.3087  acc: 0.6525  lr: 0.0000 
ep/it:150-  99 niter: 57550  237m 9s (- 552m 0s) completed: 30%) loss_emb: 0.0026  loss: 1.2968  acc: 0.6565  lr: 0.0000 
ep/it:150- 149 niter: 57600  237m 21s (- 551m 47s) completed: 30%) loss_emb: 0.0027  loss: 1.3274  acc: 0.6480  lr: 0.0000 
ep/it:150- 199 niter: 57650  237m 33s (- 551m 33s) completed: 30%) loss_emb: 0.0027  loss: 1.3300  acc: 0.6495  lr: 0.0000 
ep/it:150- 249 niter: 57700  237m 45s (- 551m 19s) completed: 30%) loss_emb: 0.0027  loss: 1.3340  acc: 0.6474  lr: 0.0000 
ep/it:150- 299 niter: 57750  237m 57s (- 551m 6s) completed: 30%) loss_emb: 0.0027  loss: 1.3302  acc: 0.6482  lr: 0.0000 
ep/it:150- 349 niter: 57800  238m 9s (- 550m 53s) completed: 30%) loss_emb: 0.0027  loss: 1.3381  acc: 0.6462  lr: 0.0000 
Validation time:
Validation loss:1.340, accuracy:0.654
ep/it:151-  16 niter: 57850  238m 22s (- 550m 43s) completed: 30%) loss_emb: 0.0027  loss: 1.3362  acc: 0.6474  lr: 0.0000 
ep/it:151-  66 niter: 57900  238m 34s (- 550m 30s) completed: 30%) loss_emb: 0.0027  loss: 1.3417  acc: 0.6445  lr: 0.0000 
ep/it:151- 116 niter: 57950  238m 46s (- 550m 16s) completed: 30%) loss_emb: 0.0026  loss: 1.3113  acc: 0.6533  lr: 0.0000 
ep/it:151- 166 niter: 58000  238m 58s (- 550m 3s) completed: 30%) loss_emb: 0.0027  loss: 1.3375  acc: 0.6465  lr: 0.0000 
ep/it:151- 216 niter: 58050  239m 10s (- 549m 50s) completed: 30%) loss_emb: 0.0027  loss: 1.3272  acc: 0.6475  lr: 0.0000 
ep/it:151- 266 niter: 58100  239m 22s (- 549m 37s) completed: 30%) loss_emb: 0.0026  loss: 1.2889  acc: 0.6576  lr: 0.0000 
ep/it:151- 316 niter: 58150  239m 34s (- 549m 23s) completed: 30%) loss_emb: 0.0027  loss: 1.3200  acc: 0.6479  lr: 0.0000 
ep/it:151- 366 niter: 58200  239m 46s (- 549m 10s) completed: 30%) loss_emb: 0.0026  loss: 1.2977  acc: 0.6536  lr: 0.0000 
Validation time:
Validation loss:1.354, accuracy:0.652
ep/it:152-  33 niter: 58250  240m 0s (- 549m 1s) completed: 30%) loss_emb: 0.0027  loss: 1.3467  acc: 0.6430  lr: 0.0000 
ep/it:152-  83 niter: 58300  240m 12s (- 548m 47s) completed: 30%) loss_emb: 0.0027  loss: 1.3349  acc: 0.6451  lr: 0.0000 
ep/it:152- 133 niter: 58350  240m 23s (- 548m 34s) completed: 30%) loss_emb: 0.0027  loss: 1.3297  acc: 0.6479  lr: 0.0000 
ep/it:152- 183 niter: 58400  240m 35s (- 548m 21s) completed: 30%) loss_emb: 0.0027  loss: 1.3361  acc: 0.6476  lr: 0.0000 
ep/it:152- 233 niter: 58450  240m 47s (- 548m 7s) completed: 30%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6576  lr: 0.0000 
ep/it:152- 283 niter: 58500  240m 59s (- 547m 53s) completed: 30%) loss_emb: 0.0027  loss: 1.3228  acc: 0.6501  lr: 0.0000 
ep/it:152- 333 niter: 58550  241m 11s (- 547m 40s) completed: 30%) loss_emb: 0.0026  loss: 1.3029  acc: 0.6530  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.657
ep/it:153-   0 niter: 58600  241m 25s (- 547m 30s) completed: 30%) loss_emb: 0.0026  loss: 1.3053  acc: 0.6538  lr: 0.0000 
ep/it:153-  50 niter: 58650  241m 37s (- 547m 17s) completed: 30%) loss_emb: 0.0027  loss: 1.3384  acc: 0.6450  lr: 0.0000 
ep/it:153- 100 niter: 58700  241m 48s (- 547m 4s) completed: 30%) loss_emb: 0.0026  loss: 1.3181  acc: 0.6515  lr: 0.0000 
ep/it:153- 150 niter: 58750  242m 0s (- 546m 50s) completed: 30%) loss_emb: 0.0027  loss: 1.3171  acc: 0.6506  lr: 0.0000 
ep/it:153- 200 niter: 58800  242m 12s (- 546m 37s) completed: 30%) loss_emb: 0.0026  loss: 1.3119  acc: 0.6522  lr: 0.0000 
ep/it:153- 250 niter: 58850  242m 24s (- 546m 23s) completed: 30%) loss_emb: 0.0026  loss: 1.3084  acc: 0.6551  lr: 0.0000 
ep/it:153- 300 niter: 58900  242m 36s (- 546m 10s) completed: 30%) loss_emb: 0.0027  loss: 1.3432  acc: 0.6452  lr: 0.0000 
ep/it:153- 350 niter: 58950  242m 48s (- 545m 56s) completed: 30%) loss_emb: 0.0027  loss: 1.3356  acc: 0.6457  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.656
ep/it:154-  17 niter: 59000  243m 1s (- 545m 47s) completed: 30%) loss_emb: 0.0027  loss: 1.3410  acc: 0.6478  lr: 0.0000 
ep/it:154-  67 niter: 59050  243m 13s (- 545m 33s) completed: 30%) loss_emb: 0.0026  loss: 1.2994  acc: 0.6545  lr: 0.0000 
ep/it:154- 117 niter: 59100  243m 25s (- 545m 20s) completed: 30%) loss_emb: 0.0027  loss: 1.3403  acc: 0.6468  lr: 0.0000 
ep/it:154- 167 niter: 59150  243m 37s (- 545m 7s) completed: 30%) loss_emb: 0.0027  loss: 1.3227  acc: 0.6485  lr: 0.0000 
ep/it:154- 217 niter: 59200  243m 49s (- 544m 53s) completed: 30%) loss_emb: 0.0027  loss: 1.3346  acc: 0.6477  lr: 0.0000 
ep/it:154- 267 niter: 59250  244m 1s (- 544m 40s) completed: 30%) loss_emb: 0.0026  loss: 1.3070  acc: 0.6569  lr: 0.0000 
ep/it:154- 317 niter: 59300  244m 13s (- 544m 26s) completed: 30%) loss_emb: 0.0026  loss: 1.2873  acc: 0.6617  lr: 0.0000 
ep/it:154- 367 niter: 59350  244m 24s (- 544m 13s) completed: 30%) loss_emb: 0.0026  loss: 1.3172  acc: 0.6511  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.652
--> 	 Eva. Ep 155 :, FID. 10.5026, Diversity Real. 9.4806, Diversity. 6.1137, R_precision_real. [0.50332447 0.68949468 0.78922872], R_precision. [0.23337766 0.39760638 0.49800532], matching_score_real. 2.9629931449890137, matching_score_pred. 5.210860729217529
--> --> 	 FID Improved from 10.50406 to 10.50256 !!!
ep/it:155-  34 niter: 59400  244m 45s (- 544m 20s) completed: 31%) loss_emb: 0.0027  loss: 1.3144  acc: 0.6499  lr: 0.0000 
ep/it:155-  84 niter: 59450  244m 57s (- 544m 6s) completed: 31%) loss_emb: 0.0027  loss: 1.3436  acc: 0.6446  lr: 0.0000 
ep/it:155- 134 niter: 59500  245m 9s (- 543m 53s) completed: 31%) loss_emb: 0.0027  loss: 1.3335  acc: 0.6470  lr: 0.0000 
ep/it:155- 184 niter: 59550  245m 21s (- 543m 40s) completed: 31%) loss_emb: 0.0027  loss: 1.3291  acc: 0.6498  lr: 0.0000 
ep/it:155- 234 niter: 59600  245m 33s (- 543m 26s) completed: 31%) loss_emb: 0.0027  loss: 1.3305  acc: 0.6478  lr: 0.0000 
ep/it:155- 284 niter: 59650  245m 45s (- 543m 12s) completed: 31%) loss_emb: 0.0026  loss: 1.3221  acc: 0.6495  lr: 0.0000 
ep/it:155- 334 niter: 59700  245m 57s (- 542m 59s) completed: 31%) loss_emb: 0.0026  loss: 1.3157  acc: 0.6513  lr: 0.0000 
Validation time:
Validation loss:1.346, accuracy:0.652
ep/it:156-   1 niter: 59750  246m 10s (- 542m 50s) completed: 31%) loss_emb: 0.0027  loss: 1.3327  acc: 0.6495  lr: 0.0000 
ep/it:156-  51 niter: 59800  246m 22s (- 542m 36s) completed: 31%) loss_emb: 0.0027  loss: 1.3233  acc: 0.6472  lr: 0.0000 
ep/it:156- 101 niter: 59850  246m 34s (- 542m 23s) completed: 31%) loss_emb: 0.0026  loss: 1.3322  acc: 0.6503  lr: 0.0000 
ep/it:156- 151 niter: 59900  246m 46s (- 542m 10s) completed: 31%) loss_emb: 0.0026  loss: 1.3091  acc: 0.6538  lr: 0.0000 
ep/it:156- 201 niter: 59950  246m 58s (- 541m 56s) completed: 31%) loss_emb: 0.0026  loss: 1.3042  acc: 0.6536  lr: 0.0000 
ep/it:156- 251 niter: 60000  247m 10s (- 541m 42s) completed: 31%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6566  lr: 0.0000 
ep/it:156- 301 niter: 60050  247m 22s (- 541m 29s) completed: 31%) loss_emb: 0.0027  loss: 1.3348  acc: 0.6459  lr: 0.0000 
ep/it:156- 351 niter: 60100  247m 33s (- 541m 15s) completed: 31%) loss_emb: 0.0026  loss: 1.3124  acc: 0.6506  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.658
ep/it:157-  18 niter: 60150  247m 47s (- 541m 6s) completed: 31%) loss_emb: 0.0027  loss: 1.3336  acc: 0.6460  lr: 0.0000 
ep/it:157-  68 niter: 60200  247m 59s (- 540m 53s) completed: 31%) loss_emb: 0.0026  loss: 1.3075  acc: 0.6569  lr: 0.0000 
ep/it:157- 118 niter: 60250  248m 11s (- 540m 39s) completed: 31%) loss_emb: 0.0026  loss: 1.3119  acc: 0.6508  lr: 0.0000 
ep/it:157- 168 niter: 60300  248m 23s (- 540m 26s) completed: 31%) loss_emb: 0.0027  loss: 1.3273  acc: 0.6474  lr: 0.0000 
ep/it:157- 218 niter: 60350  248m 35s (- 540m 12s) completed: 31%) loss_emb: 0.0026  loss: 1.3092  acc: 0.6547  lr: 0.0000 
ep/it:157- 268 niter: 60400  248m 47s (- 540m 0s) completed: 31%) loss_emb: 0.0026  loss: 1.2987  acc: 0.6543  lr: 0.0000 
ep/it:157- 318 niter: 60450  248m 59s (- 539m 47s) completed: 31%) loss_emb: 0.0027  loss: 1.3328  acc: 0.6482  lr: 0.0000 
ep/it:157- 368 niter: 60500  249m 11s (- 539m 33s) completed: 31%) loss_emb: 0.0026  loss: 1.3084  acc: 0.6533  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.660
ep/it:158-  35 niter: 60550  249m 24s (- 539m 24s) completed: 31%) loss_emb: 0.0027  loss: 1.3491  acc: 0.6415  lr: 0.0000 
ep/it:158-  85 niter: 60600  249m 36s (- 539m 11s) completed: 31%) loss_emb: 0.0027  loss: 1.3440  acc: 0.6434  lr: 0.0000 
ep/it:158- 135 niter: 60650  249m 48s (- 538m 57s) completed: 31%) loss_emb: 0.0027  loss: 1.3491  acc: 0.6408  lr: 0.0000 
ep/it:158- 185 niter: 60700  250m 0s (- 538m 43s) completed: 31%) loss_emb: 0.0026  loss: 1.2992  acc: 0.6538  lr: 0.0000 
ep/it:158- 235 niter: 60750  250m 12s (- 538m 30s) completed: 31%) loss_emb: 0.0027  loss: 1.3362  acc: 0.6451  lr: 0.0000 
ep/it:158- 285 niter: 60800  250m 24s (- 538m 17s) completed: 31%) loss_emb: 0.0026  loss: 1.3090  acc: 0.6517  lr: 0.0000 
ep/it:158- 335 niter: 60850  250m 36s (- 538m 3s) completed: 31%) loss_emb: 0.0026  loss: 1.3014  acc: 0.6525  lr: 0.0000 
Validation time:
Validation loss:1.345, accuracy:0.652
ep/it:159-   2 niter: 60900  250m 49s (- 537m 54s) completed: 31%) loss_emb: 0.0026  loss: 1.3149  acc: 0.6503  lr: 0.0000 
ep/it:159-  52 niter: 60950  251m 1s (- 537m 41s) completed: 31%) loss_emb: 0.0026  loss: 1.2905  acc: 0.6563  lr: 0.0000 
ep/it:159- 102 niter: 61000  251m 13s (- 537m 27s) completed: 31%) loss_emb: 0.0027  loss: 1.3175  acc: 0.6512  lr: 0.0000 
ep/it:159- 152 niter: 61050  251m 25s (- 537m 14s) completed: 31%) loss_emb: 0.0027  loss: 1.3283  acc: 0.6463  lr: 0.0000 
ep/it:159- 202 niter: 61100  251m 37s (- 537m 1s) completed: 31%) loss_emb: 0.0026  loss: 1.3175  acc: 0.6515  lr: 0.0000 
ep/it:159- 252 niter: 61150  251m 49s (- 536m 47s) completed: 31%) loss_emb: 0.0026  loss: 1.3092  acc: 0.6519  lr: 0.0000 
ep/it:159- 302 niter: 61200  252m 1s (- 536m 34s) completed: 31%) loss_emb: 0.0027  loss: 1.3353  acc: 0.6500  lr: 0.0000 
ep/it:159- 352 niter: 61250  252m 13s (- 536m 20s) completed: 31%) loss_emb: 0.0026  loss: 1.3324  acc: 0.6513  lr: 0.0000 
Validation time:
Validation loss:1.341, accuracy:0.657
--> 	 Eva. Ep 160 :, FID. 10.3937, Diversity Real. 9.2602, Diversity. 6.4113, R_precision_real. [0.53257979 0.71808511 0.80053191], R_precision. [0.23204787 0.38962766 0.49268617], matching_score_real. 2.9096646308898926, matching_score_pred. 5.206146717071533
--> --> 	 FID Improved from 10.50256 to 10.39375 !!!
ep/it:160-  19 niter: 61300  252m 34s (- 536m 27s) completed: 32%) loss_emb: 0.0027  loss: 1.3319  acc: 0.6487  lr: 0.0000 
ep/it:160-  69 niter: 61350  252m 46s (- 536m 14s) completed: 32%) loss_emb: 0.0026  loss: 1.2828  acc: 0.6598  lr: 0.0000 
ep/it:160- 119 niter: 61400  252m 57s (- 536m 0s) completed: 32%) loss_emb: 0.0026  loss: 1.3196  acc: 0.6514  lr: 0.0000 
ep/it:160- 169 niter: 61450  253m 9s (- 535m 47s) completed: 32%) loss_emb: 0.0027  loss: 1.3413  acc: 0.6429  lr: 0.0000 
ep/it:160- 219 niter: 61500  253m 21s (- 535m 33s) completed: 32%) loss_emb: 0.0026  loss: 1.2898  acc: 0.6582  lr: 0.0000 
ep/it:160- 269 niter: 61550  253m 33s (- 535m 21s) completed: 32%) loss_emb: 0.0026  loss: 1.2787  acc: 0.6609  lr: 0.0000 
ep/it:160- 319 niter: 61600  253m 45s (- 535m 7s) completed: 32%) loss_emb: 0.0027  loss: 1.3450  acc: 0.6455  lr: 0.0000 
ep/it:160- 369 niter: 61650  253m 57s (- 534m 54s) completed: 32%) loss_emb: 0.0027  loss: 1.3231  acc: 0.6500  lr: 0.0000 
Validation time:
Validation loss:1.355, accuracy:0.649
ep/it:161-  36 niter: 61700  254m 11s (- 534m 44s) completed: 32%) loss_emb: 0.0026  loss: 1.3188  acc: 0.6524  lr: 0.0000 
ep/it:161-  86 niter: 61750  254m 23s (- 534m 31s) completed: 32%) loss_emb: 0.0027  loss: 1.3314  acc: 0.6484  lr: 0.0000 
ep/it:161- 136 niter: 61800  254m 35s (- 534m 18s) completed: 32%) loss_emb: 0.0027  loss: 1.3379  acc: 0.6443  lr: 0.0000 
ep/it:161- 186 niter: 61850  254m 46s (- 534m 4s) completed: 32%) loss_emb: 0.0027  loss: 1.3196  acc: 0.6457  lr: 0.0000 
ep/it:161- 236 niter: 61900  254m 58s (- 533m 51s) completed: 32%) loss_emb: 0.0027  loss: 1.3467  acc: 0.6455  lr: 0.0000 
ep/it:161- 286 niter: 61950  255m 10s (- 533m 38s) completed: 32%) loss_emb: 0.0026  loss: 1.2976  acc: 0.6568  lr: 0.0000 
ep/it:161- 336 niter: 62000  255m 22s (- 533m 24s) completed: 32%) loss_emb: 0.0026  loss: 1.3269  acc: 0.6500  lr: 0.0000 
Validation time:
Validation loss:1.353, accuracy:0.647
ep/it:162-   3 niter: 62050  255m 36s (- 533m 15s) completed: 32%) loss_emb: 0.0026  loss: 1.3193  acc: 0.6517  lr: 0.0000 
ep/it:162-  53 niter: 62100  255m 48s (- 533m 1s) completed: 32%) loss_emb: 0.0026  loss: 1.3100  acc: 0.6530  lr: 0.0000 
ep/it:162- 103 niter: 62150  256m 0s (- 532m 48s) completed: 32%) loss_emb: 0.0027  loss: 1.3211  acc: 0.6499  lr: 0.0000 
ep/it:162- 153 niter: 62200  256m 11s (- 532m 34s) completed: 32%) loss_emb: 0.0026  loss: 1.3115  acc: 0.6507  lr: 0.0000 
ep/it:162- 203 niter: 62250  256m 23s (- 532m 21s) completed: 32%) loss_emb: 0.0026  loss: 1.3132  acc: 0.6515  lr: 0.0000 
ep/it:162- 253 niter: 62300  256m 35s (- 532m 8s) completed: 32%) loss_emb: 0.0027  loss: 1.3324  acc: 0.6486  lr: 0.0000 
ep/it:162- 303 niter: 62350  256m 47s (- 531m 54s) completed: 32%) loss_emb: 0.0026  loss: 1.3118  acc: 0.6517  lr: 0.0000 
ep/it:162- 353 niter: 62400  256m 59s (- 531m 41s) completed: 32%) loss_emb: 0.0026  loss: 1.2994  acc: 0.6541  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.659
ep/it:163-  20 niter: 62450  257m 12s (- 531m 31s) completed: 32%) loss_emb: 0.0027  loss: 1.3261  acc: 0.6504  lr: 0.0000 
ep/it:163-  70 niter: 62500  257m 24s (- 531m 17s) completed: 32%) loss_emb: 0.0026  loss: 1.3058  acc: 0.6529  lr: 0.0000 
ep/it:163- 120 niter: 62550  257m 36s (- 531m 5s) completed: 32%) loss_emb: 0.0026  loss: 1.3134  acc: 0.6515  lr: 0.0000 
ep/it:163- 170 niter: 62600  257m 48s (- 530m 51s) completed: 32%) loss_emb: 0.0026  loss: 1.3092  acc: 0.6522  lr: 0.0000 
ep/it:163- 220 niter: 62650  258m 0s (- 530m 38s) completed: 32%) loss_emb: 0.0027  loss: 1.3323  acc: 0.6484  lr: 0.0000 
ep/it:163- 270 niter: 62700  258m 12s (- 530m 25s) completed: 32%) loss_emb: 0.0027  loss: 1.3133  acc: 0.6500  lr: 0.0000 
ep/it:163- 320 niter: 62750  258m 24s (- 530m 11s) completed: 32%) loss_emb: 0.0026  loss: 1.3191  acc: 0.6515  lr: 0.0000 
ep/it:163- 370 niter: 62800  258m 36s (- 529m 58s) completed: 32%) loss_emb: 0.0026  loss: 1.3149  acc: 0.6508  lr: 0.0000 
Validation time:
Validation loss:1.347, accuracy:0.649
ep/it:164-  37 niter: 62850  258m 49s (- 529m 48s) completed: 32%) loss_emb: 0.0026  loss: 1.3049  acc: 0.6560  lr: 0.0000 
ep/it:164-  87 niter: 62900  259m 1s (- 529m 35s) completed: 32%) loss_emb: 0.0026  loss: 1.2940  acc: 0.6573  lr: 0.0000 
ep/it:164- 137 niter: 62950  259m 13s (- 529m 22s) completed: 32%) loss_emb: 0.0027  loss: 1.3178  acc: 0.6492  lr: 0.0000 
ep/it:164- 187 niter: 63000  259m 25s (- 529m 8s) completed: 32%) loss_emb: 0.0026  loss: 1.3182  acc: 0.6510  lr: 0.0000 
ep/it:164- 237 niter: 63050  259m 37s (- 528m 55s) completed: 32%) loss_emb: 0.0027  loss: 1.3250  acc: 0.6480  lr: 0.0000 
ep/it:164- 287 niter: 63100  259m 49s (- 528m 41s) completed: 32%) loss_emb: 0.0026  loss: 1.3146  acc: 0.6526  lr: 0.0000 
ep/it:164- 337 niter: 63150  260m 1s (- 528m 28s) completed: 32%) loss_emb: 0.0027  loss: 1.3329  acc: 0.6482  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.659
--> 	 Eva. Ep 165 :, FID. 11.0092, Diversity Real. 9.4940, Diversity. 6.2788, R_precision_real. [0.52992021 0.7293883  0.82180851], R_precision. [0.24335106 0.39029255 0.50066489], matching_score_real. 2.834066867828369, matching_score_pred. 5.250904560089111
ep/it:165-   4 niter: 63200  260m 22s (- 528m 34s) completed: 33%) loss_emb: 0.0026  loss: 1.2996  acc: 0.6547  lr: 0.0000 
ep/it:165-  54 niter: 63250  260m 34s (- 528m 21s) completed: 33%) loss_emb: 0.0026  loss: 1.3048  acc: 0.6530  lr: 0.0000 
ep/it:165- 104 niter: 63300  260m 46s (- 528m 8s) completed: 33%) loss_emb: 0.0026  loss: 1.2937  acc: 0.6555  lr: 0.0000 
ep/it:165- 154 niter: 63350  260m 58s (- 527m 55s) completed: 33%) loss_emb: 0.0027  loss: 1.3258  acc: 0.6483  lr: 0.0000 
ep/it:165- 204 niter: 63400  261m 10s (- 527m 41s) completed: 33%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6608  lr: 0.0000 
ep/it:165- 254 niter: 63450  261m 22s (- 527m 28s) completed: 33%) loss_emb: 0.0026  loss: 1.3097  acc: 0.6524  lr: 0.0000 
ep/it:165- 304 niter: 63500  261m 34s (- 527m 15s) completed: 33%) loss_emb: 0.0027  loss: 1.3375  acc: 0.6442  lr: 0.0000 
ep/it:165- 354 niter: 63550  261m 46s (- 527m 2s) completed: 33%) loss_emb: 0.0027  loss: 1.3423  acc: 0.6439  lr: 0.0000 
Validation time:
Validation loss:1.336, accuracy:0.657
ep/it:166-  21 niter: 63600  261m 59s (- 526m 52s) completed: 33%) loss_emb: 0.0026  loss: 1.3083  acc: 0.6504  lr: 0.0000 
ep/it:166-  71 niter: 63650  262m 11s (- 526m 39s) completed: 33%) loss_emb: 0.0027  loss: 1.3340  acc: 0.6487  lr: 0.0000 
ep/it:166- 121 niter: 63700  262m 23s (- 526m 25s) completed: 33%) loss_emb: 0.0026  loss: 1.3058  acc: 0.6530  lr: 0.0000 
ep/it:166- 171 niter: 63750  262m 35s (- 526m 12s) completed: 33%) loss_emb: 0.0026  loss: 1.3155  acc: 0.6509  lr: 0.0000 
ep/it:166- 221 niter: 63800  262m 47s (- 525m 59s) completed: 33%) loss_emb: 0.0027  loss: 1.3209  acc: 0.6490  lr: 0.0000 
ep/it:166- 271 niter: 63850  262m 59s (- 525m 45s) completed: 33%) loss_emb: 0.0027  loss: 1.3200  acc: 0.6498  lr: 0.0000 
ep/it:166- 321 niter: 63900  263m 10s (- 525m 32s) completed: 33%) loss_emb: 0.0026  loss: 1.3069  acc: 0.6532  lr: 0.0000 
ep/it:166- 371 niter: 63950  263m 23s (- 525m 19s) completed: 33%) loss_emb: 0.0026  loss: 1.3011  acc: 0.6523  lr: 0.0000 
Validation time:
Validation loss:1.347, accuracy:0.651
ep/it:167-  38 niter: 64000  263m 36s (- 525m 9s) completed: 33%) loss_emb: 0.0027  loss: 1.3285  acc: 0.6474  lr: 0.0000 
ep/it:167-  88 niter: 64050  263m 48s (- 524m 56s) completed: 33%) loss_emb: 0.0026  loss: 1.3235  acc: 0.6500  lr: 0.0000 
ep/it:167- 138 niter: 64100  264m 0s (- 524m 43s) completed: 33%) loss_emb: 0.0027  loss: 1.3185  acc: 0.6497  lr: 0.0000 
ep/it:167- 188 niter: 64150  264m 12s (- 524m 30s) completed: 33%) loss_emb: 0.0027  loss: 1.3260  acc: 0.6482  lr: 0.0000 
ep/it:167- 238 niter: 64200  264m 24s (- 524m 16s) completed: 33%) loss_emb: 0.0027  loss: 1.3217  acc: 0.6488  lr: 0.0000 
ep/it:167- 288 niter: 64250  264m 36s (- 524m 3s) completed: 33%) loss_emb: 0.0027  loss: 1.3460  acc: 0.6436  lr: 0.0000 
ep/it:167- 338 niter: 64300  264m 48s (- 523m 50s) completed: 33%) loss_emb: 0.0027  loss: 1.3227  acc: 0.6492  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.658
ep/it:168-   5 niter: 64350  265m 1s (- 523m 40s) completed: 33%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6594  lr: 0.0000 
ep/it:168-  55 niter: 64400  265m 13s (- 523m 27s) completed: 33%) loss_emb: 0.0026  loss: 1.3015  acc: 0.6542  lr: 0.0000 
ep/it:168- 105 niter: 64450  265m 25s (- 523m 13s) completed: 33%) loss_emb: 0.0026  loss: 1.3141  acc: 0.6521  lr: 0.0000 
ep/it:168- 155 niter: 64500  265m 37s (- 523m 0s) completed: 33%) loss_emb: 0.0027  loss: 1.3163  acc: 0.6490  lr: 0.0000 
ep/it:168- 205 niter: 64550  265m 49s (- 522m 47s) completed: 33%) loss_emb: 0.0027  loss: 1.3271  acc: 0.6471  lr: 0.0000 
ep/it:168- 255 niter: 64600  266m 1s (- 522m 34s) completed: 33%) loss_emb: 0.0027  loss: 1.3294  acc: 0.6489  lr: 0.0000 
ep/it:168- 305 niter: 64650  266m 13s (- 522m 21s) completed: 33%) loss_emb: 0.0027  loss: 1.3339  acc: 0.6459  lr: 0.0000 
ep/it:168- 355 niter: 64700  266m 25s (- 522m 8s) completed: 33%) loss_emb: 0.0027  loss: 1.3178  acc: 0.6491  lr: 0.0000 
Validation time:
Validation loss:1.336, accuracy:0.649
ep/it:169-  22 niter: 64750  266m 39s (- 521m 59s) completed: 33%) loss_emb: 0.0026  loss: 1.3036  acc: 0.6524  lr: 0.0000 
ep/it:169-  72 niter: 64800  266m 51s (- 521m 45s) completed: 33%) loss_emb: 0.0027  loss: 1.3268  acc: 0.6492  lr: 0.0000 
ep/it:169- 122 niter: 64850  267m 2s (- 521m 32s) completed: 33%) loss_emb: 0.0026  loss: 1.2984  acc: 0.6558  lr: 0.0000 
ep/it:169- 172 niter: 64900  267m 14s (- 521m 18s) completed: 33%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6540  lr: 0.0000 
ep/it:169- 222 niter: 64950  267m 26s (- 521m 5s) completed: 33%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6555  lr: 0.0000 
ep/it:169- 272 niter: 65000  267m 38s (- 520m 52s) completed: 33%) loss_emb: 0.0026  loss: 1.3144  acc: 0.6503  lr: 0.0000 
ep/it:169- 322 niter: 65050  267m 50s (- 520m 39s) completed: 33%) loss_emb: 0.0026  loss: 1.3180  acc: 0.6510  lr: 0.0000 
ep/it:169- 372 niter: 65100  268m 2s (- 520m 25s) completed: 33%) loss_emb: 0.0026  loss: 1.3156  acc: 0.6514  lr: 0.0000 
Validation time:
Validation loss:1.352, accuracy:0.653
--> 	 Eva. Ep 170 :, FID. 10.4134, Diversity Real. 9.6579, Diversity. 6.1960, R_precision_real. [0.52859043 0.71476064 0.80784574], R_precision. [0.24800532 0.40026596 0.51396277], matching_score_real. 2.901404857635498, matching_score_pred. 5.148547172546387
--> --> 	 Top1 Improved from 0.2447 to 0.2480 !!!
--> --> 	 Top3 Improved from 0.5027 to 0.5140 !!!
ep/it:170-  39 niter: 65150  268m 23s (- 520m 29s) completed: 34%) loss_emb: 0.0027  loss: 1.3251  acc: 0.6504  lr: 0.0000 
ep/it:170-  89 niter: 65200  268m 35s (- 520m 16s) completed: 34%) loss_emb: 0.0027  loss: 1.3258  acc: 0.6494  lr: 0.0000 
ep/it:170- 139 niter: 65250  268m 46s (- 520m 3s) completed: 34%) loss_emb: 0.0027  loss: 1.3313  acc: 0.6462  lr: 0.0000 
ep/it:170- 189 niter: 65300  268m 58s (- 519m 50s) completed: 34%) loss_emb: 0.0027  loss: 1.3233  acc: 0.6477  lr: 0.0000 
ep/it:170- 239 niter: 65350  269m 10s (- 519m 37s) completed: 34%) loss_emb: 0.0026  loss: 1.3138  acc: 0.6515  lr: 0.0000 
ep/it:170- 289 niter: 65400  269m 22s (- 519m 23s) completed: 34%) loss_emb: 0.0027  loss: 1.3205  acc: 0.6505  lr: 0.0000 
ep/it:170- 339 niter: 65450  269m 34s (- 519m 10s) completed: 34%) loss_emb: 0.0026  loss: 1.3086  acc: 0.6509  lr: 0.0000 
Validation time:
Validation loss:1.346, accuracy:0.650
ep/it:171-   6 niter: 65500  269m 48s (- 519m 1s) completed: 34%) loss_emb: 0.0027  loss: 1.3202  acc: 0.6500  lr: 0.0000 
ep/it:171-  56 niter: 65550  270m 0s (- 518m 48s) completed: 34%) loss_emb: 0.0026  loss: 1.3103  acc: 0.6505  lr: 0.0000 
ep/it:171- 106 niter: 65600  270m 12s (- 518m 34s) completed: 34%) loss_emb: 0.0026  loss: 1.3074  acc: 0.6520  lr: 0.0000 
ep/it:171- 156 niter: 65650  270m 24s (- 518m 21s) completed: 34%) loss_emb: 0.0026  loss: 1.3001  acc: 0.6539  lr: 0.0000 
ep/it:171- 206 niter: 65700  270m 36s (- 518m 8s) completed: 34%) loss_emb: 0.0027  loss: 1.3292  acc: 0.6477  lr: 0.0000 
ep/it:171- 256 niter: 65750  270m 47s (- 517m 54s) completed: 34%) loss_emb: 0.0027  loss: 1.3203  acc: 0.6479  lr: 0.0000 
ep/it:171- 306 niter: 65800  270m 59s (- 517m 41s) completed: 34%) loss_emb: 0.0027  loss: 1.3200  acc: 0.6468  lr: 0.0000 
ep/it:171- 356 niter: 65850  271m 11s (- 517m 28s) completed: 34%) loss_emb: 0.0027  loss: 1.3243  acc: 0.6493  lr: 0.0000 
Validation time:
Validation loss:1.356, accuracy:0.651
ep/it:172-  23 niter: 65900  271m 25s (- 517m 18s) completed: 34%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6594  lr: 0.0000 
ep/it:172-  73 niter: 65950  271m 37s (- 517m 6s) completed: 34%) loss_emb: 0.0026  loss: 1.3198  acc: 0.6512  lr: 0.0000 
ep/it:172- 123 niter: 66000  271m 50s (- 516m 53s) completed: 34%) loss_emb: 0.0026  loss: 1.2973  acc: 0.6550  lr: 0.0000 
ep/it:172- 173 niter: 66050  272m 2s (- 516m 40s) completed: 34%) loss_emb: 0.0027  loss: 1.3271  acc: 0.6455  lr: 0.0000 
ep/it:172- 223 niter: 66100  272m 13s (- 516m 27s) completed: 34%) loss_emb: 0.0026  loss: 1.3172  acc: 0.6521  lr: 0.0000 
ep/it:172- 273 niter: 66150  272m 25s (- 516m 14s) completed: 34%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6610  lr: 0.0000 
ep/it:172- 323 niter: 66200  272m 38s (- 516m 1s) completed: 34%) loss_emb: 0.0027  loss: 1.3155  acc: 0.6492  lr: 0.0000 
ep/it:172- 373 niter: 66250  272m 50s (- 515m 49s) completed: 34%) loss_emb: 0.0027  loss: 1.3409  acc: 0.6450  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.657
ep/it:173-  40 niter: 66300  273m 4s (- 515m 40s) completed: 34%) loss_emb: 0.0027  loss: 1.3086  acc: 0.6502  lr: 0.0000 
ep/it:173-  90 niter: 66350  273m 17s (- 515m 28s) completed: 34%) loss_emb: 0.0027  loss: 1.3109  acc: 0.6483  lr: 0.0000 
ep/it:173- 140 niter: 66400  273m 29s (- 515m 16s) completed: 34%) loss_emb: 0.0027  loss: 1.3215  acc: 0.6485  lr: 0.0000 
ep/it:173- 190 niter: 66450  273m 42s (- 515m 4s) completed: 34%) loss_emb: 0.0026  loss: 1.3118  acc: 0.6520  lr: 0.0000 
ep/it:173- 240 niter: 66500  273m 54s (- 514m 51s) completed: 34%) loss_emb: 0.0026  loss: 1.3124  acc: 0.6507  lr: 0.0000 
ep/it:173- 290 niter: 66550  274m 6s (- 514m 39s) completed: 34%) loss_emb: 0.0026  loss: 1.3199  acc: 0.6511  lr: 0.0000 
ep/it:173- 340 niter: 66600  274m 18s (- 514m 26s) completed: 34%) loss_emb: 0.0026  loss: 1.2931  acc: 0.6565  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.658
ep/it:174-   7 niter: 66650  274m 33s (- 514m 17s) completed: 34%) loss_emb: 0.0026  loss: 1.3155  acc: 0.6518  lr: 0.0000 
ep/it:174-  57 niter: 66700  274m 45s (- 514m 5s) completed: 34%) loss_emb: 0.0027  loss: 1.3394  acc: 0.6502  lr: 0.0000 
ep/it:174- 107 niter: 66750  274m 57s (- 513m 52s) completed: 34%) loss_emb: 0.0026  loss: 1.2978  acc: 0.6561  lr: 0.0000 
ep/it:174- 157 niter: 66800  275m 9s (- 513m 39s) completed: 34%) loss_emb: 0.0026  loss: 1.2712  acc: 0.6582  lr: 0.0000 
ep/it:174- 207 niter: 66850  275m 22s (- 513m 27s) completed: 34%) loss_emb: 0.0027  loss: 1.3331  acc: 0.6475  lr: 0.0000 
ep/it:174- 257 niter: 66900  275m 34s (- 513m 15s) completed: 34%) loss_emb: 0.0026  loss: 1.2858  acc: 0.6588  lr: 0.0000 
ep/it:174- 307 niter: 66950  275m 46s (- 513m 2s) completed: 34%) loss_emb: 0.0026  loss: 1.2948  acc: 0.6552  lr: 0.0000 
ep/it:174- 357 niter: 67000  275m 58s (- 512m 50s) completed: 34%) loss_emb: 0.0027  loss: 1.3460  acc: 0.6438  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.661
--> 	 Eva. Ep 175 :, FID. 10.9540, Diversity Real. 9.5440, Diversity. 6.3325, R_precision_real. [0.50664894 0.70545213 0.80518617], R_precision. [0.24667553 0.38962766 0.50132979], matching_score_real. 2.850623369216919, matching_score_pred. 5.234427452087402
ep/it:175-  24 niter: 67050  276m 20s (- 512m 55s) completed: 35%) loss_emb: 0.0027  loss: 1.3093  acc: 0.6498  lr: 0.0000 
ep/it:175-  74 niter: 67100  276m 33s (- 512m 43s) completed: 35%) loss_emb: 0.0026  loss: 1.3012  acc: 0.6539  lr: 0.0000 
ep/it:175- 124 niter: 67150  276m 46s (- 512m 31s) completed: 35%) loss_emb: 0.0027  loss: 1.3172  acc: 0.6507  lr: 0.0000 
ep/it:175- 174 niter: 67200  276m 58s (- 512m 19s) completed: 35%) loss_emb: 0.0026  loss: 1.3021  acc: 0.6530  lr: 0.0000 
ep/it:175- 224 niter: 67250  277m 10s (- 512m 7s) completed: 35%) loss_emb: 0.0026  loss: 1.3185  acc: 0.6548  lr: 0.0000 
ep/it:175- 274 niter: 67300  277m 23s (- 511m 54s) completed: 35%) loss_emb: 0.0026  loss: 1.3023  acc: 0.6525  lr: 0.0000 
ep/it:175- 324 niter: 67350  277m 35s (- 511m 42s) completed: 35%) loss_emb: 0.0026  loss: 1.3131  acc: 0.6517  lr: 0.0000 
ep/it:175- 374 niter: 67400  277m 47s (- 511m 29s) completed: 35%) loss_emb: 0.0026  loss: 1.3121  acc: 0.6490  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.656
ep/it:176-  41 niter: 67450  278m 2s (- 511m 21s) completed: 35%) loss_emb: 0.0026  loss: 1.2942  acc: 0.6567  lr: 0.0000 
ep/it:176-  91 niter: 67500  278m 14s (- 511m 8s) completed: 35%) loss_emb: 0.0026  loss: 1.3168  acc: 0.6511  lr: 0.0000 
ep/it:176- 141 niter: 67550  278m 27s (- 510m 56s) completed: 35%) loss_emb: 0.0026  loss: 1.3196  acc: 0.6522  lr: 0.0000 
ep/it:176- 191 niter: 67600  278m 39s (- 510m 44s) completed: 35%) loss_emb: 0.0026  loss: 1.3096  acc: 0.6555  lr: 0.0000 
ep/it:176- 241 niter: 67650  278m 51s (- 510m 32s) completed: 35%) loss_emb: 0.0027  loss: 1.3428  acc: 0.6448  lr: 0.0000 
ep/it:176- 291 niter: 67700  279m 4s (- 510m 20s) completed: 35%) loss_emb: 0.0026  loss: 1.3029  acc: 0.6529  lr: 0.0000 
ep/it:176- 341 niter: 67750  279m 16s (- 510m 7s) completed: 35%) loss_emb: 0.0026  loss: 1.3211  acc: 0.6508  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.660
ep/it:177-   8 niter: 67800  279m 31s (- 509m 59s) completed: 35%) loss_emb: 0.0026  loss: 1.3022  acc: 0.6546  lr: 0.0000 
ep/it:177-  58 niter: 67850  279m 43s (- 509m 46s) completed: 35%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6549  lr: 0.0000 
ep/it:177- 108 niter: 67900  279m 56s (- 509m 34s) completed: 35%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6630  lr: 0.0000 
ep/it:177- 158 niter: 67950  280m 8s (- 509m 21s) completed: 35%) loss_emb: 0.0026  loss: 1.3089  acc: 0.6545  lr: 0.0000 
ep/it:177- 208 niter: 68000  280m 20s (- 509m 9s) completed: 35%) loss_emb: 0.0027  loss: 1.3447  acc: 0.6433  lr: 0.0000 
ep/it:177- 258 niter: 68050  280m 33s (- 508m 57s) completed: 35%) loss_emb: 0.0026  loss: 1.3116  acc: 0.6509  lr: 0.0000 
ep/it:177- 308 niter: 68100  280m 45s (- 508m 45s) completed: 35%) loss_emb: 0.0027  loss: 1.3346  acc: 0.6452  lr: 0.0000 
ep/it:177- 358 niter: 68150  280m 58s (- 508m 33s) completed: 35%) loss_emb: 0.0026  loss: 1.3018  acc: 0.6543  lr: 0.0000 
Validation time:
Validation loss:1.333, accuracy:0.655
ep/it:178-  25 niter: 68200  281m 12s (- 508m 24s) completed: 35%) loss_emb: 0.0026  loss: 1.3160  acc: 0.6519  lr: 0.0000 
ep/it:178-  75 niter: 68250  281m 25s (- 508m 12s) completed: 35%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6563  lr: 0.0000 
ep/it:178- 125 niter: 68300  281m 37s (- 507m 59s) completed: 35%) loss_emb: 0.0027  loss: 1.3344  acc: 0.6457  lr: 0.0000 
ep/it:178- 175 niter: 68350  281m 49s (- 507m 47s) completed: 35%) loss_emb: 0.0026  loss: 1.2979  acc: 0.6550  lr: 0.0000 
ep/it:178- 225 niter: 68400  282m 2s (- 507m 35s) completed: 35%) loss_emb: 0.0027  loss: 1.3190  acc: 0.6499  lr: 0.0000 
ep/it:178- 275 niter: 68450  282m 14s (- 507m 22s) completed: 35%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6569  lr: 0.0000 
ep/it:178- 325 niter: 68500  282m 26s (- 507m 10s) completed: 35%) loss_emb: 0.0026  loss: 1.3167  acc: 0.6508  lr: 0.0000 
ep/it:178- 375 niter: 68550  282m 39s (- 506m 58s) completed: 35%) loss_emb: 0.0027  loss: 1.3246  acc: 0.6486  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.658
ep/it:179-  42 niter: 68600  282m 54s (- 506m 49s) completed: 35%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6611  lr: 0.0000 
ep/it:179-  92 niter: 68650  283m 6s (- 506m 37s) completed: 35%) loss_emb: 0.0027  loss: 1.3373  acc: 0.6453  lr: 0.0000 
ep/it:179- 142 niter: 68700  283m 18s (- 506m 24s) completed: 35%) loss_emb: 0.0026  loss: 1.3029  acc: 0.6538  lr: 0.0000 
ep/it:179- 192 niter: 68750  283m 31s (- 506m 12s) completed: 35%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6606  lr: 0.0000 
ep/it:179- 242 niter: 68800  283m 43s (- 506m 0s) completed: 35%) loss_emb: 0.0026  loss: 1.3138  acc: 0.6512  lr: 0.0000 
ep/it:179- 292 niter: 68850  283m 56s (- 505m 48s) completed: 35%) loss_emb: 0.0026  loss: 1.2813  acc: 0.6583  lr: 0.0000 
ep/it:179- 342 niter: 68900  284m 9s (- 505m 37s) completed: 35%) loss_emb: 0.0026  loss: 1.2809  acc: 0.6563  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.661
--> 	 Eva. Ep 180 :, FID. 10.8308, Diversity Real. 9.1958, Diversity. 6.2698, R_precision_real. [0.52327128 0.71675532 0.81515957], R_precision. [0.25332447 0.39162234 0.49468085], matching_score_real. 2.9079196453094482, matching_score_pred. 5.260812759399414
--> --> 	 Top1 Improved from 0.2480 to 0.2533 !!!
ep/it:180-   9 niter: 68950  284m 31s (- 505m 42s) completed: 36%) loss_emb: 0.0026  loss: 1.3021  acc: 0.6553  lr: 0.0000 
ep/it:180-  59 niter: 69000  284m 43s (- 505m 29s) completed: 36%) loss_emb: 0.0026  loss: 1.3025  acc: 0.6516  lr: 0.0000 
ep/it:180- 109 niter: 69050  284m 56s (- 505m 17s) completed: 36%) loss_emb: 0.0027  loss: 1.3199  acc: 0.6491  lr: 0.0000 
ep/it:180- 159 niter: 69100  285m 8s (- 505m 5s) completed: 36%) loss_emb: 0.0026  loss: 1.3000  acc: 0.6551  lr: 0.0000 
ep/it:180- 209 niter: 69150  285m 21s (- 504m 53s) completed: 36%) loss_emb: 0.0027  loss: 1.3120  acc: 0.6494  lr: 0.0000 
ep/it:180- 259 niter: 69200  285m 33s (- 504m 40s) completed: 36%) loss_emb: 0.0027  loss: 1.3327  acc: 0.6468  lr: 0.0000 
ep/it:180- 309 niter: 69250  285m 45s (- 504m 28s) completed: 36%) loss_emb: 0.0027  loss: 1.3270  acc: 0.6479  lr: 0.0000 
ep/it:180- 359 niter: 69300  285m 58s (- 504m 16s) completed: 36%) loss_emb: 0.0026  loss: 1.2919  acc: 0.6560  lr: 0.0000 
Validation time:
Validation loss:1.333, accuracy:0.653
ep/it:181-  26 niter: 69350  286m 12s (- 504m 7s) completed: 36%) loss_emb: 0.0026  loss: 1.2923  acc: 0.6543  lr: 0.0000 
ep/it:181-  76 niter: 69400  286m 25s (- 503m 55s) completed: 36%) loss_emb: 0.0027  loss: 1.3244  acc: 0.6468  lr: 0.0000 
ep/it:181- 126 niter: 69450  286m 37s (- 503m 43s) completed: 36%) loss_emb: 0.0026  loss: 1.3104  acc: 0.6524  lr: 0.0000 
ep/it:181- 176 niter: 69500  286m 50s (- 503m 30s) completed: 36%) loss_emb: 0.0027  loss: 1.3253  acc: 0.6486  lr: 0.0000 
ep/it:181- 226 niter: 69550  287m 2s (- 503m 18s) completed: 36%) loss_emb: 0.0027  loss: 1.3219  acc: 0.6493  lr: 0.0000 
ep/it:181- 276 niter: 69600  287m 15s (- 503m 6s) completed: 36%) loss_emb: 0.0026  loss: 1.3078  acc: 0.6547  lr: 0.0000 
ep/it:181- 326 niter: 69650  287m 27s (- 502m 54s) completed: 36%) loss_emb: 0.0026  loss: 1.3015  acc: 0.6562  lr: 0.0000 
ep/it:181- 376 niter: 69700  287m 40s (- 502m 42s) completed: 36%) loss_emb: 0.0026  loss: 1.3183  acc: 0.6534  lr: 0.0000 
Validation time:
Validation loss:1.360, accuracy:0.648
ep/it:182-  43 niter: 69750  287m 55s (- 502m 34s) completed: 36%) loss_emb: 0.0026  loss: 1.2938  acc: 0.6558  lr: 0.0000 
ep/it:182-  93 niter: 69800  288m 7s (- 502m 22s) completed: 36%) loss_emb: 0.0027  loss: 1.3235  acc: 0.6495  lr: 0.0000 
ep/it:182- 143 niter: 69850  288m 20s (- 502m 9s) completed: 36%) loss_emb: 0.0027  loss: 1.3288  acc: 0.6473  lr: 0.0000 
ep/it:182- 193 niter: 69900  288m 32s (- 501m 57s) completed: 36%) loss_emb: 0.0026  loss: 1.3093  acc: 0.6536  lr: 0.0000 
ep/it:182- 243 niter: 69950  288m 44s (- 501m 44s) completed: 36%) loss_emb: 0.0026  loss: 1.3039  acc: 0.6552  lr: 0.0000 
ep/it:182- 293 niter: 70000  288m 57s (- 501m 33s) completed: 36%) loss_emb: 0.0026  loss: 1.3123  acc: 0.6524  lr: 0.0000 
ep/it:182- 343 niter: 70050  289m 10s (- 501m 21s) completed: 36%) loss_emb: 0.0027  loss: 1.3126  acc: 0.6493  lr: 0.0000 
Validation time:
Validation loss:1.354, accuracy:0.646
ep/it:183-  10 niter: 70100  289m 24s (- 501m 12s) completed: 36%) loss_emb: 0.0026  loss: 1.3206  acc: 0.6512  lr: 0.0000 
ep/it:183-  60 niter: 70150  289m 37s (- 501m 0s) completed: 36%) loss_emb: 0.0027  loss: 1.3316  acc: 0.6444  lr: 0.0000 
ep/it:183- 110 niter: 70200  289m 49s (- 500m 47s) completed: 36%) loss_emb: 0.0026  loss: 1.3145  acc: 0.6511  lr: 0.0000 
ep/it:183- 160 niter: 70250  290m 1s (- 500m 35s) completed: 36%) loss_emb: 0.0026  loss: 1.3059  acc: 0.6548  lr: 0.0000 
ep/it:183- 210 niter: 70300  290m 14s (- 500m 22s) completed: 36%) loss_emb: 0.0027  loss: 1.3206  acc: 0.6497  lr: 0.0000 
ep/it:183- 260 niter: 70350  290m 26s (- 500m 9s) completed: 36%) loss_emb: 0.0027  loss: 1.3123  acc: 0.6483  lr: 0.0000 
ep/it:183- 310 niter: 70400  290m 38s (- 499m 57s) completed: 36%) loss_emb: 0.0026  loss: 1.3068  acc: 0.6545  lr: 0.0000 
ep/it:183- 360 niter: 70450  290m 50s (- 499m 44s) completed: 36%) loss_emb: 0.0026  loss: 1.3019  acc: 0.6518  lr: 0.0000 
Validation time:
Validation loss:1.349, accuracy:0.651
ep/it:184-  27 niter: 70500  291m 5s (- 499m 35s) completed: 36%) loss_emb: 0.0027  loss: 1.3162  acc: 0.6488  lr: 0.0000 
ep/it:184-  77 niter: 70550  291m 17s (- 499m 23s) completed: 36%) loss_emb: 0.0026  loss: 1.3009  acc: 0.6539  lr: 0.0000 
ep/it:184- 127 niter: 70600  291m 29s (- 499m 10s) completed: 36%) loss_emb: 0.0026  loss: 1.3232  acc: 0.6524  lr: 0.0000 
ep/it:184- 177 niter: 70650  291m 41s (- 498m 57s) completed: 36%) loss_emb: 0.0026  loss: 1.3013  acc: 0.6528  lr: 0.0000 
ep/it:184- 227 niter: 70700  291m 53s (- 498m 44s) completed: 36%) loss_emb: 0.0027  loss: 1.3300  acc: 0.6477  lr: 0.0000 
ep/it:184- 277 niter: 70750  292m 5s (- 498m 31s) completed: 36%) loss_emb: 0.0026  loss: 1.3123  acc: 0.6515  lr: 0.0000 
ep/it:184- 327 niter: 70800  292m 17s (- 498m 18s) completed: 36%) loss_emb: 0.0026  loss: 1.3132  acc: 0.6524  lr: 0.0000 
ep/it:184- 377 niter: 70850  292m 29s (- 498m 5s) completed: 36%) loss_emb: 0.0026  loss: 1.2987  acc: 0.6523  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.668
Improved accuracy from 0.66 to 0.6681226440097975!!!
--> 	 Eva. Ep 185 :, FID. 10.6551, Diversity Real. 9.7448, Diversity. 6.3300, R_precision_real. [0.51130319 0.73005319 0.81848404], R_precision. [0.25199468 0.39960106 0.5099734 ], matching_score_real. 2.8779995441436768, matching_score_pred. 5.2105207443237305
ep/it:185-  44 niter: 70900  292m 51s (- 498m 8s) completed: 37%) loss_emb: 0.0026  loss: 1.3083  acc: 0.6538  lr: 0.0000 
ep/it:185-  94 niter: 70950  293m 3s (- 497m 55s) completed: 37%) loss_emb: 0.0027  loss: 1.3168  acc: 0.6497  lr: 0.0000 
ep/it:185- 144 niter: 71000  293m 15s (- 497m 42s) completed: 37%) loss_emb: 0.0026  loss: 1.2981  acc: 0.6531  lr: 0.0000 
ep/it:185- 194 niter: 71050  293m 27s (- 497m 29s) completed: 37%) loss_emb: 0.0026  loss: 1.3010  acc: 0.6544  lr: 0.0000 
ep/it:185- 244 niter: 71100  293m 39s (- 497m 16s) completed: 37%) loss_emb: 0.0027  loss: 1.3268  acc: 0.6476  lr: 0.0000 
ep/it:185- 294 niter: 71150  293m 51s (- 497m 3s) completed: 37%) loss_emb: 0.0027  loss: 1.3383  acc: 0.6461  lr: 0.0000 
ep/it:185- 344 niter: 71200  294m 4s (- 496m 51s) completed: 37%) loss_emb: 0.0026  loss: 1.2984  acc: 0.6558  lr: 0.0000 
Validation time:
Validation loss:1.353, accuracy:0.651
ep/it:186-  11 niter: 71250  294m 18s (- 496m 42s) completed: 37%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6543  lr: 0.0000 
ep/it:186-  61 niter: 71300  294m 30s (- 496m 29s) completed: 37%) loss_emb: 0.0026  loss: 1.2898  acc: 0.6551  lr: 0.0000 
ep/it:186- 111 niter: 71350  294m 42s (- 496m 16s) completed: 37%) loss_emb: 0.0027  loss: 1.3293  acc: 0.6489  lr: 0.0000 
ep/it:186- 161 niter: 71400  294m 54s (- 496m 4s) completed: 37%) loss_emb: 0.0027  loss: 1.3107  acc: 0.6503  lr: 0.0000 
ep/it:186- 211 niter: 71450  295m 7s (- 495m 51s) completed: 37%) loss_emb: 0.0026  loss: 1.2828  acc: 0.6587  lr: 0.0000 
ep/it:186- 261 niter: 71500  295m 19s (- 495m 38s) completed: 37%) loss_emb: 0.0027  loss: 1.3348  acc: 0.6460  lr: 0.0000 
ep/it:186- 311 niter: 71550  295m 31s (- 495m 26s) completed: 37%) loss_emb: 0.0026  loss: 1.3084  acc: 0.6520  lr: 0.0000 
ep/it:186- 361 niter: 71600  295m 44s (- 495m 14s) completed: 37%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6638  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.660
ep/it:187-  28 niter: 71650  295m 58s (- 495m 4s) completed: 37%) loss_emb: 0.0027  loss: 1.3252  acc: 0.6462  lr: 0.0000 
ep/it:187-  78 niter: 71700  296m 10s (- 494m 52s) completed: 37%) loss_emb: 0.0027  loss: 1.3414  acc: 0.6443  lr: 0.0000 
ep/it:187- 128 niter: 71750  296m 22s (- 494m 39s) completed: 37%) loss_emb: 0.0026  loss: 1.3057  acc: 0.6523  lr: 0.0000 
ep/it:187- 178 niter: 71800  296m 35s (- 494m 26s) completed: 37%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6638  lr: 0.0000 
ep/it:187- 228 niter: 71850  296m 47s (- 494m 14s) completed: 37%) loss_emb: 0.0027  loss: 1.3183  acc: 0.6484  lr: 0.0000 
ep/it:187- 278 niter: 71900  296m 59s (- 494m 1s) completed: 37%) loss_emb: 0.0027  loss: 1.3266  acc: 0.6488  lr: 0.0000 
ep/it:187- 328 niter: 71950  297m 12s (- 493m 49s) completed: 37%) loss_emb: 0.0026  loss: 1.3014  acc: 0.6532  lr: 0.0000 
ep/it:187- 378 niter: 72000  297m 24s (- 493m 37s) completed: 37%) loss_emb: 0.0026  loss: 1.2961  acc: 0.6563  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.661
ep/it:188-  45 niter: 72050  297m 39s (- 493m 28s) completed: 37%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6482  lr: 0.0000 
ep/it:188-  95 niter: 72100  297m 51s (- 493m 16s) completed: 37%) loss_emb: 0.0027  loss: 1.3316  acc: 0.6463  lr: 0.0000 
ep/it:188- 145 niter: 72150  298m 4s (- 493m 4s) completed: 37%) loss_emb: 0.0027  loss: 1.3297  acc: 0.6487  lr: 0.0000 
ep/it:188- 195 niter: 72200  298m 16s (- 492m 52s) completed: 37%) loss_emb: 0.0026  loss: 1.3206  acc: 0.6513  lr: 0.0000 
ep/it:188- 245 niter: 72250  298m 29s (- 492m 39s) completed: 37%) loss_emb: 0.0027  loss: 1.3311  acc: 0.6485  lr: 0.0000 
ep/it:188- 295 niter: 72300  298m 41s (- 492m 27s) completed: 37%) loss_emb: 0.0026  loss: 1.2931  acc: 0.6544  lr: 0.0000 
ep/it:188- 345 niter: 72350  298m 54s (- 492m 14s) completed: 37%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6564  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.655
ep/it:189-  12 niter: 72400  299m 8s (- 492m 6s) completed: 37%) loss_emb: 0.0026  loss: 1.3090  acc: 0.6531  lr: 0.0000 
ep/it:189-  62 niter: 72450  299m 20s (- 491m 53s) completed: 37%) loss_emb: 0.0026  loss: 1.3064  acc: 0.6550  lr: 0.0000 
ep/it:189- 112 niter: 72500  299m 33s (- 491m 40s) completed: 37%) loss_emb: 0.0026  loss: 1.2765  acc: 0.6597  lr: 0.0000 
ep/it:189- 162 niter: 72550  299m 45s (- 491m 28s) completed: 37%) loss_emb: 0.0026  loss: 1.2992  acc: 0.6536  lr: 0.0000 
ep/it:189- 212 niter: 72600  299m 57s (- 491m 15s) completed: 37%) loss_emb: 0.0026  loss: 1.2959  acc: 0.6568  lr: 0.0000 
ep/it:189- 262 niter: 72650  300m 10s (- 491m 3s) completed: 37%) loss_emb: 0.0027  loss: 1.3326  acc: 0.6459  lr: 0.0000 
ep/it:189- 312 niter: 72700  300m 22s (- 490m 50s) completed: 37%) loss_emb: 0.0027  loss: 1.3249  acc: 0.6447  lr: 0.0000 
ep/it:189- 362 niter: 72750  300m 34s (- 490m 38s) completed: 37%) loss_emb: 0.0027  loss: 1.3166  acc: 0.6504  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.655
--> 	 Eva. Ep 190 :, FID. 10.4290, Diversity Real. 9.5842, Diversity. 6.1332, R_precision_real. [0.51196809 0.69015957 0.7912234 ], R_precision. [0.23470745 0.37765957 0.49202128], matching_score_real. 2.9267046451568604, matching_score_pred. 5.244483947753906
ep/it:190-  29 niter: 72800  300m 56s (- 490m 41s) completed: 38%) loss_emb: 0.0027  loss: 1.3191  acc: 0.6486  lr: 0.0000 
ep/it:190-  79 niter: 72850  301m 9s (- 490m 29s) completed: 38%) loss_emb: 0.0026  loss: 1.3020  acc: 0.6523  lr: 0.0000 
ep/it:190- 129 niter: 72900  301m 21s (- 490m 16s) completed: 38%) loss_emb: 0.0026  loss: 1.2706  acc: 0.6594  lr: 0.0000 
ep/it:190- 179 niter: 72950  301m 33s (- 490m 4s) completed: 38%) loss_emb: 0.0026  loss: 1.2829  acc: 0.6597  lr: 0.0000 
ep/it:190- 229 niter: 73000  301m 46s (- 489m 51s) completed: 38%) loss_emb: 0.0026  loss: 1.3194  acc: 0.6511  lr: 0.0000 
ep/it:190- 279 niter: 73050  301m 58s (- 489m 39s) completed: 38%) loss_emb: 0.0026  loss: 1.3128  acc: 0.6502  lr: 0.0000 
ep/it:190- 329 niter: 73100  302m 11s (- 489m 26s) completed: 38%) loss_emb: 0.0027  loss: 1.3309  acc: 0.6473  lr: 0.0000 
ep/it:190- 379 niter: 73150  302m 23s (- 489m 14s) completed: 38%) loss_emb: 0.0026  loss: 1.3026  acc: 0.6547  lr: 0.0000 
Validation time:
Validation loss:1.348, accuracy:0.653
ep/it:191-  46 niter: 73200  302m 38s (- 489m 5s) completed: 38%) loss_emb: 0.0026  loss: 1.2881  acc: 0.6587  lr: 0.0000 
ep/it:191-  96 niter: 73250  302m 50s (- 488m 53s) completed: 38%) loss_emb: 0.0026  loss: 1.3051  acc: 0.6545  lr: 0.0000 
ep/it:191- 146 niter: 73300  303m 2s (- 488m 40s) completed: 38%) loss_emb: 0.0026  loss: 1.3007  acc: 0.6538  lr: 0.0000 
ep/it:191- 196 niter: 73350  303m 14s (- 488m 27s) completed: 38%) loss_emb: 0.0027  loss: 1.3125  acc: 0.6483  lr: 0.0000 
ep/it:191- 246 niter: 73400  303m 27s (- 488m 14s) completed: 38%) loss_emb: 0.0027  loss: 1.3244  acc: 0.6491  lr: 0.0000 
ep/it:191- 296 niter: 73450  303m 39s (- 488m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.3055  acc: 0.6494  lr: 0.0000 
ep/it:191- 346 niter: 73500  303m 51s (- 487m 49s) completed: 38%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6508  lr: 0.0000 
Validation time:
Validation loss:1.343, accuracy:0.655
ep/it:192-  13 niter: 73550  304m 6s (- 487m 41s) completed: 38%) loss_emb: 0.0026  loss: 1.3060  acc: 0.6545  lr: 0.0000 
ep/it:192-  63 niter: 73600  304m 18s (- 487m 28s) completed: 38%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6622  lr: 0.0000 
ep/it:192- 113 niter: 73650  304m 30s (- 487m 15s) completed: 38%) loss_emb: 0.0027  loss: 1.3246  acc: 0.6474  lr: 0.0000 
ep/it:192- 163 niter: 73700  304m 43s (- 487m 3s) completed: 38%) loss_emb: 0.0027  loss: 1.3256  acc: 0.6475  lr: 0.0000 
ep/it:192- 213 niter: 73750  304m 55s (- 486m 51s) completed: 38%) loss_emb: 0.0026  loss: 1.3150  acc: 0.6499  lr: 0.0000 
ep/it:192- 263 niter: 73800  305m 7s (- 486m 38s) completed: 38%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6578  lr: 0.0000 
ep/it:192- 313 niter: 73850  305m 20s (- 486m 25s) completed: 38%) loss_emb: 0.0026  loss: 1.3019  acc: 0.6538  lr: 0.0000 
ep/it:192- 363 niter: 73900  305m 32s (- 486m 13s) completed: 38%) loss_emb: 0.0027  loss: 1.3138  acc: 0.6479  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.656
ep/it:193-  30 niter: 73950  305m 46s (- 486m 3s) completed: 38%) loss_emb: 0.0026  loss: 1.3076  acc: 0.6549  lr: 0.0000 
ep/it:193-  80 niter: 74000  305m 59s (- 485m 51s) completed: 38%) loss_emb: 0.0027  loss: 1.3275  acc: 0.6478  lr: 0.0000 
ep/it:193- 130 niter: 74050  306m 11s (- 485m 39s) completed: 38%) loss_emb: 0.0027  loss: 1.3228  acc: 0.6454  lr: 0.0000 
ep/it:193- 180 niter: 74100  306m 24s (- 485m 26s) completed: 38%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6563  lr: 0.0000 
ep/it:193- 230 niter: 74150  306m 36s (- 485m 14s) completed: 38%) loss_emb: 0.0026  loss: 1.2968  acc: 0.6531  lr: 0.0000 
ep/it:193- 280 niter: 74200  306m 49s (- 485m 2s) completed: 38%) loss_emb: 0.0026  loss: 1.3086  acc: 0.6529  lr: 0.0000 
ep/it:193- 330 niter: 74250  307m 1s (- 484m 50s) completed: 38%) loss_emb: 0.0027  loss: 1.3224  acc: 0.6485  lr: 0.0000 
ep/it:193- 380 niter: 74300  307m 14s (- 484m 37s) completed: 38%) loss_emb: 0.0026  loss: 1.3112  acc: 0.6529  lr: 0.0000 
Validation time:
Validation loss:1.336, accuracy:0.654
ep/it:194-  47 niter: 74350  307m 28s (- 484m 28s) completed: 38%) loss_emb: 0.0027  loss: 1.3315  acc: 0.6457  lr: 0.0000 
ep/it:194-  97 niter: 74400  307m 41s (- 484m 16s) completed: 38%) loss_emb: 0.0026  loss: 1.2918  acc: 0.6566  lr: 0.0000 
ep/it:194- 147 niter: 74450  307m 53s (- 484m 4s) completed: 38%) loss_emb: 0.0026  loss: 1.3022  acc: 0.6518  lr: 0.0000 
ep/it:194- 197 niter: 74500  308m 5s (- 483m 51s) completed: 38%) loss_emb: 0.0026  loss: 1.2839  acc: 0.6592  lr: 0.0000 
ep/it:194- 247 niter: 74550  308m 18s (- 483m 39s) completed: 38%) loss_emb: 0.0026  loss: 1.2900  acc: 0.6542  lr: 0.0000 
ep/it:194- 297 niter: 74600  308m 30s (- 483m 26s) completed: 38%) loss_emb: 0.0026  loss: 1.2788  acc: 0.6585  lr: 0.0000 
ep/it:194- 347 niter: 74650  308m 43s (- 483m 14s) completed: 38%) loss_emb: 0.0026  loss: 1.2982  acc: 0.6546  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.657
--> 	 Eva. Ep 195 :, FID. 10.6697, Diversity Real. 9.6187, Diversity. 6.2970, R_precision_real. [0.50265957 0.69015957 0.79255319], R_precision. [0.25332447 0.39960106 0.50332447], matching_score_real. 2.954052209854126, matching_score_pred. 5.224080562591553
ep/it:195-  14 niter: 74700  309m 5s (- 483m 18s) completed: 39%) loss_emb: 0.0026  loss: 1.2982  acc: 0.6554  lr: 0.0000 
ep/it:195-  64 niter: 74750  309m 18s (- 483m 5s) completed: 39%) loss_emb: 0.0027  loss: 1.3379  acc: 0.6432  lr: 0.0000 
ep/it:195- 114 niter: 74800  309m 30s (- 482m 53s) completed: 39%) loss_emb: 0.0026  loss: 1.2803  acc: 0.6577  lr: 0.0000 
ep/it:195- 164 niter: 74850  309m 43s (- 482m 41s) completed: 39%) loss_emb: 0.0026  loss: 1.2943  acc: 0.6561  lr: 0.0000 
ep/it:195- 214 niter: 74900  309m 55s (- 482m 28s) completed: 39%) loss_emb: 0.0027  loss: 1.3189  acc: 0.6496  lr: 0.0000 
ep/it:195- 264 niter: 74950  310m 8s (- 482m 16s) completed: 39%) loss_emb: 0.0027  loss: 1.3285  acc: 0.6465  lr: 0.0000 
ep/it:195- 314 niter: 75000  310m 20s (- 482m 3s) completed: 39%) loss_emb: 0.0026  loss: 1.2934  acc: 0.6555  lr: 0.0000 
ep/it:195- 364 niter: 75050  310m 33s (- 481m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.2893  acc: 0.6556  lr: 0.0000 
Validation time:
Validation loss:1.344, accuracy:0.655
ep/it:196-  31 niter: 75100  310m 48s (- 481m 44s) completed: 39%) loss_emb: 0.0026  loss: 1.2868  acc: 0.6558  lr: 0.0000 
ep/it:196-  81 niter: 75150  311m 1s (- 481m 32s) completed: 39%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6594  lr: 0.0000 
ep/it:196- 131 niter: 75200  311m 13s (- 481m 19s) completed: 39%) loss_emb: 0.0027  loss: 1.3242  acc: 0.6470  lr: 0.0000 
ep/it:196- 181 niter: 75250  311m 26s (- 481m 7s) completed: 39%) loss_emb: 0.0026  loss: 1.2894  acc: 0.6565  lr: 0.0000 
ep/it:196- 231 niter: 75300  311m 38s (- 480m 54s) completed: 39%) loss_emb: 0.0027  loss: 1.3290  acc: 0.6484  lr: 0.0000 
ep/it:196- 281 niter: 75350  311m 50s (- 480m 41s) completed: 39%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6598  lr: 0.0000 
ep/it:196- 331 niter: 75400  312m 3s (- 480m 29s) completed: 39%) loss_emb: 0.0026  loss: 1.2882  acc: 0.6569  lr: 0.0000 
ep/it:196- 381 niter: 75450  312m 15s (- 480m 17s) completed: 39%) loss_emb: 0.0027  loss: 1.3220  acc: 0.6490  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.664
ep/it:197-  48 niter: 75500  312m 29s (- 480m 7s) completed: 39%) loss_emb: 0.0026  loss: 1.3017  acc: 0.6551  lr: 0.0000 
ep/it:197-  98 niter: 75550  312m 42s (- 479m 55s) completed: 39%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6554  lr: 0.0000 
ep/it:197- 148 niter: 75600  312m 54s (- 479m 42s) completed: 39%) loss_emb: 0.0026  loss: 1.3006  acc: 0.6556  lr: 0.0000 
ep/it:197- 198 niter: 75650  313m 6s (- 479m 29s) completed: 39%) loss_emb: 0.0027  loss: 1.3280  acc: 0.6466  lr: 0.0000 
ep/it:197- 248 niter: 75700  313m 19s (- 479m 17s) completed: 39%) loss_emb: 0.0027  loss: 1.3273  acc: 0.6480  lr: 0.0000 
ep/it:197- 298 niter: 75750  313m 31s (- 479m 4s) completed: 39%) loss_emb: 0.0026  loss: 1.3035  acc: 0.6511  lr: 0.0000 
ep/it:197- 348 niter: 75800  313m 43s (- 478m 51s) completed: 39%) loss_emb: 0.0026  loss: 1.2977  acc: 0.6546  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.663
ep/it:198-  15 niter: 75850  313m 57s (- 478m 42s) completed: 39%) loss_emb: 0.0026  loss: 1.2971  acc: 0.6523  lr: 0.0000 
ep/it:198-  65 niter: 75900  314m 10s (- 478m 29s) completed: 39%) loss_emb: 0.0027  loss: 1.3181  acc: 0.6494  lr: 0.0000 
ep/it:198- 115 niter: 75950  314m 22s (- 478m 17s) completed: 39%) loss_emb: 0.0026  loss: 1.3007  acc: 0.6527  lr: 0.0000 
ep/it:198- 165 niter: 76000  314m 34s (- 478m 4s) completed: 39%) loss_emb: 0.0026  loss: 1.2993  acc: 0.6541  lr: 0.0000 
ep/it:198- 215 niter: 76050  314m 46s (- 477m 51s) completed: 39%) loss_emb: 0.0026  loss: 1.2925  acc: 0.6570  lr: 0.0000 
ep/it:198- 265 niter: 76100  314m 59s (- 477m 39s) completed: 39%) loss_emb: 0.0027  loss: 1.3289  acc: 0.6482  lr: 0.0000 
ep/it:198- 315 niter: 76150  315m 11s (- 477m 26s) completed: 39%) loss_emb: 0.0027  loss: 1.3099  acc: 0.6496  lr: 0.0000 
ep/it:198- 365 niter: 76200  315m 23s (- 477m 14s) completed: 39%) loss_emb: 0.0026  loss: 1.3151  acc: 0.6509  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.659
ep/it:199-  32 niter: 76250  315m 38s (- 477m 4s) completed: 39%) loss_emb: 0.0027  loss: 1.3097  acc: 0.6492  lr: 0.0000 
ep/it:199-  82 niter: 76300  315m 50s (- 476m 52s) completed: 39%) loss_emb: 0.0026  loss: 1.3067  acc: 0.6546  lr: 0.0000 
ep/it:199- 132 niter: 76350  316m 3s (- 476m 40s) completed: 39%) loss_emb: 0.0027  loss: 1.3297  acc: 0.6458  lr: 0.0000 
ep/it:199- 182 niter: 76400  316m 15s (- 476m 27s) completed: 39%) loss_emb: 0.0026  loss: 1.3090  acc: 0.6527  lr: 0.0000 
ep/it:199- 232 niter: 76450  316m 27s (- 476m 14s) completed: 39%) loss_emb: 0.0027  loss: 1.3080  acc: 0.6496  lr: 0.0000 
ep/it:199- 282 niter: 76500  316m 40s (- 476m 2s) completed: 39%) loss_emb: 0.0026  loss: 1.3012  acc: 0.6535  lr: 0.0000 
ep/it:199- 332 niter: 76550  316m 52s (- 475m 50s) completed: 39%) loss_emb: 0.0026  loss: 1.2787  acc: 0.6597  lr: 0.0000 
ep/it:199- 382 niter: 76600  317m 5s (- 475m 37s) completed: 40%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6549  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.653
--> 	 Eva. Ep 200 :, FID. 10.3201, Diversity Real. 9.5994, Diversity. 6.1572, R_precision_real. [0.51728723 0.70545213 0.80518617], R_precision. [0.25199468 0.40691489 0.50664894], matching_score_real. 2.871962785720825, matching_score_pred. 5.109000205993652
--> --> 	 FID Improved from 10.39375 to 10.32012 !!!
--> --> 	 matching_score Improved from 5.13062 to 5.10900 !!!
--> --> 	 Top2 Improved from 0.4029 to 0.4069 !!!
ep/it:200-  49 niter: 76650  317m 28s (- 475m 41s) completed: 40%) loss_emb: 0.0026  loss: 1.2936  acc: 0.6553  lr: 0.0000 
ep/it:200-  99 niter: 76700  317m 40s (- 475m 28s) completed: 40%) loss_emb: 0.0027  loss: 1.3172  acc: 0.6498  lr: 0.0000 
ep/it:200- 149 niter: 76750  317m 52s (- 475m 16s) completed: 40%) loss_emb: 0.0026  loss: 1.2990  acc: 0.6558  lr: 0.0000 
ep/it:200- 199 niter: 76800  318m 5s (- 475m 4s) completed: 40%) loss_emb: 0.0026  loss: 1.2972  acc: 0.6546  lr: 0.0000 
ep/it:200- 249 niter: 76850  318m 18s (- 474m 51s) completed: 40%) loss_emb: 0.0026  loss: 1.2730  acc: 0.6619  lr: 0.0000 
ep/it:200- 299 niter: 76900  318m 30s (- 474m 38s) completed: 40%) loss_emb: 0.0027  loss: 1.3148  acc: 0.6487  lr: 0.0000 
ep/it:200- 349 niter: 76950  318m 42s (- 474m 26s) completed: 40%) loss_emb: 0.0026  loss: 1.3017  acc: 0.6533  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.667
ep/it:201-  16 niter: 77000  318m 57s (- 474m 17s) completed: 40%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6582  lr: 0.0000 
ep/it:201-  66 niter: 77050  319m 10s (- 474m 5s) completed: 40%) loss_emb: 0.0027  loss: 1.3261  acc: 0.6478  lr: 0.0000 
ep/it:201- 116 niter: 77100  319m 22s (- 473m 53s) completed: 40%) loss_emb: 0.0026  loss: 1.2989  acc: 0.6534  lr: 0.0000 
ep/it:201- 166 niter: 77150  319m 34s (- 473m 40s) completed: 40%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6497  lr: 0.0000 
ep/it:201- 216 niter: 77200  319m 47s (- 473m 28s) completed: 40%) loss_emb: 0.0026  loss: 1.3171  acc: 0.6503  lr: 0.0000 
ep/it:201- 266 niter: 77250  319m 59s (- 473m 15s) completed: 40%) loss_emb: 0.0026  loss: 1.3016  acc: 0.6517  lr: 0.0000 
ep/it:201- 316 niter: 77300  320m 12s (- 473m 3s) completed: 40%) loss_emb: 0.0027  loss: 1.3111  acc: 0.6505  lr: 0.0000 
ep/it:201- 366 niter: 77350  320m 24s (- 472m 50s) completed: 40%) loss_emb: 0.0026  loss: 1.2942  acc: 0.6557  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.654
ep/it:202-  33 niter: 77400  320m 38s (- 472m 40s) completed: 40%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6603  lr: 0.0000 
ep/it:202-  83 niter: 77450  320m 51s (- 472m 28s) completed: 40%) loss_emb: 0.0026  loss: 1.2944  acc: 0.6555  lr: 0.0000 
ep/it:202- 133 niter: 77500  321m 3s (- 472m 15s) completed: 40%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6582  lr: 0.0000 
ep/it:202- 183 niter: 77550  321m 15s (- 472m 3s) completed: 40%) loss_emb: 0.0026  loss: 1.3097  acc: 0.6507  lr: 0.0000 
ep/it:202- 233 niter: 77600  321m 28s (- 471m 50s) completed: 40%) loss_emb: 0.0027  loss: 1.3265  acc: 0.6452  lr: 0.0000 
ep/it:202- 283 niter: 77650  321m 40s (- 471m 38s) completed: 40%) loss_emb: 0.0026  loss: 1.3168  acc: 0.6502  lr: 0.0000 
ep/it:202- 333 niter: 77700  321m 52s (- 471m 25s) completed: 40%) loss_emb: 0.0026  loss: 1.3100  acc: 0.6526  lr: 0.0000 
Validation time:
Validation loss:1.356, accuracy:0.647
ep/it:203-   0 niter: 77750  322m 7s (- 471m 16s) completed: 40%) loss_emb: 0.0026  loss: 1.2937  acc: 0.6532  lr: 0.0000 
ep/it:203-  50 niter: 77800  322m 19s (- 471m 4s) completed: 40%) loss_emb: 0.0027  loss: 1.3233  acc: 0.6489  lr: 0.0000 
ep/it:203- 100 niter: 77850  322m 32s (- 470m 51s) completed: 40%) loss_emb: 0.0026  loss: 1.2987  acc: 0.6547  lr: 0.0000 
ep/it:203- 150 niter: 77900  322m 44s (- 470m 39s) completed: 40%) loss_emb: 0.0027  loss: 1.3163  acc: 0.6485  lr: 0.0000 
ep/it:203- 200 niter: 77950  322m 57s (- 470m 26s) completed: 40%) loss_emb: 0.0026  loss: 1.3158  acc: 0.6508  lr: 0.0000 
ep/it:203- 250 niter: 78000  323m 9s (- 470m 13s) completed: 40%) loss_emb: 0.0026  loss: 1.2925  acc: 0.6554  lr: 0.0000 
ep/it:203- 300 niter: 78050  323m 21s (- 470m 1s) completed: 40%) loss_emb: 0.0027  loss: 1.3196  acc: 0.6486  lr: 0.0000 
ep/it:203- 350 niter: 78100  323m 34s (- 469m 49s) completed: 40%) loss_emb: 0.0026  loss: 1.2904  acc: 0.6578  lr: 0.0000 
Validation time:
Validation loss:1.345, accuracy:0.652
ep/it:204-  17 niter: 78150  323m 48s (- 469m 40s) completed: 40%) loss_emb: 0.0027  loss: 1.3125  acc: 0.6499  lr: 0.0000 
ep/it:204-  67 niter: 78200  324m 1s (- 469m 27s) completed: 40%) loss_emb: 0.0027  loss: 1.3224  acc: 0.6498  lr: 0.0000 
ep/it:204- 117 niter: 78250  324m 13s (- 469m 14s) completed: 40%) loss_emb: 0.0026  loss: 1.2872  acc: 0.6557  lr: 0.0000 
ep/it:204- 167 niter: 78300  324m 26s (- 469m 2s) completed: 40%) loss_emb: 0.0026  loss: 1.2917  acc: 0.6534  lr: 0.0000 
ep/it:204- 217 niter: 78350  324m 38s (- 468m 50s) completed: 40%) loss_emb: 0.0026  loss: 1.3229  acc: 0.6502  lr: 0.0000 
ep/it:204- 267 niter: 78400  324m 51s (- 468m 37s) completed: 40%) loss_emb: 0.0026  loss: 1.3083  acc: 0.6526  lr: 0.0000 
ep/it:204- 317 niter: 78450  325m 3s (- 468m 25s) completed: 40%) loss_emb: 0.0026  loss: 1.3108  acc: 0.6507  lr: 0.0000 
ep/it:204- 367 niter: 78500  325m 15s (- 468m 12s) completed: 40%) loss_emb: 0.0026  loss: 1.3080  acc: 0.6532  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.665
--> 	 Eva. Ep 205 :, FID. 10.9321, Diversity Real. 9.6992, Diversity. 6.1428, R_precision_real. [0.51396277 0.69148936 0.79521277], R_precision. [0.23470745 0.38031915 0.48470745], matching_score_real. 2.920860528945923, matching_score_pred. 5.271543025970459
ep/it:205-  34 niter: 78550  325m 38s (- 468m 14s) completed: 41%) loss_emb: 0.0027  loss: 1.3239  acc: 0.6484  lr: 0.0000 
ep/it:205-  84 niter: 78600  325m 51s (- 468m 2s) completed: 41%) loss_emb: 0.0025  loss: 1.2612  acc: 0.6651  lr: 0.0000 
ep/it:205- 134 niter: 78650  326m 3s (- 467m 50s) completed: 41%) loss_emb: 0.0026  loss: 1.2942  acc: 0.6552  lr: 0.0000 
ep/it:205- 184 niter: 78700  326m 15s (- 467m 37s) completed: 41%) loss_emb: 0.0026  loss: 1.2979  acc: 0.6556  lr: 0.0000 
ep/it:205- 234 niter: 78750  326m 28s (- 467m 25s) completed: 41%) loss_emb: 0.0026  loss: 1.3072  acc: 0.6558  lr: 0.0000 
ep/it:205- 284 niter: 78800  326m 41s (- 467m 13s) completed: 41%) loss_emb: 0.0027  loss: 1.3233  acc: 0.6467  lr: 0.0000 
ep/it:205- 334 niter: 78850  326m 53s (- 467m 1s) completed: 41%) loss_emb: 0.0026  loss: 1.2756  acc: 0.6586  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.657
ep/it:206-   1 niter: 78900  327m 8s (- 466m 51s) completed: 41%) loss_emb: 0.0027  loss: 1.3270  acc: 0.6485  lr: 0.0000 
ep/it:206-  51 niter: 78950  327m 20s (- 466m 39s) completed: 41%) loss_emb: 0.0026  loss: 1.3032  acc: 0.6519  lr: 0.0000 
ep/it:206- 101 niter: 79000  327m 32s (- 466m 26s) completed: 41%) loss_emb: 0.0026  loss: 1.3049  acc: 0.6536  lr: 0.0000 
ep/it:206- 151 niter: 79050  327m 46s (- 466m 15s) completed: 41%) loss_emb: 0.0027  loss: 1.3232  acc: 0.6474  lr: 0.0000 
ep/it:206- 201 niter: 79100  327m 58s (- 466m 3s) completed: 41%) loss_emb: 0.0026  loss: 1.3101  acc: 0.6545  lr: 0.0000 
ep/it:206- 251 niter: 79150  328m 11s (- 465m 50s) completed: 41%) loss_emb: 0.0026  loss: 1.2764  acc: 0.6597  lr: 0.0000 
ep/it:206- 301 niter: 79200  328m 23s (- 465m 38s) completed: 41%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6551  lr: 0.0000 
ep/it:206- 351 niter: 79250  328m 36s (- 465m 26s) completed: 41%) loss_emb: 0.0026  loss: 1.2772  acc: 0.6606  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.660
ep/it:207-  18 niter: 79300  328m 50s (- 465m 16s) completed: 41%) loss_emb: 0.0026  loss: 1.2959  acc: 0.6535  lr: 0.0000 
ep/it:207-  68 niter: 79350  329m 3s (- 465m 3s) completed: 41%) loss_emb: 0.0027  loss: 1.3223  acc: 0.6482  lr: 0.0000 
ep/it:207- 118 niter: 79400  329m 15s (- 464m 51s) completed: 41%) loss_emb: 0.0027  loss: 1.3226  acc: 0.6474  lr: 0.0000 
ep/it:207- 168 niter: 79450  329m 27s (- 464m 38s) completed: 41%) loss_emb: 0.0026  loss: 1.3075  acc: 0.6532  lr: 0.0000 
ep/it:207- 218 niter: 79500  329m 40s (- 464m 26s) completed: 41%) loss_emb: 0.0026  loss: 1.2876  acc: 0.6556  lr: 0.0000 
ep/it:207- 268 niter: 79550  329m 52s (- 464m 13s) completed: 41%) loss_emb: 0.0026  loss: 1.3237  acc: 0.6501  lr: 0.0000 
ep/it:207- 318 niter: 79600  330m 5s (- 464m 1s) completed: 41%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6565  lr: 0.0000 
ep/it:207- 368 niter: 79650  330m 17s (- 463m 48s) completed: 41%) loss_emb: 0.0026  loss: 1.3081  acc: 0.6542  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.655
ep/it:208-  35 niter: 79700  330m 31s (- 463m 39s) completed: 41%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6593  lr: 0.0000 
ep/it:208-  85 niter: 79750  330m 44s (- 463m 26s) completed: 41%) loss_emb: 0.0027  loss: 1.3275  acc: 0.6463  lr: 0.0000 
ep/it:208- 135 niter: 79800  330m 56s (- 463m 14s) completed: 41%) loss_emb: 0.0027  loss: 1.3178  acc: 0.6496  lr: 0.0000 
ep/it:208- 185 niter: 79850  331m 9s (- 463m 1s) completed: 41%) loss_emb: 0.0026  loss: 1.3110  acc: 0.6519  lr: 0.0000 
ep/it:208- 235 niter: 79900  331m 21s (- 462m 49s) completed: 41%) loss_emb: 0.0026  loss: 1.3125  acc: 0.6494  lr: 0.0000 
ep/it:208- 285 niter: 79950  331m 33s (- 462m 36s) completed: 41%) loss_emb: 0.0026  loss: 1.3019  acc: 0.6545  lr: 0.0000 
ep/it:208- 335 niter: 80000  331m 45s (- 462m 23s) completed: 41%) loss_emb: 0.0026  loss: 1.3101  acc: 0.6527  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.666
ep/it:209-   2 niter: 80050  332m 0s (- 462m 14s) completed: 41%) loss_emb: 0.0027  loss: 1.3034  acc: 0.6500  lr: 0.0000 
ep/it:209-  52 niter: 80100  332m 13s (- 462m 2s) completed: 41%) loss_emb: 0.0026  loss: 1.3014  acc: 0.6524  lr: 0.0000 
ep/it:209- 102 niter: 80150  332m 25s (- 461m 49s) completed: 41%) loss_emb: 0.0027  loss: 1.3238  acc: 0.6497  lr: 0.0000 
ep/it:209- 152 niter: 80200  332m 37s (- 461m 37s) completed: 41%) loss_emb: 0.0027  loss: 1.3172  acc: 0.6478  lr: 0.0000 
ep/it:209- 202 niter: 80250  332m 50s (- 461m 24s) completed: 41%) loss_emb: 0.0026  loss: 1.3083  acc: 0.6508  lr: 0.0000 
ep/it:209- 252 niter: 80300  333m 2s (- 461m 11s) completed: 41%) loss_emb: 0.0026  loss: 1.3010  acc: 0.6515  lr: 0.0000 
ep/it:209- 302 niter: 80350  333m 14s (- 460m 59s) completed: 41%) loss_emb: 0.0026  loss: 1.3145  acc: 0.6502  lr: 0.0000 
ep/it:209- 352 niter: 80400  333m 27s (- 460m 46s) completed: 41%) loss_emb: 0.0026  loss: 1.2865  acc: 0.6581  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.663
--> 	 Eva. Ep 210 :, FID. 10.7761, Diversity Real. 9.6294, Diversity. 6.1822, R_precision_real. [0.51263298 0.69946809 0.8018617 ], R_precision. [0.24667553 0.38962766 0.49202128], matching_score_real. 2.920809507369995, matching_score_pred. 5.236648082733154
ep/it:210-  19 niter: 80450  333m 49s (- 460m 48s) completed: 42%) loss_emb: 0.0026  loss: 1.2939  acc: 0.6525  lr: 0.0000 
ep/it:210-  69 niter: 80500  334m 2s (- 460m 36s) completed: 42%) loss_emb: 0.0027  loss: 1.3302  acc: 0.6449  lr: 0.0000 
ep/it:210- 119 niter: 80550  334m 14s (- 460m 23s) completed: 42%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6579  lr: 0.0000 
ep/it:210- 169 niter: 80600  334m 27s (- 460m 11s) completed: 42%) loss_emb: 0.0026  loss: 1.2784  acc: 0.6587  lr: 0.0000 
ep/it:210- 219 niter: 80650  334m 39s (- 459m 58s) completed: 42%) loss_emb: 0.0026  loss: 1.2967  acc: 0.6541  lr: 0.0000 
ep/it:210- 269 niter: 80700  334m 52s (- 459m 46s) completed: 42%) loss_emb: 0.0027  loss: 1.3195  acc: 0.6483  lr: 0.0000 
ep/it:210- 319 niter: 80750  335m 4s (- 459m 34s) completed: 42%) loss_emb: 0.0026  loss: 1.2931  acc: 0.6557  lr: 0.0000 
ep/it:210- 369 niter: 80800  335m 17s (- 459m 21s) completed: 42%) loss_emb: 0.0026  loss: 1.3178  acc: 0.6516  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.658
ep/it:211-  36 niter: 80850  335m 31s (- 459m 11s) completed: 42%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6621  lr: 0.0000 
ep/it:211-  86 niter: 80900  335m 43s (- 458m 58s) completed: 42%) loss_emb: 0.0026  loss: 1.3075  acc: 0.6527  lr: 0.0000 
ep/it:211- 136 niter: 80950  335m 56s (- 458m 46s) completed: 42%) loss_emb: 0.0027  loss: 1.3171  acc: 0.6504  lr: 0.0000 
ep/it:211- 186 niter: 81000  336m 8s (- 458m 33s) completed: 42%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6598  lr: 0.0000 
ep/it:211- 236 niter: 81050  336m 20s (- 458m 21s) completed: 42%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6525  lr: 0.0000 
ep/it:211- 286 niter: 81100  336m 33s (- 458m 9s) completed: 42%) loss_emb: 0.0027  loss: 1.3124  acc: 0.6489  lr: 0.0000 
ep/it:211- 336 niter: 81150  336m 45s (- 457m 56s) completed: 42%) loss_emb: 0.0026  loss: 1.3102  acc: 0.6537  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.658
ep/it:212-   3 niter: 81200  336m 59s (- 457m 46s) completed: 42%) loss_emb: 0.0026  loss: 1.2841  acc: 0.6595  lr: 0.0000 
ep/it:212-  53 niter: 81250  337m 12s (- 457m 33s) completed: 42%) loss_emb: 0.0026  loss: 1.3149  acc: 0.6524  lr: 0.0000 
ep/it:212- 103 niter: 81300  337m 24s (- 457m 21s) completed: 42%) loss_emb: 0.0026  loss: 1.2880  acc: 0.6583  lr: 0.0000 
ep/it:212- 153 niter: 81350  337m 36s (- 457m 8s) completed: 42%) loss_emb: 0.0026  loss: 1.2859  acc: 0.6549  lr: 0.0000 
ep/it:212- 203 niter: 81400  337m 49s (- 456m 55s) completed: 42%) loss_emb: 0.0026  loss: 1.3003  acc: 0.6547  lr: 0.0000 
ep/it:212- 253 niter: 81450  338m 1s (- 456m 43s) completed: 42%) loss_emb: 0.0026  loss: 1.2972  acc: 0.6525  lr: 0.0000 
ep/it:212- 303 niter: 81500  338m 14s (- 456m 30s) completed: 42%) loss_emb: 0.0026  loss: 1.3037  acc: 0.6510  lr: 0.0000 
ep/it:212- 353 niter: 81550  338m 26s (- 456m 18s) completed: 42%) loss_emb: 0.0026  loss: 1.2986  acc: 0.6541  lr: 0.0000 
Validation time:
Validation loss:1.354, accuracy:0.650
ep/it:213-  20 niter: 81600  338m 41s (- 456m 8s) completed: 42%) loss_emb: 0.0026  loss: 1.3113  acc: 0.6500  lr: 0.0000 
ep/it:213-  70 niter: 81650  338m 53s (- 455m 56s) completed: 42%) loss_emb: 0.0026  loss: 1.2898  acc: 0.6553  lr: 0.0000 
ep/it:213- 120 niter: 81700  339m 5s (- 455m 43s) completed: 42%) loss_emb: 0.0027  loss: 1.3128  acc: 0.6493  lr: 0.0000 
ep/it:213- 170 niter: 81750  339m 18s (- 455m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6586  lr: 0.0000 
ep/it:213- 220 niter: 81800  339m 31s (- 455m 19s) completed: 42%) loss_emb: 0.0026  loss: 1.3044  acc: 0.6532  lr: 0.0000 
ep/it:213- 270 niter: 81850  339m 43s (- 455m 6s) completed: 42%) loss_emb: 0.0027  loss: 1.3157  acc: 0.6494  lr: 0.0000 
ep/it:213- 320 niter: 81900  339m 55s (- 454m 54s) completed: 42%) loss_emb: 0.0026  loss: 1.2957  acc: 0.6552  lr: 0.0000 
ep/it:213- 370 niter: 81950  340m 8s (- 454m 41s) completed: 42%) loss_emb: 0.0026  loss: 1.2996  acc: 0.6531  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.654
ep/it:214-  37 niter: 82000  340m 22s (- 454m 31s) completed: 42%) loss_emb: 0.0026  loss: 1.2852  acc: 0.6550  lr: 0.0000 
ep/it:214-  87 niter: 82050  340m 35s (- 454m 19s) completed: 42%) loss_emb: 0.0026  loss: 1.2766  acc: 0.6586  lr: 0.0000 
ep/it:214- 137 niter: 82100  340m 47s (- 454m 6s) completed: 42%) loss_emb: 0.0026  loss: 1.3102  acc: 0.6501  lr: 0.0000 
ep/it:214- 187 niter: 82150  340m 59s (- 453m 53s) completed: 42%) loss_emb: 0.0026  loss: 1.2797  acc: 0.6578  lr: 0.0000 
ep/it:214- 237 niter: 82200  341m 12s (- 453m 41s) completed: 42%) loss_emb: 0.0026  loss: 1.2911  acc: 0.6562  lr: 0.0000 
ep/it:214- 287 niter: 82250  341m 24s (- 453m 28s) completed: 42%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6593  lr: 0.0000 
ep/it:214- 337 niter: 82300  341m 36s (- 453m 15s) completed: 42%) loss_emb: 0.0027  loss: 1.3024  acc: 0.6500  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.656
--> 	 Eva. Ep 215 :, FID. 10.8183, Diversity Real. 9.3752, Diversity. 6.2613, R_precision_real. [0.50332447 0.70013298 0.8025266 ], R_precision. [0.23138298 0.38031915 0.48537234], matching_score_real. 2.9172146320343018, matching_score_pred. 5.251502990722656
ep/it:215-   4 niter: 82350  342m 0s (- 453m 19s) completed: 43%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6578  lr: 0.0000 
ep/it:215-  54 niter: 82400  342m 13s (- 453m 6s) completed: 43%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6554  lr: 0.0000 
ep/it:215- 104 niter: 82450  342m 25s (- 452m 54s) completed: 43%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6544  lr: 0.0000 
ep/it:215- 154 niter: 82500  342m 38s (- 452m 41s) completed: 43%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6593  lr: 0.0000 
ep/it:215- 204 niter: 82550  342m 50s (- 452m 29s) completed: 43%) loss_emb: 0.0027  loss: 1.3123  acc: 0.6494  lr: 0.0000 
ep/it:215- 254 niter: 82600  343m 3s (- 452m 16s) completed: 43%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6556  lr: 0.0000 
ep/it:215- 304 niter: 82650  343m 15s (- 452m 4s) completed: 43%) loss_emb: 0.0027  loss: 1.3203  acc: 0.6481  lr: 0.0000 
ep/it:215- 354 niter: 82700  343m 28s (- 451m 52s) completed: 43%) loss_emb: 0.0026  loss: 1.2940  acc: 0.6561  lr: 0.0000 
Validation time:
Validation loss:1.354, accuracy:0.651
ep/it:216-  21 niter: 82750  343m 42s (- 451m 41s) completed: 43%) loss_emb: 0.0026  loss: 1.3152  acc: 0.6509  lr: 0.0000 
ep/it:216-  71 niter: 82800  343m 54s (- 451m 29s) completed: 43%) loss_emb: 0.0026  loss: 1.2924  acc: 0.6549  lr: 0.0000 
ep/it:216- 121 niter: 82850  344m 7s (- 451m 16s) completed: 43%) loss_emb: 0.0026  loss: 1.2949  acc: 0.6544  lr: 0.0000 
ep/it:216- 171 niter: 82900  344m 19s (- 451m 4s) completed: 43%) loss_emb: 0.0026  loss: 1.2757  acc: 0.6567  lr: 0.0000 
ep/it:216- 221 niter: 82950  344m 32s (- 450m 52s) completed: 43%) loss_emb: 0.0026  loss: 1.2889  acc: 0.6556  lr: 0.0000 
ep/it:216- 271 niter: 83000  344m 44s (- 450m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.3146  acc: 0.6517  lr: 0.0000 
ep/it:216- 321 niter: 83050  344m 57s (- 450m 27s) completed: 43%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6555  lr: 0.0000 
ep/it:216- 371 niter: 83100  345m 9s (- 450m 14s) completed: 43%) loss_emb: 0.0026  loss: 1.3012  acc: 0.6529  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.657
ep/it:217-  38 niter: 83150  345m 23s (- 450m 4s) completed: 43%) loss_emb: 0.0026  loss: 1.3166  acc: 0.6503  lr: 0.0000 
ep/it:217-  88 niter: 83200  345m 36s (- 449m 51s) completed: 43%) loss_emb: 0.0026  loss: 1.3142  acc: 0.6500  lr: 0.0000 
ep/it:217- 138 niter: 83250  345m 48s (- 449m 39s) completed: 43%) loss_emb: 0.0026  loss: 1.3057  acc: 0.6533  lr: 0.0000 
ep/it:217- 188 niter: 83300  346m 0s (- 449m 26s) completed: 43%) loss_emb: 0.0026  loss: 1.3074  acc: 0.6528  lr: 0.0000 
ep/it:217- 238 niter: 83350  346m 13s (- 449m 14s) completed: 43%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6605  lr: 0.0000 
ep/it:217- 288 niter: 83400  346m 25s (- 449m 1s) completed: 43%) loss_emb: 0.0027  loss: 1.3159  acc: 0.6482  lr: 0.0000 
ep/it:217- 338 niter: 83450  346m 37s (- 448m 48s) completed: 43%) loss_emb: 0.0027  loss: 1.3194  acc: 0.6495  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.653
ep/it:218-   5 niter: 83500  346m 52s (- 448m 38s) completed: 43%) loss_emb: 0.0026  loss: 1.3051  acc: 0.6511  lr: 0.0000 
ep/it:218-  55 niter: 83550  347m 4s (- 448m 26s) completed: 43%) loss_emb: 0.0026  loss: 1.2982  acc: 0.6538  lr: 0.0000 
ep/it:218- 105 niter: 83600  347m 16s (- 448m 13s) completed: 43%) loss_emb: 0.0026  loss: 1.3092  acc: 0.6510  lr: 0.0000 
ep/it:218- 155 niter: 83650  347m 29s (- 448m 0s) completed: 43%) loss_emb: 0.0026  loss: 1.3010  acc: 0.6544  lr: 0.0000 
ep/it:218- 205 niter: 83700  347m 41s (- 447m 48s) completed: 43%) loss_emb: 0.0027  loss: 1.3269  acc: 0.6464  lr: 0.0000 
ep/it:218- 255 niter: 83750  347m 53s (- 447m 35s) completed: 43%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6575  lr: 0.0000 
ep/it:218- 305 niter: 83800  348m 6s (- 447m 22s) completed: 43%) loss_emb: 0.0027  loss: 1.3115  acc: 0.6485  lr: 0.0000 
ep/it:218- 355 niter: 83850  348m 18s (- 447m 10s) completed: 43%) loss_emb: 0.0026  loss: 1.3012  acc: 0.6548  lr: 0.0000 
Validation time:
Validation loss:1.340, accuracy:0.654
ep/it:219-  22 niter: 83900  348m 32s (- 447m 0s) completed: 43%) loss_emb: 0.0026  loss: 1.2973  acc: 0.6572  lr: 0.0000 
ep/it:219-  72 niter: 83950  348m 45s (- 446m 48s) completed: 43%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6552  lr: 0.0000 
ep/it:219- 122 niter: 84000  348m 57s (- 446m 35s) completed: 43%) loss_emb: 0.0026  loss: 1.2955  acc: 0.6549  lr: 0.0000 
ep/it:219- 172 niter: 84050  349m 10s (- 446m 23s) completed: 43%) loss_emb: 0.0027  loss: 1.3109  acc: 0.6482  lr: 0.0000 
ep/it:219- 222 niter: 84100  349m 23s (- 446m 11s) completed: 43%) loss_emb: 0.0026  loss: 1.3108  acc: 0.6519  lr: 0.0000 
ep/it:219- 272 niter: 84150  349m 35s (- 445m 58s) completed: 43%) loss_emb: 0.0026  loss: 1.2896  acc: 0.6550  lr: 0.0000 
ep/it:219- 322 niter: 84200  349m 47s (- 445m 45s) completed: 43%) loss_emb: 0.0026  loss: 1.3019  acc: 0.6520  lr: 0.0000 
ep/it:219- 372 niter: 84250  350m 0s (- 445m 33s) completed: 43%) loss_emb: 0.0027  loss: 1.3173  acc: 0.6475  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.660
--> 	 Eva. Ep 220 :, FID. 10.0091, Diversity Real. 9.5198, Diversity. 6.2295, R_precision_real. [0.50731383 0.70545213 0.8018617 ], R_precision. [0.25199468 0.42021277 0.52327128], matching_score_real. 2.897460699081421, matching_score_pred. 5.106773376464844
--> --> 	 FID Improved from 10.32012 to 10.00910 !!!
--> --> 	 matching_score Improved from 5.10900 to 5.10677 !!!
--> --> 	 Top2 Improved from 0.4069 to 0.4202 !!!
--> --> 	 Top3 Improved from 0.5140 to 0.5233 !!!
ep/it:220-  39 niter: 84300  350m 23s (- 445m 34s) completed: 44%) loss_emb: 0.0026  loss: 1.3035  acc: 0.6516  lr: 0.0000 
ep/it:220-  89 niter: 84350  350m 35s (- 445m 21s) completed: 44%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6572  lr: 0.0000 
ep/it:220- 139 niter: 84400  350m 48s (- 445m 9s) completed: 44%) loss_emb: 0.0027  loss: 1.3054  acc: 0.6503  lr: 0.0000 
ep/it:220- 189 niter: 84450  351m 0s (- 444m 56s) completed: 44%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6594  lr: 0.0000 
ep/it:220- 239 niter: 84500  351m 13s (- 444m 44s) completed: 44%) loss_emb: 0.0026  loss: 1.2792  acc: 0.6606  lr: 0.0000 
ep/it:220- 289 niter: 84550  351m 25s (- 444m 31s) completed: 44%) loss_emb: 0.0026  loss: 1.3086  acc: 0.6521  lr: 0.0000 
ep/it:220- 339 niter: 84600  351m 37s (- 444m 19s) completed: 44%) loss_emb: 0.0026  loss: 1.2876  acc: 0.6557  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.661
ep/it:221-   6 niter: 84650  351m 52s (- 444m 8s) completed: 44%) loss_emb: 0.0026  loss: 1.2991  acc: 0.6535  lr: 0.0000 
ep/it:221-  56 niter: 84700  352m 5s (- 443m 56s) completed: 44%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6558  lr: 0.0000 
ep/it:221- 106 niter: 84750  352m 17s (- 443m 44s) completed: 44%) loss_emb: 0.0026  loss: 1.3110  acc: 0.6503  lr: 0.0000 
ep/it:221- 156 niter: 84800  352m 29s (- 443m 31s) completed: 44%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6585  lr: 0.0000 
ep/it:221- 206 niter: 84850  352m 42s (- 443m 19s) completed: 44%) loss_emb: 0.0027  loss: 1.3264  acc: 0.6487  lr: 0.0000 
ep/it:221- 256 niter: 84900  352m 54s (- 443m 6s) completed: 44%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6575  lr: 0.0000 
ep/it:221- 306 niter: 84950  353m 7s (- 442m 54s) completed: 44%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6542  lr: 0.0000 
ep/it:221- 356 niter: 85000  353m 19s (- 442m 42s) completed: 44%) loss_emb: 0.0026  loss: 1.2968  acc: 0.6543  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.664
ep/it:222-  23 niter: 85050  353m 34s (- 442m 32s) completed: 44%) loss_emb: 0.0026  loss: 1.2914  acc: 0.6539  lr: 0.0000 
ep/it:222-  73 niter: 85100  353m 46s (- 442m 19s) completed: 44%) loss_emb: 0.0026  loss: 1.2979  acc: 0.6527  lr: 0.0000 
ep/it:222- 123 niter: 85150  353m 59s (- 442m 6s) completed: 44%) loss_emb: 0.0026  loss: 1.2939  acc: 0.6569  lr: 0.0000 
ep/it:222- 173 niter: 85200  354m 11s (- 441m 54s) completed: 44%) loss_emb: 0.0026  loss: 1.2991  acc: 0.6529  lr: 0.0000 
ep/it:222- 223 niter: 85250  354m 23s (- 441m 41s) completed: 44%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6589  lr: 0.0000 
ep/it:222- 273 niter: 85300  354m 36s (- 441m 29s) completed: 44%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6586  lr: 0.0000 
ep/it:222- 323 niter: 85350  354m 48s (- 441m 16s) completed: 44%) loss_emb: 0.0026  loss: 1.3088  acc: 0.6537  lr: 0.0000 
ep/it:222- 373 niter: 85400  355m 0s (- 441m 4s) completed: 44%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6568  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.655
ep/it:223-  40 niter: 85450  355m 15s (- 440m 53s) completed: 44%) loss_emb: 0.0026  loss: 1.2998  acc: 0.6534  lr: 0.0000 
ep/it:223-  90 niter: 85500  355m 27s (- 440m 41s) completed: 44%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6556  lr: 0.0000 
ep/it:223- 140 niter: 85550  355m 39s (- 440m 28s) completed: 44%) loss_emb: 0.0026  loss: 1.2974  acc: 0.6536  lr: 0.0000 
ep/it:223- 190 niter: 85600  355m 52s (- 440m 15s) completed: 44%) loss_emb: 0.0027  loss: 1.3105  acc: 0.6481  lr: 0.0000 
ep/it:223- 240 niter: 85650  356m 4s (- 440m 3s) completed: 44%) loss_emb: 0.0026  loss: 1.3038  acc: 0.6529  lr: 0.0000 
ep/it:223- 290 niter: 85700  356m 16s (- 439m 50s) completed: 44%) loss_emb: 0.0027  loss: 1.3158  acc: 0.6478  lr: 0.0000 
ep/it:223- 340 niter: 85750  356m 29s (- 439m 37s) completed: 44%) loss_emb: 0.0026  loss: 1.2942  acc: 0.6541  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.659
ep/it:224-   7 niter: 85800  356m 43s (- 439m 27s) completed: 44%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6519  lr: 0.0000 
ep/it:224-  57 niter: 85850  356m 56s (- 439m 15s) completed: 44%) loss_emb: 0.0026  loss: 1.3078  acc: 0.6511  lr: 0.0000 
ep/it:224- 107 niter: 85900  357m 8s (- 439m 2s) completed: 44%) loss_emb: 0.0026  loss: 1.3140  acc: 0.6507  lr: 0.0000 
ep/it:224- 157 niter: 85950  357m 20s (- 438m 49s) completed: 44%) loss_emb: 0.0026  loss: 1.2975  acc: 0.6522  lr: 0.0000 
ep/it:224- 207 niter: 86000  357m 33s (- 438m 37s) completed: 44%) loss_emb: 0.0026  loss: 1.3008  acc: 0.6544  lr: 0.0000 
ep/it:224- 257 niter: 86050  357m 45s (- 438m 24s) completed: 44%) loss_emb: 0.0026  loss: 1.2913  acc: 0.6554  lr: 0.0000 
ep/it:224- 307 niter: 86100  357m 57s (- 438m 12s) completed: 44%) loss_emb: 0.0026  loss: 1.3091  acc: 0.6507  lr: 0.0000 
ep/it:224- 357 niter: 86150  358m 10s (- 437m 59s) completed: 44%) loss_emb: 0.0026  loss: 1.2982  acc: 0.6540  lr: 0.0000 
Validation time:
Validation loss:1.356, accuracy:0.654
--> 	 Eva. Ep 225 :, FID. 10.5061, Diversity Real. 9.6930, Diversity. 6.1633, R_precision_real. [0.52593085 0.71276596 0.79720745], R_precision. [0.25398936 0.41023936 0.51928191], matching_score_real. 2.9032416343688965, matching_score_pred. 5.206872463226318
--> --> 	 Top1 Improved from 0.2533 to 0.2540 !!!
ep/it:225-  24 niter: 86200  358m 33s (- 437m 59s) completed: 45%) loss_emb: 0.0026  loss: 1.2760  acc: 0.6616  lr: 0.0000 
ep/it:225-  74 niter: 86250  358m 45s (- 437m 47s) completed: 45%) loss_emb: 0.0026  loss: 1.2994  acc: 0.6524  lr: 0.0000 
ep/it:225- 124 niter: 86300  358m 58s (- 437m 35s) completed: 45%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6596  lr: 0.0000 
ep/it:225- 174 niter: 86350  359m 10s (- 437m 22s) completed: 45%) loss_emb: 0.0026  loss: 1.2945  acc: 0.6550  lr: 0.0000 
ep/it:225- 224 niter: 86400  359m 22s (- 437m 9s) completed: 45%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6609  lr: 0.0000 
ep/it:225- 274 niter: 86450  359m 35s (- 436m 57s) completed: 45%) loss_emb: 0.0026  loss: 1.2901  acc: 0.6568  lr: 0.0000 
ep/it:225- 324 niter: 86500  359m 47s (- 436m 44s) completed: 45%) loss_emb: 0.0027  loss: 1.3242  acc: 0.6467  lr: 0.0000 
ep/it:225- 374 niter: 86550  359m 59s (- 436m 31s) completed: 45%) loss_emb: 0.0026  loss: 1.2912  acc: 0.6534  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.661
ep/it:226-  41 niter: 86600  360m 14s (- 436m 21s) completed: 45%) loss_emb: 0.0026  loss: 1.3060  acc: 0.6519  lr: 0.0000 
ep/it:226-  91 niter: 86650  360m 26s (- 436m 8s) completed: 45%) loss_emb: 0.0026  loss: 1.2979  acc: 0.6520  lr: 0.0000 
ep/it:226- 141 niter: 86700  360m 38s (- 435m 56s) completed: 45%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6569  lr: 0.0000 
ep/it:226- 191 niter: 86750  360m 50s (- 435m 43s) completed: 45%) loss_emb: 0.0026  loss: 1.3028  acc: 0.6522  lr: 0.0000 
ep/it:226- 241 niter: 86800  361m 3s (- 435m 30s) completed: 45%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6558  lr: 0.0000 
ep/it:226- 291 niter: 86850  361m 16s (- 435m 19s) completed: 45%) loss_emb: 0.0026  loss: 1.2921  acc: 0.6538  lr: 0.0000 
ep/it:226- 341 niter: 86900  361m 28s (- 435m 6s) completed: 45%) loss_emb: 0.0026  loss: 1.2918  acc: 0.6544  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.660
ep/it:227-   8 niter: 86950  361m 43s (- 434m 56s) completed: 45%) loss_emb: 0.0026  loss: 1.2858  acc: 0.6587  lr: 0.0000 
ep/it:227-  58 niter: 87000  361m 55s (- 434m 43s) completed: 45%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6555  lr: 0.0000 
ep/it:227- 108 niter: 87050  362m 7s (- 434m 30s) completed: 45%) loss_emb: 0.0026  loss: 1.3064  acc: 0.6544  lr: 0.0000 
ep/it:227- 158 niter: 87100  362m 20s (- 434m 18s) completed: 45%) loss_emb: 0.0027  loss: 1.3088  acc: 0.6494  lr: 0.0000 
ep/it:227- 208 niter: 87150  362m 32s (- 434m 5s) completed: 45%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6537  lr: 0.0000 
ep/it:227- 258 niter: 87200  362m 44s (- 433m 52s) completed: 45%) loss_emb: 0.0026  loss: 1.2967  acc: 0.6551  lr: 0.0000 
ep/it:227- 308 niter: 87250  362m 56s (- 433m 39s) completed: 45%) loss_emb: 0.0026  loss: 1.2948  acc: 0.6532  lr: 0.0000 
ep/it:227- 358 niter: 87300  363m 9s (- 433m 27s) completed: 45%) loss_emb: 0.0026  loss: 1.2906  acc: 0.6531  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.660
ep/it:228-  25 niter: 87350  363m 23s (- 433m 17s) completed: 45%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6564  lr: 0.0000 
ep/it:228-  75 niter: 87400  363m 36s (- 433m 4s) completed: 45%) loss_emb: 0.0026  loss: 1.2941  acc: 0.6552  lr: 0.0000 
ep/it:228- 125 niter: 87450  363m 48s (- 432m 51s) completed: 45%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6592  lr: 0.0000 
ep/it:228- 175 niter: 87500  364m 0s (- 432m 39s) completed: 45%) loss_emb: 0.0026  loss: 1.2900  acc: 0.6555  lr: 0.0000 
ep/it:228- 225 niter: 87550  364m 13s (- 432m 26s) completed: 45%) loss_emb: 0.0026  loss: 1.2963  acc: 0.6536  lr: 0.0000 
ep/it:228- 275 niter: 87600  364m 25s (- 432m 14s) completed: 45%) loss_emb: 0.0026  loss: 1.3080  acc: 0.6531  lr: 0.0000 
ep/it:228- 325 niter: 87650  364m 37s (- 432m 1s) completed: 45%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6575  lr: 0.0000 
ep/it:228- 375 niter: 87700  364m 50s (- 431m 48s) completed: 45%) loss_emb: 0.0026  loss: 1.3067  acc: 0.6555  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.662
ep/it:229-  42 niter: 87750  365m 4s (- 431m 38s) completed: 45%) loss_emb: 0.0026  loss: 1.2970  acc: 0.6524  lr: 0.0000 
ep/it:229-  92 niter: 87800  365m 16s (- 431m 25s) completed: 45%) loss_emb: 0.0026  loss: 1.2755  acc: 0.6597  lr: 0.0000 
ep/it:229- 142 niter: 87850  365m 29s (- 431m 12s) completed: 45%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6545  lr: 0.0000 
ep/it:229- 192 niter: 87900  365m 41s (- 431m 0s) completed: 45%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6611  lr: 0.0000 
ep/it:229- 242 niter: 87950  365m 53s (- 430m 47s) completed: 45%) loss_emb: 0.0026  loss: 1.2938  acc: 0.6554  lr: 0.0000 
ep/it:229- 292 niter: 88000  366m 6s (- 430m 35s) completed: 45%) loss_emb: 0.0026  loss: 1.2976  acc: 0.6529  lr: 0.0000 
ep/it:229- 342 niter: 88050  366m 18s (- 430m 22s) completed: 45%) loss_emb: 0.0026  loss: 1.3099  acc: 0.6537  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.664
--> 	 Eva. Ep 230 :, FID. 11.0986, Diversity Real. 9.2261, Diversity. 6.1393, R_precision_real. [0.50930851 0.70345745 0.79853723], R_precision. [0.24534574 0.3849734  0.48470745], matching_score_real. 2.931166648864746, matching_score_pred. 5.2626800537109375
ep/it:230-   9 niter: 88100  366m 40s (- 430m 20s) completed: 46%) loss_emb: 0.0026  loss: 1.2838  acc: 0.6594  lr: 0.0000 
ep/it:230-  59 niter: 88150  366m 52s (- 430m 8s) completed: 46%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6565  lr: 0.0000 
ep/it:230- 109 niter: 88200  367m 4s (- 429m 55s) completed: 46%) loss_emb: 0.0026  loss: 1.2982  acc: 0.6515  lr: 0.0000 
ep/it:230- 159 niter: 88250  367m 17s (- 429m 43s) completed: 46%) loss_emb: 0.0026  loss: 1.2738  acc: 0.6594  lr: 0.0000 
ep/it:230- 209 niter: 88300  367m 29s (- 429m 30s) completed: 46%) loss_emb: 0.0026  loss: 1.3010  acc: 0.6541  lr: 0.0000 
ep/it:230- 259 niter: 88350  367m 42s (- 429m 18s) completed: 46%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6573  lr: 0.0000 
ep/it:230- 309 niter: 88400  367m 54s (- 429m 5s) completed: 46%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6547  lr: 0.0000 
ep/it:230- 359 niter: 88450  368m 7s (- 428m 53s) completed: 46%) loss_emb: 0.0026  loss: 1.3046  acc: 0.6512  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.652
ep/it:231-  26 niter: 88500  368m 21s (- 428m 43s) completed: 46%) loss_emb: 0.0026  loss: 1.2958  acc: 0.6558  lr: 0.0000 
ep/it:231-  76 niter: 88550  368m 34s (- 428m 30s) completed: 46%) loss_emb: 0.0026  loss: 1.2906  acc: 0.6522  lr: 0.0000 
ep/it:231- 126 niter: 88600  368m 46s (- 428m 18s) completed: 46%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6616  lr: 0.0000 
ep/it:231- 176 niter: 88650  368m 59s (- 428m 5s) completed: 46%) loss_emb: 0.0026  loss: 1.2893  acc: 0.6553  lr: 0.0000 
ep/it:231- 226 niter: 88700  369m 11s (- 427m 53s) completed: 46%) loss_emb: 0.0026  loss: 1.2868  acc: 0.6580  lr: 0.0000 
ep/it:231- 276 niter: 88750  369m 24s (- 427m 40s) completed: 46%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6540  lr: 0.0000 
ep/it:231- 326 niter: 88800  369m 37s (- 427m 28s) completed: 46%) loss_emb: 0.0026  loss: 1.2916  acc: 0.6573  lr: 0.0000 
ep/it:231- 376 niter: 88850  369m 49s (- 427m 15s) completed: 46%) loss_emb: 0.0026  loss: 1.2989  acc: 0.6524  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.662
ep/it:232-  43 niter: 88900  370m 3s (- 427m 5s) completed: 46%) loss_emb: 0.0026  loss: 1.3023  acc: 0.6528  lr: 0.0000 
ep/it:232-  93 niter: 88950  370m 16s (- 426m 52s) completed: 46%) loss_emb: 0.0026  loss: 1.2866  acc: 0.6539  lr: 0.0000 
ep/it:232- 143 niter: 89000  370m 28s (- 426m 40s) completed: 46%) loss_emb: 0.0026  loss: 1.3045  acc: 0.6521  lr: 0.0000 
ep/it:232- 193 niter: 89050  370m 41s (- 426m 28s) completed: 46%) loss_emb: 0.0026  loss: 1.2964  acc: 0.6558  lr: 0.0000 
ep/it:232- 243 niter: 89100  370m 53s (- 426m 15s) completed: 46%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6592  lr: 0.0000 
ep/it:232- 293 niter: 89150  371m 6s (- 426m 2s) completed: 46%) loss_emb: 0.0026  loss: 1.3081  acc: 0.6526  lr: 0.0000 
ep/it:232- 343 niter: 89200  371m 18s (- 425m 50s) completed: 46%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6576  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.660
ep/it:233-  10 niter: 89250  371m 32s (- 425m 40s) completed: 46%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6558  lr: 0.0000 
ep/it:233-  60 niter: 89300  371m 45s (- 425m 27s) completed: 46%) loss_emb: 0.0026  loss: 1.2916  acc: 0.6555  lr: 0.0000 
ep/it:233- 110 niter: 89350  371m 57s (- 425m 14s) completed: 46%) loss_emb: 0.0026  loss: 1.2965  acc: 0.6553  lr: 0.0000 
ep/it:233- 160 niter: 89400  372m 9s (- 425m 1s) completed: 46%) loss_emb: 0.0026  loss: 1.2948  acc: 0.6570  lr: 0.0000 
ep/it:233- 210 niter: 89450  372m 21s (- 424m 48s) completed: 46%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6568  lr: 0.0000 
ep/it:233- 260 niter: 89500  372m 33s (- 424m 35s) completed: 46%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6568  lr: 0.0000 
ep/it:233- 310 niter: 89550  372m 46s (- 424m 23s) completed: 46%) loss_emb: 0.0026  loss: 1.2928  acc: 0.6543  lr: 0.0000 
ep/it:233- 360 niter: 89600  372m 58s (- 424m 10s) completed: 46%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6573  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.660
ep/it:234-  27 niter: 89650  373m 13s (- 424m 1s) completed: 46%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6574  lr: 0.0000 
ep/it:234-  77 niter: 89700  373m 26s (- 423m 48s) completed: 46%) loss_emb: 0.0026  loss: 1.2985  acc: 0.6539  lr: 0.0000 
ep/it:234- 127 niter: 89750  373m 38s (- 423m 36s) completed: 46%) loss_emb: 0.0026  loss: 1.2823  acc: 0.6587  lr: 0.0000 
ep/it:234- 177 niter: 89800  373m 51s (- 423m 23s) completed: 46%) loss_emb: 0.0026  loss: 1.3017  acc: 0.6521  lr: 0.0000 
ep/it:234- 227 niter: 89850  374m 3s (- 423m 10s) completed: 46%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6548  lr: 0.0000 
ep/it:234- 277 niter: 89900  374m 15s (- 422m 58s) completed: 46%) loss_emb: 0.0026  loss: 1.3052  acc: 0.6523  lr: 0.0000 
ep/it:234- 327 niter: 89950  374m 28s (- 422m 45s) completed: 46%) loss_emb: 0.0026  loss: 1.2882  acc: 0.6558  lr: 0.0000 
ep/it:234- 377 niter: 90000  374m 40s (- 422m 32s) completed: 46%) loss_emb: 0.0026  loss: 1.2951  acc: 0.6537  lr: 0.0000 
Validation time:
Validation loss:1.345, accuracy:0.651
--> 	 Eva. Ep 235 :, FID. 10.5274, Diversity Real. 9.1995, Diversity. 6.3622, R_precision_real. [0.52393617 0.7087766  0.8025266 ], R_precision. [0.24867021 0.39694149 0.50731383], matching_score_real. 2.912423849105835, matching_score_pred. 5.157344818115234
ep/it:235-  44 niter: 90050  375m 2s (- 422m 31s) completed: 47%) loss_emb: 0.0026  loss: 1.2909  acc: 0.6542  lr: 0.0000 
ep/it:235-  94 niter: 90100  375m 14s (- 422m 18s) completed: 47%) loss_emb: 0.0026  loss: 1.2892  acc: 0.6511  lr: 0.0000 
ep/it:235- 144 niter: 90150  375m 27s (- 422m 5s) completed: 47%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6560  lr: 0.0000 
ep/it:235- 194 niter: 90200  375m 39s (- 421m 52s) completed: 47%) loss_emb: 0.0026  loss: 1.2874  acc: 0.6560  lr: 0.0000 
ep/it:235- 244 niter: 90250  375m 51s (- 421m 40s) completed: 47%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6628  lr: 0.0000 
ep/it:235- 294 niter: 90300  376m 3s (- 421m 27s) completed: 47%) loss_emb: 0.0026  loss: 1.2962  acc: 0.6533  lr: 0.0000 
ep/it:235- 344 niter: 90350  376m 15s (- 421m 14s) completed: 47%) loss_emb: 0.0027  loss: 1.3327  acc: 0.6439  lr: 0.0000 
Validation time:
Validation loss:1.331, accuracy:0.655
ep/it:236-  11 niter: 90400  376m 30s (- 421m 4s) completed: 47%) loss_emb: 0.0026  loss: 1.2802  acc: 0.6586  lr: 0.0000 
ep/it:236-  61 niter: 90450  376m 42s (- 420m 51s) completed: 47%) loss_emb: 0.0027  loss: 1.3192  acc: 0.6491  lr: 0.0000 
ep/it:236- 111 niter: 90500  376m 55s (- 420m 39s) completed: 47%) loss_emb: 0.0026  loss: 1.3037  acc: 0.6510  lr: 0.0000 
ep/it:236- 161 niter: 90550  377m 7s (- 420m 26s) completed: 47%) loss_emb: 0.0026  loss: 1.2793  acc: 0.6612  lr: 0.0000 
ep/it:236- 211 niter: 90600  377m 19s (- 420m 13s) completed: 47%) loss_emb: 0.0026  loss: 1.2959  acc: 0.6536  lr: 0.0000 
ep/it:236- 261 niter: 90650  377m 32s (- 420m 1s) completed: 47%) loss_emb: 0.0026  loss: 1.3164  acc: 0.6508  lr: 0.0000 
ep/it:236- 311 niter: 90700  377m 44s (- 419m 48s) completed: 47%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6582  lr: 0.0000 
ep/it:236- 361 niter: 90750  377m 57s (- 419m 36s) completed: 47%) loss_emb: 0.0026  loss: 1.2910  acc: 0.6553  lr: 0.0000 
Validation time:
Validation loss:1.348, accuracy:0.649
ep/it:237-  28 niter: 90800  378m 11s (- 419m 25s) completed: 47%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6584  lr: 0.0000 
ep/it:237-  78 niter: 90850  378m 24s (- 419m 13s) completed: 47%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6560  lr: 0.0000 
ep/it:237- 128 niter: 90900  378m 36s (- 419m 0s) completed: 47%) loss_emb: 0.0026  loss: 1.3012  acc: 0.6544  lr: 0.0000 
ep/it:237- 178 niter: 90950  378m 49s (- 418m 48s) completed: 47%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6577  lr: 0.0000 
ep/it:237- 228 niter: 91000  379m 2s (- 418m 36s) completed: 47%) loss_emb: 0.0026  loss: 1.2802  acc: 0.6560  lr: 0.0000 
ep/it:237- 278 niter: 91050  379m 14s (- 418m 24s) completed: 47%) loss_emb: 0.0026  loss: 1.2956  acc: 0.6548  lr: 0.0000 
ep/it:237- 328 niter: 91100  379m 27s (- 418m 11s) completed: 47%) loss_emb: 0.0027  loss: 1.3322  acc: 0.6464  lr: 0.0000 
ep/it:237- 378 niter: 91150  379m 39s (- 417m 58s) completed: 47%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6584  lr: 0.0000 
Validation time:
Validation loss:1.345, accuracy:0.650
ep/it:238-  45 niter: 91200  379m 54s (- 417m 48s) completed: 47%) loss_emb: 0.0026  loss: 1.2840  acc: 0.6571  lr: 0.0000 
ep/it:238-  95 niter: 91250  380m 6s (- 417m 35s) completed: 47%) loss_emb: 0.0026  loss: 1.2969  acc: 0.6570  lr: 0.0000 
ep/it:238- 145 niter: 91300  380m 18s (- 417m 23s) completed: 47%) loss_emb: 0.0026  loss: 1.2904  acc: 0.6565  lr: 0.0000 
ep/it:238- 195 niter: 91350  380m 30s (- 417m 10s) completed: 47%) loss_emb: 0.0026  loss: 1.2985  acc: 0.6546  lr: 0.0000 
ep/it:238- 245 niter: 91400  380m 43s (- 416m 57s) completed: 47%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6557  lr: 0.0000 
ep/it:238- 295 niter: 91450  380m 55s (- 416m 45s) completed: 47%) loss_emb: 0.0026  loss: 1.3078  acc: 0.6505  lr: 0.0000 
ep/it:238- 345 niter: 91500  381m 7s (- 416m 32s) completed: 47%) loss_emb: 0.0026  loss: 1.2894  acc: 0.6540  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.659
ep/it:239-  12 niter: 91550  381m 22s (- 416m 21s) completed: 47%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6598  lr: 0.0000 
ep/it:239-  62 niter: 91600  381m 34s (- 416m 9s) completed: 47%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6569  lr: 0.0000 
ep/it:239- 112 niter: 91650  381m 47s (- 415m 56s) completed: 47%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6622  lr: 0.0000 
ep/it:239- 162 niter: 91700  381m 59s (- 415m 44s) completed: 47%) loss_emb: 0.0026  loss: 1.2861  acc: 0.6564  lr: 0.0000 
ep/it:239- 212 niter: 91750  382m 12s (- 415m 31s) completed: 47%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6529  lr: 0.0000 
ep/it:239- 262 niter: 91800  382m 24s (- 415m 18s) completed: 47%) loss_emb: 0.0026  loss: 1.2925  acc: 0.6528  lr: 0.0000 
ep/it:239- 312 niter: 91850  382m 36s (- 415m 6s) completed: 47%) loss_emb: 0.0026  loss: 1.2649  acc: 0.6642  lr: 0.0000 
ep/it:239- 362 niter: 91900  382m 48s (- 414m 53s) completed: 47%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6594  lr: 0.0000 
Validation time:
Validation loss:1.282, accuracy:0.669
Improved accuracy from 0.67 to 0.6690215597981992!!!
--> 	 Eva. Ep 240 :, FID. 10.4941, Diversity Real. 9.4849, Diversity. 6.0986, R_precision_real. [0.50199468 0.69680851 0.79454787], R_precision. [0.25598404 0.3962766  0.51595745], matching_score_real. 2.9347784519195557, matching_score_pred. 5.129665374755859
--> --> 	 Top1 Improved from 0.2540 to 0.2560 !!!
ep/it:240-  29 niter: 91950  383m 11s (- 414m 52s) completed: 48%) loss_emb: 0.0026  loss: 1.2977  acc: 0.6530  lr: 0.0000 
ep/it:240-  79 niter: 92000  383m 24s (- 414m 39s) completed: 48%) loss_emb: 0.0026  loss: 1.3213  acc: 0.6500  lr: 0.0000 
ep/it:240- 129 niter: 92050  383m 36s (- 414m 26s) completed: 48%) loss_emb: 0.0026  loss: 1.2909  acc: 0.6543  lr: 0.0000 
ep/it:240- 179 niter: 92100  383m 48s (- 414m 14s) completed: 48%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6603  lr: 0.0000 
ep/it:240- 229 niter: 92150  384m 0s (- 414m 1s) completed: 48%) loss_emb: 0.0027  loss: 1.3121  acc: 0.6482  lr: 0.0000 
ep/it:240- 279 niter: 92200  384m 13s (- 413m 48s) completed: 48%) loss_emb: 0.0026  loss: 1.2902  acc: 0.6563  lr: 0.0000 
ep/it:240- 329 niter: 92250  384m 26s (- 413m 36s) completed: 48%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6552  lr: 0.0000 
ep/it:240- 379 niter: 92300  384m 38s (- 413m 23s) completed: 48%) loss_emb: 0.0027  loss: 1.3126  acc: 0.6486  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.661
ep/it:241-  46 niter: 92350  384m 52s (- 413m 13s) completed: 48%) loss_emb: 0.0026  loss: 1.2935  acc: 0.6580  lr: 0.0000 
ep/it:241-  96 niter: 92400  385m 5s (- 413m 1s) completed: 48%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6545  lr: 0.0000 
ep/it:241- 146 niter: 92450  385m 17s (- 412m 48s) completed: 48%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6622  lr: 0.0000 
ep/it:241- 196 niter: 92500  385m 30s (- 412m 35s) completed: 48%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6598  lr: 0.0000 
ep/it:241- 246 niter: 92550  385m 42s (- 412m 23s) completed: 48%) loss_emb: 0.0026  loss: 1.2925  acc: 0.6568  lr: 0.0000 
ep/it:241- 296 niter: 92600  385m 55s (- 412m 10s) completed: 48%) loss_emb: 0.0026  loss: 1.3053  acc: 0.6517  lr: 0.0000 
ep/it:241- 346 niter: 92650  386m 7s (- 411m 58s) completed: 48%) loss_emb: 0.0026  loss: 1.3075  acc: 0.6520  lr: 0.0000 
Validation time:
Validation loss:1.361, accuracy:0.644
ep/it:242-  13 niter: 92700  386m 21s (- 411m 47s) completed: 48%) loss_emb: 0.0027  loss: 1.3202  acc: 0.6465  lr: 0.0000 
ep/it:242-  63 niter: 92750  386m 34s (- 411m 35s) completed: 48%) loss_emb: 0.0026  loss: 1.2965  acc: 0.6542  lr: 0.0000 
ep/it:242- 113 niter: 92800  386m 46s (- 411m 22s) completed: 48%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6588  lr: 0.0000 
ep/it:242- 163 niter: 92850  386m 59s (- 411m 9s) completed: 48%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6558  lr: 0.0000 
ep/it:242- 213 niter: 92900  387m 11s (- 410m 57s) completed: 48%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6574  lr: 0.0000 
ep/it:242- 263 niter: 92950  387m 24s (- 410m 44s) completed: 48%) loss_emb: 0.0026  loss: 1.3047  acc: 0.6509  lr: 0.0000 
ep/it:242- 313 niter: 93000  387m 36s (- 410m 31s) completed: 48%) loss_emb: 0.0026  loss: 1.3029  acc: 0.6523  lr: 0.0000 
ep/it:242- 363 niter: 93050  387m 48s (- 410m 19s) completed: 48%) loss_emb: 0.0026  loss: 1.2999  acc: 0.6516  lr: 0.0000 
Validation time:
Validation loss:1.346, accuracy:0.651
ep/it:243-  30 niter: 93100  388m 3s (- 410m 8s) completed: 48%) loss_emb: 0.0026  loss: 1.2993  acc: 0.6521  lr: 0.0000 
ep/it:243-  80 niter: 93150  388m 15s (- 409m 55s) completed: 48%) loss_emb: 0.0026  loss: 1.2983  acc: 0.6523  lr: 0.0000 
ep/it:243- 130 niter: 93200  388m 27s (- 409m 43s) completed: 48%) loss_emb: 0.0026  loss: 1.2923  acc: 0.6546  lr: 0.0000 
ep/it:243- 180 niter: 93250  388m 40s (- 409m 30s) completed: 48%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6566  lr: 0.0000 
ep/it:243- 230 niter: 93300  388m 52s (- 409m 18s) completed: 48%) loss_emb: 0.0027  loss: 1.3532  acc: 0.6402  lr: 0.0000 
ep/it:243- 280 niter: 93350  389m 5s (- 409m 5s) completed: 48%) loss_emb: 0.0026  loss: 1.2969  acc: 0.6566  lr: 0.0000 
ep/it:243- 330 niter: 93400  389m 17s (- 408m 52s) completed: 48%) loss_emb: 0.0026  loss: 1.2945  acc: 0.6540  lr: 0.0000 
ep/it:243- 380 niter: 93450  389m 29s (- 408m 39s) completed: 48%) loss_emb: 0.0026  loss: 1.2841  acc: 0.6580  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.662
ep/it:244-  47 niter: 93500  389m 44s (- 408m 29s) completed: 48%) loss_emb: 0.0026  loss: 1.3021  acc: 0.6517  lr: 0.0000 
ep/it:244-  97 niter: 93550  389m 56s (- 408m 16s) completed: 48%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6604  lr: 0.0000 
ep/it:244- 147 niter: 93600  390m 9s (- 408m 4s) completed: 48%) loss_emb: 0.0026  loss: 1.2852  acc: 0.6558  lr: 0.0000 
ep/it:244- 197 niter: 93650  390m 21s (- 407m 51s) completed: 48%) loss_emb: 0.0026  loss: 1.3101  acc: 0.6509  lr: 0.0000 
ep/it:244- 247 niter: 93700  390m 33s (- 407m 39s) completed: 48%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6534  lr: 0.0000 
ep/it:244- 297 niter: 93750  390m 46s (- 407m 26s) completed: 48%) loss_emb: 0.0026  loss: 1.2834  acc: 0.6598  lr: 0.0000 
ep/it:244- 347 niter: 93800  390m 58s (- 407m 13s) completed: 48%) loss_emb: 0.0026  loss: 1.2921  acc: 0.6548  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.654
--> 	 Eva. Ep 245 :, FID. 10.8377, Diversity Real. 9.4290, Diversity. 6.3496, R_precision_real. [0.50066489 0.71742021 0.8125    ], R_precision. [0.23138298 0.39228723 0.50465426], matching_score_real. 2.908057928085327, matching_score_pred. 5.188485145568848
ep/it:245-  14 niter: 93850  391m 21s (- 407m 12s) completed: 49%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6598  lr: 0.0000 
ep/it:245-  64 niter: 93900  391m 33s (- 406m 59s) completed: 49%) loss_emb: 0.0027  loss: 1.3078  acc: 0.6489  lr: 0.0000 
ep/it:245- 114 niter: 93950  391m 46s (- 406m 47s) completed: 49%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6603  lr: 0.0000 
ep/it:245- 164 niter: 94000  391m 59s (- 406m 34s) completed: 49%) loss_emb: 0.0027  loss: 1.3052  acc: 0.6497  lr: 0.0000 
ep/it:245- 214 niter: 94050  392m 11s (- 406m 22s) completed: 49%) loss_emb: 0.0026  loss: 1.2974  acc: 0.6533  lr: 0.0000 
ep/it:245- 264 niter: 94100  392m 24s (- 406m 10s) completed: 49%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6578  lr: 0.0000 
ep/it:245- 314 niter: 94150  392m 36s (- 405m 57s) completed: 49%) loss_emb: 0.0026  loss: 1.3041  acc: 0.6538  lr: 0.0000 
ep/it:245- 364 niter: 94200  392m 49s (- 405m 45s) completed: 49%) loss_emb: 0.0026  loss: 1.3102  acc: 0.6527  lr: 0.0000 
Validation time:
Validation loss:1.340, accuracy:0.652
ep/it:246-  31 niter: 94250  393m 3s (- 405m 34s) completed: 49%) loss_emb: 0.0026  loss: 1.2895  acc: 0.6570  lr: 0.0000 
ep/it:246-  81 niter: 94300  393m 16s (- 405m 21s) completed: 49%) loss_emb: 0.0026  loss: 1.2914  acc: 0.6524  lr: 0.0000 
ep/it:246- 131 niter: 94350  393m 28s (- 405m 9s) completed: 49%) loss_emb: 0.0026  loss: 1.2909  acc: 0.6548  lr: 0.0000 
ep/it:246- 181 niter: 94400  393m 40s (- 404m 56s) completed: 49%) loss_emb: 0.0026  loss: 1.2902  acc: 0.6557  lr: 0.0000 
ep/it:246- 231 niter: 94450  393m 53s (- 404m 43s) completed: 49%) loss_emb: 0.0026  loss: 1.2858  acc: 0.6558  lr: 0.0000 
ep/it:246- 281 niter: 94500  394m 5s (- 404m 31s) completed: 49%) loss_emb: 0.0026  loss: 1.3115  acc: 0.6508  lr: 0.0000 
ep/it:246- 331 niter: 94550  394m 18s (- 404m 18s) completed: 49%) loss_emb: 0.0026  loss: 1.2974  acc: 0.6527  lr: 0.0000 
ep/it:246- 381 niter: 94600  394m 30s (- 404m 5s) completed: 49%) loss_emb: 0.0026  loss: 1.2869  acc: 0.6567  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.658
ep/it:247-  48 niter: 94650  394m 44s (- 403m 55s) completed: 49%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6518  lr: 0.0000 
ep/it:247-  98 niter: 94700  394m 57s (- 403m 42s) completed: 49%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6578  lr: 0.0000 
ep/it:247- 148 niter: 94750  395m 9s (- 403m 30s) completed: 49%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6591  lr: 0.0000 
ep/it:247- 198 niter: 94800  395m 22s (- 403m 17s) completed: 49%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6570  lr: 0.0000 
ep/it:247- 248 niter: 94850  395m 34s (- 403m 5s) completed: 49%) loss_emb: 0.0026  loss: 1.2768  acc: 0.6556  lr: 0.0000 
ep/it:247- 298 niter: 94900  395m 47s (- 402m 52s) completed: 49%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6586  lr: 0.0000 
ep/it:247- 348 niter: 94950  396m 0s (- 402m 41s) completed: 49%) loss_emb: 0.0026  loss: 1.2862  acc: 0.6588  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.656
ep/it:248-  15 niter: 95000  396m 15s (- 402m 30s) completed: 49%) loss_emb: 0.0026  loss: 1.2918  acc: 0.6557  lr: 0.0000 
ep/it:248-  65 niter: 95050  396m 27s (- 402m 17s) completed: 49%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6556  lr: 0.0000 
ep/it:248- 115 niter: 95100  396m 39s (- 402m 5s) completed: 49%) loss_emb: 0.0026  loss: 1.3036  acc: 0.6519  lr: 0.0000 
ep/it:248- 165 niter: 95150  396m 52s (- 401m 52s) completed: 49%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6566  lr: 0.0000 
ep/it:248- 215 niter: 95200  397m 4s (- 401m 40s) completed: 49%) loss_emb: 0.0026  loss: 1.3065  acc: 0.6524  lr: 0.0000 
ep/it:248- 265 niter: 95250  397m 17s (- 401m 27s) completed: 49%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6572  lr: 0.0000 
ep/it:248- 315 niter: 95300  397m 29s (- 401m 14s) completed: 49%) loss_emb: 0.0026  loss: 1.2766  acc: 0.6610  lr: 0.0000 
ep/it:248- 365 niter: 95350  397m 41s (- 401m 2s) completed: 49%) loss_emb: 0.0026  loss: 1.3022  acc: 0.6528  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.654
ep/it:249-  32 niter: 95400  397m 56s (- 400m 51s) completed: 49%) loss_emb: 0.0026  loss: 1.2816  acc: 0.6588  lr: 0.0000 
ep/it:249-  82 niter: 95450  398m 8s (- 400m 39s) completed: 49%) loss_emb: 0.0026  loss: 1.2925  acc: 0.6543  lr: 0.0000 
ep/it:249- 132 niter: 95500  398m 21s (- 400m 26s) completed: 49%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6542  lr: 0.0000 
ep/it:249- 182 niter: 95550  398m 33s (- 400m 13s) completed: 49%) loss_emb: 0.0026  loss: 1.2730  acc: 0.6616  lr: 0.0000 
ep/it:249- 232 niter: 95600  398m 45s (- 400m 0s) completed: 49%) loss_emb: 0.0026  loss: 1.2968  acc: 0.6555  lr: 0.0000 
ep/it:249- 282 niter: 95650  398m 58s (- 399m 48s) completed: 49%) loss_emb: 0.0026  loss: 1.2832  acc: 0.6582  lr: 0.0000 
ep/it:249- 332 niter: 95700  399m 10s (- 399m 35s) completed: 49%) loss_emb: 0.0026  loss: 1.3001  acc: 0.6525  lr: 0.0000 
ep/it:249- 382 niter: 95750  399m 22s (- 399m 22s) completed: 50%) loss_emb: 0.0026  loss: 1.2790  acc: 0.6572  lr: 0.0000 
Validation time:
Validation loss:1.349, accuracy:0.651
--> 	 Eva. Ep 250 :, FID. 10.6760, Diversity Real. 9.6635, Diversity. 6.4273, R_precision_real. [0.50930851 0.69880319 0.78590426], R_precision. [0.23803191 0.38164894 0.50332447], matching_score_real. 2.951470136642456, matching_score_pred. 5.196061611175537
ep/it:250-  49 niter: 95800  399m 44s (- 399m 19s) completed: 50%) loss_emb: 0.0027  loss: 1.3301  acc: 0.6463  lr: 0.0000 
ep/it:250-  99 niter: 95850  399m 57s (- 399m 7s) completed: 50%) loss_emb: 0.0026  loss: 1.3089  acc: 0.6508  lr: 0.0000 
ep/it:250- 149 niter: 95900  400m 9s (- 398m 54s) completed: 50%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6612  lr: 0.0000 
ep/it:250- 199 niter: 95950  400m 22s (- 398m 41s) completed: 50%) loss_emb: 0.0027  loss: 1.3137  acc: 0.6472  lr: 0.0000 
ep/it:250- 249 niter: 96000  400m 34s (- 398m 29s) completed: 50%) loss_emb: 0.0027  loss: 1.3133  acc: 0.6494  lr: 0.0000 
ep/it:250- 299 niter: 96050  400m 46s (- 398m 16s) completed: 50%) loss_emb: 0.0026  loss: 1.2911  acc: 0.6529  lr: 0.0000 
ep/it:250- 349 niter: 96100  400m 59s (- 398m 3s) completed: 50%) loss_emb: 0.0026  loss: 1.2898  acc: 0.6541  lr: 0.0000 
Validation time:
Validation loss:1.361, accuracy:0.646
ep/it:251-  16 niter: 96150  401m 13s (- 397m 53s) completed: 50%) loss_emb: 0.0026  loss: 1.2980  acc: 0.6516  lr: 0.0000 
ep/it:251-  66 niter: 96200  401m 25s (- 397m 40s) completed: 50%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6578  lr: 0.0000 
ep/it:251- 116 niter: 96250  401m 38s (- 397m 27s) completed: 50%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6545  lr: 0.0000 
ep/it:251- 166 niter: 96300  401m 50s (- 397m 14s) completed: 50%) loss_emb: 0.0026  loss: 1.3022  acc: 0.6534  lr: 0.0000 
ep/it:251- 216 niter: 96350  402m 2s (- 397m 2s) completed: 50%) loss_emb: 0.0026  loss: 1.2958  acc: 0.6549  lr: 0.0000 
ep/it:251- 266 niter: 96400  402m 14s (- 396m 49s) completed: 50%) loss_emb: 0.0026  loss: 1.2932  acc: 0.6544  lr: 0.0000 
ep/it:251- 316 niter: 96450  402m 27s (- 396m 36s) completed: 50%) loss_emb: 0.0026  loss: 1.2899  acc: 0.6555  lr: 0.0000 
ep/it:251- 366 niter: 96500  402m 39s (- 396m 23s) completed: 50%) loss_emb: 0.0026  loss: 1.2708  acc: 0.6583  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.658
ep/it:252-  33 niter: 96550  402m 53s (- 396m 13s) completed: 50%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6611  lr: 0.0000 
ep/it:252-  83 niter: 96600  403m 6s (- 396m 0s) completed: 50%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6608  lr: 0.0000 
ep/it:252- 133 niter: 96650  403m 18s (- 395m 47s) completed: 50%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6599  lr: 0.0000 
ep/it:252- 183 niter: 96700  403m 31s (- 395m 35s) completed: 50%) loss_emb: 0.0026  loss: 1.3043  acc: 0.6523  lr: 0.0000 
ep/it:252- 233 niter: 96750  403m 43s (- 395m 22s) completed: 50%) loss_emb: 0.0026  loss: 1.3136  acc: 0.6504  lr: 0.0000 
ep/it:252- 283 niter: 96800  403m 55s (- 395m 9s) completed: 50%) loss_emb: 0.0027  loss: 1.3142  acc: 0.6497  lr: 0.0000 
ep/it:252- 333 niter: 96850  404m 7s (- 394m 57s) completed: 50%) loss_emb: 0.0025  loss: 1.2588  acc: 0.6655  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.665
ep/it:253-   0 niter: 96900  404m 22s (- 394m 46s) completed: 50%) loss_emb: 0.0026  loss: 1.3047  acc: 0.6518  lr: 0.0000 
ep/it:253-  50 niter: 96950  404m 34s (- 394m 33s) completed: 50%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6617  lr: 0.0000 
ep/it:253- 100 niter: 97000  404m 46s (- 394m 20s) completed: 50%) loss_emb: 0.0026  loss: 1.3042  acc: 0.6516  lr: 0.0000 
ep/it:253- 150 niter: 97050  404m 59s (- 394m 8s) completed: 50%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6578  lr: 0.0000 
ep/it:253- 200 niter: 97100  405m 12s (- 393m 56s) completed: 50%) loss_emb: 0.0026  loss: 1.2952  acc: 0.6560  lr: 0.0000 
ep/it:253- 250 niter: 97150  405m 24s (- 393m 43s) completed: 50%) loss_emb: 0.0026  loss: 1.3028  acc: 0.6527  lr: 0.0000 
ep/it:253- 300 niter: 97200  405m 36s (- 393m 30s) completed: 50%) loss_emb: 0.0026  loss: 1.2849  acc: 0.6551  lr: 0.0000 
ep/it:253- 350 niter: 97250  405m 49s (- 393m 18s) completed: 50%) loss_emb: 0.0027  loss: 1.3164  acc: 0.6479  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.671
Improved accuracy from 0.67 to 0.6705482576204382!!!
ep/it:254-  17 niter: 97300  406m 3s (- 393m 7s) completed: 50%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6535  lr: 0.0000 
ep/it:254-  67 niter: 97350  406m 16s (- 392m 54s) completed: 50%) loss_emb: 0.0026  loss: 1.2977  acc: 0.6538  lr: 0.0000 
ep/it:254- 117 niter: 97400  406m 28s (- 392m 42s) completed: 50%) loss_emb: 0.0027  loss: 1.3113  acc: 0.6491  lr: 0.0000 
ep/it:254- 167 niter: 97450  406m 41s (- 392m 30s) completed: 50%) loss_emb: 0.0026  loss: 1.2904  acc: 0.6544  lr: 0.0000 
ep/it:254- 217 niter: 97500  406m 53s (- 392m 17s) completed: 50%) loss_emb: 0.0026  loss: 1.2887  acc: 0.6585  lr: 0.0000 
ep/it:254- 267 niter: 97550  407m 5s (- 392m 4s) completed: 50%) loss_emb: 0.0026  loss: 1.2868  acc: 0.6581  lr: 0.0000 
ep/it:254- 317 niter: 97600  407m 18s (- 391m 51s) completed: 50%) loss_emb: 0.0026  loss: 1.3124  acc: 0.6509  lr: 0.0000 
ep/it:254- 367 niter: 97650  407m 30s (- 391m 39s) completed: 50%) loss_emb: 0.0026  loss: 1.2884  acc: 0.6530  lr: 0.0000 
Validation time:
Validation loss:1.353, accuracy:0.655
--> 	 Eva. Ep 255 :, FID. 10.1402, Diversity Real. 9.7023, Diversity. 6.3764, R_precision_real. [0.52526596 0.69082447 0.80053191], R_precision. [0.25465426 0.40093085 0.49335106], matching_score_real. 2.924089193344116, matching_score_pred. 5.154360294342041
ep/it:255-  34 niter: 97700  407m 53s (- 391m 36s) completed: 51%) loss_emb: 0.0026  loss: 1.2815  acc: 0.6564  lr: 0.0000 
ep/it:255-  84 niter: 97750  408m 5s (- 391m 23s) completed: 51%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6533  lr: 0.0000 
ep/it:255- 134 niter: 97800  408m 17s (- 391m 10s) completed: 51%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6535  lr: 0.0000 
ep/it:255- 184 niter: 97850  408m 29s (- 390m 57s) completed: 51%) loss_emb: 0.0026  loss: 1.3056  acc: 0.6530  lr: 0.0000 
ep/it:255- 234 niter: 97900  408m 41s (- 390m 44s) completed: 51%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6577  lr: 0.0000 
ep/it:255- 284 niter: 97950  408m 54s (- 390m 32s) completed: 51%) loss_emb: 0.0026  loss: 1.3032  acc: 0.6516  lr: 0.0000 
ep/it:255- 334 niter: 98000  409m 6s (- 390m 19s) completed: 51%) loss_emb: 0.0026  loss: 1.3076  acc: 0.6515  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.655
ep/it:256-   1 niter: 98050  409m 20s (- 390m 8s) completed: 51%) loss_emb: 0.0026  loss: 1.2819  acc: 0.6587  lr: 0.0000 
ep/it:256-  51 niter: 98100  409m 33s (- 389m 56s) completed: 51%) loss_emb: 0.0026  loss: 1.3085  acc: 0.6497  lr: 0.0000 
ep/it:256- 101 niter: 98150  409m 45s (- 389m 43s) completed: 51%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6617  lr: 0.0000 
ep/it:256- 151 niter: 98200  409m 58s (- 389m 30s) completed: 51%) loss_emb: 0.0027  loss: 1.3097  acc: 0.6503  lr: 0.0000 
ep/it:256- 201 niter: 98250  410m 10s (- 389m 18s) completed: 51%) loss_emb: 0.0026  loss: 1.2875  acc: 0.6538  lr: 0.0000 
ep/it:256- 251 niter: 98300  410m 22s (- 389m 5s) completed: 51%) loss_emb: 0.0026  loss: 1.2827  acc: 0.6588  lr: 0.0000 
ep/it:256- 301 niter: 98350  410m 34s (- 388m 52s) completed: 51%) loss_emb: 0.0027  loss: 1.3137  acc: 0.6475  lr: 0.0000 
ep/it:256- 351 niter: 98400  410m 47s (- 388m 39s) completed: 51%) loss_emb: 0.0026  loss: 1.2880  acc: 0.6557  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.656
ep/it:257-  18 niter: 98450  411m 1s (- 388m 29s) completed: 51%) loss_emb: 0.0027  loss: 1.3279  acc: 0.6469  lr: 0.0000 
ep/it:257-  68 niter: 98500  411m 14s (- 388m 16s) completed: 51%) loss_emb: 0.0026  loss: 1.2878  acc: 0.6560  lr: 0.0000 
ep/it:257- 118 niter: 98550  411m 26s (- 388m 4s) completed: 51%) loss_emb: 0.0026  loss: 1.2812  acc: 0.6581  lr: 0.0000 
ep/it:257- 168 niter: 98600  411m 39s (- 387m 51s) completed: 51%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6569  lr: 0.0000 
ep/it:257- 218 niter: 98650  411m 52s (- 387m 39s) completed: 51%) loss_emb: 0.0026  loss: 1.3007  acc: 0.6553  lr: 0.0000 
ep/it:257- 268 niter: 98700  412m 4s (- 387m 26s) completed: 51%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6570  lr: 0.0000 
ep/it:257- 318 niter: 98750  412m 17s (- 387m 14s) completed: 51%) loss_emb: 0.0026  loss: 1.3005  acc: 0.6501  lr: 0.0000 
ep/it:257- 368 niter: 98800  412m 29s (- 387m 1s) completed: 51%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6535  lr: 0.0000 
Validation time:
Validation loss:1.361, accuracy:0.650
ep/it:258-  35 niter: 98850  412m 43s (- 386m 50s) completed: 51%) loss_emb: 0.0026  loss: 1.2813  acc: 0.6555  lr: 0.0000 
ep/it:258-  85 niter: 98900  412m 56s (- 386m 38s) completed: 51%) loss_emb: 0.0026  loss: 1.2991  acc: 0.6523  lr: 0.0000 
ep/it:258- 135 niter: 98950  413m 8s (- 386m 25s) completed: 51%) loss_emb: 0.0026  loss: 1.2942  acc: 0.6533  lr: 0.0000 
ep/it:258- 185 niter: 99000  413m 21s (- 386m 13s) completed: 51%) loss_emb: 0.0026  loss: 1.3053  acc: 0.6503  lr: 0.0000 
ep/it:258- 235 niter: 99050  413m 33s (- 386m 0s) completed: 51%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6554  lr: 0.0000 
ep/it:258- 285 niter: 99100  413m 46s (- 385m 47s) completed: 51%) loss_emb: 0.0026  loss: 1.2817  acc: 0.6570  lr: 0.0000 
ep/it:258- 335 niter: 99150  413m 58s (- 385m 35s) completed: 51%) loss_emb: 0.0026  loss: 1.3222  acc: 0.6514  lr: 0.0000 
Validation time:
Validation loss:1.346, accuracy:0.650
ep/it:259-   2 niter: 99200  414m 13s (- 385m 24s) completed: 51%) loss_emb: 0.0026  loss: 1.2951  acc: 0.6531  lr: 0.0000 
ep/it:259-  52 niter: 99250  414m 25s (- 385m 11s) completed: 51%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6572  lr: 0.0000 
ep/it:259- 102 niter: 99300  414m 37s (- 384m 58s) completed: 51%) loss_emb: 0.0027  loss: 1.3106  acc: 0.6488  lr: 0.0000 
ep/it:259- 152 niter: 99350  414m 49s (- 384m 45s) completed: 51%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6578  lr: 0.0000 
ep/it:259- 202 niter: 99400  415m 2s (- 384m 33s) completed: 51%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6541  lr: 0.0000 
ep/it:259- 252 niter: 99450  415m 14s (- 384m 20s) completed: 51%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6561  lr: 0.0000 
ep/it:259- 302 niter: 99500  415m 26s (- 384m 7s) completed: 51%) loss_emb: 0.0026  loss: 1.3009  acc: 0.6529  lr: 0.0000 
ep/it:259- 352 niter: 99550  415m 38s (- 383m 55s) completed: 51%) loss_emb: 0.0026  loss: 1.2812  acc: 0.6562  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.658
--> 	 Eva. Ep 260 :, FID. 10.4476, Diversity Real. 9.3139, Diversity. 6.4179, R_precision_real. [0.52659574 0.71742021 0.8125    ], R_precision. [0.23204787 0.38829787 0.49268617], matching_score_real. 2.8972089290618896, matching_score_pred. 5.251697540283203
ep/it:260-  19 niter: 99600  416m 0s (- 383m 51s) completed: 52%) loss_emb: 0.0026  loss: 1.3054  acc: 0.6533  lr: 0.0000 
ep/it:260-  69 niter: 99650  416m 13s (- 383m 38s) completed: 52%) loss_emb: 0.0026  loss: 1.2692  acc: 0.6596  lr: 0.0000 
ep/it:260- 119 niter: 99700  416m 25s (- 383m 25s) completed: 52%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6576  lr: 0.0000 
ep/it:260- 169 niter: 99750  416m 38s (- 383m 13s) completed: 52%) loss_emb: 0.0026  loss: 1.3032  acc: 0.6527  lr: 0.0000 
ep/it:260- 219 niter: 99800  416m 50s (- 383m 0s) completed: 52%) loss_emb: 0.0026  loss: 1.2900  acc: 0.6509  lr: 0.0000 
ep/it:260- 269 niter: 99850  417m 2s (- 382m 47s) completed: 52%) loss_emb: 0.0026  loss: 1.2881  acc: 0.6550  lr: 0.0000 
ep/it:260- 319 niter: 99900  417m 14s (- 382m 34s) completed: 52%) loss_emb: 0.0026  loss: 1.2936  acc: 0.6556  lr: 0.0000 
ep/it:260- 369 niter: 99950  417m 27s (- 382m 22s) completed: 52%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6515  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.663
ep/it:261-  36 niter:100000  417m 41s (- 382m 11s) completed: 52%) loss_emb: 0.0026  loss: 1.2878  acc: 0.6539  lr: 0.0000 
ep/it:261-  86 niter:100050  417m 54s (- 381m 59s) completed: 52%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6615  lr: 0.0000 
ep/it:261- 136 niter:100100  418m 6s (- 381m 46s) completed: 52%) loss_emb: 0.0026  loss: 1.3018  acc: 0.6532  lr: 0.0000 
ep/it:261- 186 niter:100150  418m 19s (- 381m 33s) completed: 52%) loss_emb: 0.0026  loss: 1.2897  acc: 0.6557  lr: 0.0000 
ep/it:261- 236 niter:100200  418m 31s (- 381m 21s) completed: 52%) loss_emb: 0.0026  loss: 1.2984  acc: 0.6545  lr: 0.0000 
ep/it:261- 286 niter:100250  418m 43s (- 381m 8s) completed: 52%) loss_emb: 0.0026  loss: 1.2982  acc: 0.6521  lr: 0.0000 
ep/it:261- 336 niter:100300  418m 55s (- 380m 55s) completed: 52%) loss_emb: 0.0027  loss: 1.3107  acc: 0.6498  lr: 0.0000 
Validation time:
Validation loss:1.360, accuracy:0.651
ep/it:262-   3 niter:100350  419m 10s (- 380m 44s) completed: 52%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6575  lr: 0.0000 
ep/it:262-  53 niter:100400  419m 22s (- 380m 31s) completed: 52%) loss_emb: 0.0027  loss: 1.3132  acc: 0.6509  lr: 0.0000 
ep/it:262- 103 niter:100450  419m 35s (- 380m 19s) completed: 52%) loss_emb: 0.0026  loss: 1.2772  acc: 0.6553  lr: 0.0000 
ep/it:262- 153 niter:100500  419m 47s (- 380m 6s) completed: 52%) loss_emb: 0.0026  loss: 1.2792  acc: 0.6603  lr: 0.0000 
ep/it:262- 203 niter:100550  420m 0s (- 379m 54s) completed: 52%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6565  lr: 0.0000 
ep/it:262- 253 niter:100600  420m 12s (- 379m 41s) completed: 52%) loss_emb: 0.0026  loss: 1.3031  acc: 0.6516  lr: 0.0000 
ep/it:262- 303 niter:100650  420m 25s (- 379m 29s) completed: 52%) loss_emb: 0.0026  loss: 1.2856  acc: 0.6572  lr: 0.0000 
ep/it:262- 353 niter:100700  420m 37s (- 379m 16s) completed: 52%) loss_emb: 0.0026  loss: 1.2757  acc: 0.6583  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.660
ep/it:263-  20 niter:100750  420m 52s (- 379m 6s) completed: 52%) loss_emb: 0.0026  loss: 1.2967  acc: 0.6549  lr: 0.0000 
ep/it:263-  70 niter:100800  421m 5s (- 378m 53s) completed: 52%) loss_emb: 0.0026  loss: 1.2674  acc: 0.6596  lr: 0.0000 
ep/it:263- 120 niter:100850  421m 17s (- 378m 40s) completed: 52%) loss_emb: 0.0027  loss: 1.3114  acc: 0.6497  lr: 0.0000 
ep/it:263- 170 niter:100900  421m 30s (- 378m 28s) completed: 52%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6619  lr: 0.0000 
ep/it:263- 220 niter:100950  421m 42s (- 378m 15s) completed: 52%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6565  lr: 0.0000 
ep/it:263- 270 niter:101000  421m 54s (- 378m 2s) completed: 52%) loss_emb: 0.0026  loss: 1.2708  acc: 0.6602  lr: 0.0000 
ep/it:263- 320 niter:101050  422m 7s (- 377m 50s) completed: 52%) loss_emb: 0.0026  loss: 1.2974  acc: 0.6550  lr: 0.0000 
ep/it:263- 370 niter:101100  422m 19s (- 377m 37s) completed: 52%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6546  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.661
ep/it:264-  37 niter:101150  422m 33s (- 377m 26s) completed: 52%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6572  lr: 0.0000 
ep/it:264-  87 niter:101200  422m 45s (- 377m 13s) completed: 52%) loss_emb: 0.0026  loss: 1.2882  acc: 0.6558  lr: 0.0000 
ep/it:264- 137 niter:101250  422m 58s (- 377m 1s) completed: 52%) loss_emb: 0.0026  loss: 1.2878  acc: 0.6568  lr: 0.0000 
ep/it:264- 187 niter:101300  423m 11s (- 376m 48s) completed: 52%) loss_emb: 0.0026  loss: 1.2976  acc: 0.6514  lr: 0.0000 
ep/it:264- 237 niter:101350  423m 23s (- 376m 35s) completed: 52%) loss_emb: 0.0026  loss: 1.2668  acc: 0.6605  lr: 0.0000 
ep/it:264- 287 niter:101400  423m 35s (- 376m 23s) completed: 52%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6617  lr: 0.0000 
ep/it:264- 337 niter:101450  423m 47s (- 376m 10s) completed: 52%) loss_emb: 0.0026  loss: 1.2959  acc: 0.6529  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.661
--> 	 Eva. Ep 265 :, FID. 9.8223, Diversity Real. 9.3604, Diversity. 6.4504, R_precision_real. [0.49202128 0.70212766 0.80319149], R_precision. [0.24800532 0.39494681 0.50332447], matching_score_real. 2.9328131675720215, matching_score_pred. 5.12558650970459
--> --> 	 FID Improved from 10.00910 to 9.82233 !!!
ep/it:265-   4 niter:101500  424m 9s (- 376m 6s) completed: 53%) loss_emb: 0.0026  loss: 1.2815  acc: 0.6555  lr: 0.0000 
ep/it:265-  54 niter:101550  424m 22s (- 375m 54s) completed: 53%) loss_emb: 0.0026  loss: 1.3027  acc: 0.6518  lr: 0.0000 
ep/it:265- 104 niter:101600  424m 35s (- 375m 41s) completed: 53%) loss_emb: 0.0026  loss: 1.2936  acc: 0.6572  lr: 0.0000 
ep/it:265- 154 niter:101650  424m 48s (- 375m 29s) completed: 53%) loss_emb: 0.0026  loss: 1.2812  acc: 0.6599  lr: 0.0000 
ep/it:265- 204 niter:101700  425m 0s (- 375m 16s) completed: 53%) loss_emb: 0.0026  loss: 1.3034  acc: 0.6534  lr: 0.0000 
ep/it:265- 254 niter:101750  425m 12s (- 375m 3s) completed: 53%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6570  lr: 0.0000 
ep/it:265- 304 niter:101800  425m 25s (- 374m 51s) completed: 53%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6565  lr: 0.0000 
ep/it:265- 354 niter:101850  425m 37s (- 374m 38s) completed: 53%) loss_emb: 0.0026  loss: 1.2920  acc: 0.6518  lr: 0.0000 
Validation time:
Validation loss:1.307, accuracy:0.658
ep/it:266-  21 niter:101900  425m 52s (- 374m 27s) completed: 53%) loss_emb: 0.0026  loss: 1.2766  acc: 0.6583  lr: 0.0000 
ep/it:266-  71 niter:101950  426m 4s (- 374m 15s) completed: 53%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6558  lr: 0.0000 
ep/it:266- 121 niter:102000  426m 17s (- 374m 2s) completed: 53%) loss_emb: 0.0026  loss: 1.2964  acc: 0.6536  lr: 0.0000 
ep/it:266- 171 niter:102050  426m 29s (- 373m 49s) completed: 53%) loss_emb: 0.0027  loss: 1.3151  acc: 0.6484  lr: 0.0000 
ep/it:266- 221 niter:102100  426m 41s (- 373m 37s) completed: 53%) loss_emb: 0.0026  loss: 1.2938  acc: 0.6550  lr: 0.0000 
ep/it:266- 271 niter:102150  426m 53s (- 373m 24s) completed: 53%) loss_emb: 0.0027  loss: 1.3063  acc: 0.6509  lr: 0.0000 
ep/it:266- 321 niter:102200  427m 6s (- 373m 11s) completed: 53%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6588  lr: 0.0000 
ep/it:266- 371 niter:102250  427m 18s (- 372m 59s) completed: 53%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6573  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.662
ep/it:267-  38 niter:102300  427m 33s (- 372m 48s) completed: 53%) loss_emb: 0.0026  loss: 1.3051  acc: 0.6504  lr: 0.0000 
ep/it:267-  88 niter:102350  427m 45s (- 372m 35s) completed: 53%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6576  lr: 0.0000 
ep/it:267- 138 niter:102400  427m 58s (- 372m 22s) completed: 53%) loss_emb: 0.0027  loss: 1.3104  acc: 0.6503  lr: 0.0000 
ep/it:267- 188 niter:102450  428m 10s (- 372m 10s) completed: 53%) loss_emb: 0.0026  loss: 1.3093  acc: 0.6508  lr: 0.0000 
ep/it:267- 238 niter:102500  428m 22s (- 371m 57s) completed: 53%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6598  lr: 0.0000 
ep/it:267- 288 niter:102550  428m 35s (- 371m 45s) completed: 53%) loss_emb: 0.0026  loss: 1.2729  acc: 0.6615  lr: 0.0000 
ep/it:267- 338 niter:102600  428m 48s (- 371m 32s) completed: 53%) loss_emb: 0.0026  loss: 1.3006  acc: 0.6526  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.663
ep/it:268-   5 niter:102650  429m 2s (- 371m 21s) completed: 53%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6579  lr: 0.0000 
ep/it:268-  55 niter:102700  429m 14s (- 371m 9s) completed: 53%) loss_emb: 0.0026  loss: 1.2905  acc: 0.6557  lr: 0.0000 
ep/it:268- 105 niter:102750  429m 27s (- 370m 56s) completed: 53%) loss_emb: 0.0027  loss: 1.3093  acc: 0.6491  lr: 0.0000 
ep/it:268- 155 niter:102800  429m 39s (- 370m 43s) completed: 53%) loss_emb: 0.0026  loss: 1.2686  acc: 0.6591  lr: 0.0000 
ep/it:268- 205 niter:102850  429m 53s (- 370m 31s) completed: 53%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6594  lr: 0.0000 
ep/it:268- 255 niter:102900  430m 5s (- 370m 19s) completed: 53%) loss_emb: 0.0026  loss: 1.2855  acc: 0.6547  lr: 0.0000 
ep/it:268- 305 niter:102950  430m 18s (- 370m 6s) completed: 53%) loss_emb: 0.0026  loss: 1.2818  acc: 0.6582  lr: 0.0000 
ep/it:268- 355 niter:103000  430m 30s (- 369m 54s) completed: 53%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6569  lr: 0.0000 
Validation time:
Validation loss:1.286, accuracy:0.667
ep/it:269-  22 niter:103050  430m 45s (- 369m 43s) completed: 53%) loss_emb: 0.0025  loss: 1.2609  acc: 0.6657  lr: 0.0000 
ep/it:269-  72 niter:103100  430m 57s (- 369m 30s) completed: 53%) loss_emb: 0.0026  loss: 1.2962  acc: 0.6523  lr: 0.0000 
ep/it:269- 122 niter:103150  431m 9s (- 369m 17s) completed: 53%) loss_emb: 0.0026  loss: 1.2934  acc: 0.6541  lr: 0.0000 
ep/it:269- 172 niter:103200  431m 21s (- 369m 5s) completed: 53%) loss_emb: 0.0026  loss: 1.2848  acc: 0.6571  lr: 0.0000 
ep/it:269- 222 niter:103250  431m 34s (- 368m 52s) completed: 53%) loss_emb: 0.0027  loss: 1.3359  acc: 0.6431  lr: 0.0000 
ep/it:269- 272 niter:103300  431m 46s (- 368m 39s) completed: 53%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6594  lr: 0.0000 
ep/it:269- 322 niter:103350  431m 59s (- 368m 27s) completed: 53%) loss_emb: 0.0026  loss: 1.2961  acc: 0.6552  lr: 0.0000 
ep/it:269- 372 niter:103400  432m 11s (- 368m 14s) completed: 53%) loss_emb: 0.0026  loss: 1.3124  acc: 0.6503  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.662
--> 	 Eva. Ep 270 :, FID. 10.8266, Diversity Real. 9.2771, Diversity. 6.3012, R_precision_real. [0.52460106 0.71143617 0.80585106], R_precision. [0.26329787 0.4162234  0.51529255], matching_score_real. 2.91459321975708, matching_score_pred. 5.167768955230713
--> --> 	 Top1 Improved from 0.2560 to 0.2633 !!!
ep/it:270-  39 niter:103450  432m 33s (- 368m 10s) completed: 54%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6584  lr: 0.0000 
ep/it:270-  89 niter:103500  432m 45s (- 367m 57s) completed: 54%) loss_emb: 0.0026  loss: 1.2773  acc: 0.6608  lr: 0.0000 
ep/it:270- 139 niter:103550  432m 58s (- 367m 44s) completed: 54%) loss_emb: 0.0025  loss: 1.2523  acc: 0.6658  lr: 0.0000 
ep/it:270- 189 niter:103600  433m 10s (- 367m 31s) completed: 54%) loss_emb: 0.0026  loss: 1.2951  acc: 0.6548  lr: 0.0000 
ep/it:270- 239 niter:103650  433m 22s (- 367m 19s) completed: 54%) loss_emb: 0.0026  loss: 1.2941  acc: 0.6517  lr: 0.0000 
ep/it:270- 289 niter:103700  433m 35s (- 367m 6s) completed: 54%) loss_emb: 0.0026  loss: 1.3082  acc: 0.6512  lr: 0.0000 
ep/it:270- 339 niter:103750  433m 47s (- 366m 53s) completed: 54%) loss_emb: 0.0025  loss: 1.2496  acc: 0.6645  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.656
ep/it:271-   6 niter:103800  434m 2s (- 366m 42s) completed: 54%) loss_emb: 0.0026  loss: 1.3014  acc: 0.6510  lr: 0.0000 
ep/it:271-  56 niter:103850  434m 14s (- 366m 30s) completed: 54%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6549  lr: 0.0000 
ep/it:271- 106 niter:103900  434m 26s (- 366m 17s) completed: 54%) loss_emb: 0.0026  loss: 1.2980  acc: 0.6530  lr: 0.0000 
ep/it:271- 156 niter:103950  434m 39s (- 366m 4s) completed: 54%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6612  lr: 0.0000 
ep/it:271- 206 niter:104000  434m 51s (- 365m 52s) completed: 54%) loss_emb: 0.0027  loss: 1.3190  acc: 0.6484  lr: 0.0000 
ep/it:271- 256 niter:104050  435m 3s (- 365m 39s) completed: 54%) loss_emb: 0.0026  loss: 1.3028  acc: 0.6527  lr: 0.0000 
ep/it:271- 306 niter:104100  435m 16s (- 365m 26s) completed: 54%) loss_emb: 0.0026  loss: 1.2808  acc: 0.6585  lr: 0.0000 
ep/it:271- 356 niter:104150  435m 28s (- 365m 13s) completed: 54%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6564  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.655
ep/it:272-  23 niter:104200  435m 42s (- 365m 2s) completed: 54%) loss_emb: 0.0026  loss: 1.2849  acc: 0.6553  lr: 0.0000 
ep/it:272-  73 niter:104250  435m 55s (- 364m 50s) completed: 54%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6533  lr: 0.0000 
ep/it:272- 123 niter:104300  436m 7s (- 364m 37s) completed: 54%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6568  lr: 0.0000 
ep/it:272- 173 niter:104350  436m 19s (- 364m 24s) completed: 54%) loss_emb: 0.0026  loss: 1.3068  acc: 0.6511  lr: 0.0000 
ep/it:272- 223 niter:104400  436m 32s (- 364m 11s) completed: 54%) loss_emb: 0.0026  loss: 1.2940  acc: 0.6557  lr: 0.0000 
ep/it:272- 273 niter:104450  436m 44s (- 363m 59s) completed: 54%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6597  lr: 0.0000 
ep/it:272- 323 niter:104500  436m 56s (- 363m 46s) completed: 54%) loss_emb: 0.0026  loss: 1.2916  acc: 0.6575  lr: 0.0000 
ep/it:272- 373 niter:104550  437m 9s (- 363m 33s) completed: 54%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6561  lr: 0.0000 
Validation time:
Validation loss:1.339, accuracy:0.655
ep/it:273-  40 niter:104600  437m 23s (- 363m 22s) completed: 54%) loss_emb: 0.0026  loss: 1.2624  acc: 0.6630  lr: 0.0000 
ep/it:273-  90 niter:104650  437m 35s (- 363m 9s) completed: 54%) loss_emb: 0.0026  loss: 1.2906  acc: 0.6534  lr: 0.0000 
ep/it:273- 140 niter:104700  437m 47s (- 362m 57s) completed: 54%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6556  lr: 0.0000 
ep/it:273- 190 niter:104750  438m 0s (- 362m 44s) completed: 54%) loss_emb: 0.0026  loss: 1.2990  acc: 0.6529  lr: 0.0000 
ep/it:273- 240 niter:104800  438m 12s (- 362m 31s) completed: 54%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6543  lr: 0.0000 
ep/it:273- 290 niter:104850  438m 24s (- 362m 18s) completed: 54%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6555  lr: 0.0000 
ep/it:273- 340 niter:104900  438m 37s (- 362m 6s) completed: 54%) loss_emb: 0.0027  loss: 1.3241  acc: 0.6456  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.667
ep/it:274-   7 niter:104950  438m 51s (- 361m 55s) completed: 54%) loss_emb: 0.0026  loss: 1.3039  acc: 0.6531  lr: 0.0000 
ep/it:274-  57 niter:105000  439m 3s (- 361m 42s) completed: 54%) loss_emb: 0.0026  loss: 1.2965  acc: 0.6541  lr: 0.0000 
ep/it:274- 107 niter:105050  439m 16s (- 361m 29s) completed: 54%) loss_emb: 0.0026  loss: 1.2810  acc: 0.6557  lr: 0.0000 
ep/it:274- 157 niter:105100  439m 28s (- 361m 17s) completed: 54%) loss_emb: 0.0026  loss: 1.2813  acc: 0.6569  lr: 0.0000 
ep/it:274- 207 niter:105150  439m 40s (- 361m 4s) completed: 54%) loss_emb: 0.0026  loss: 1.3120  acc: 0.6497  lr: 0.0000 
ep/it:274- 257 niter:105200  439m 53s (- 360m 51s) completed: 54%) loss_emb: 0.0026  loss: 1.2967  acc: 0.6550  lr: 0.0000 
ep/it:274- 307 niter:105250  440m 5s (- 360m 38s) completed: 54%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6544  lr: 0.0000 
ep/it:274- 357 niter:105300  440m 18s (- 360m 26s) completed: 54%) loss_emb: 0.0026  loss: 1.2904  acc: 0.6543  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.660
--> 	 Eva. Ep 275 :, FID. 10.2865, Diversity Real. 9.6566, Diversity. 6.5140, R_precision_real. [0.50332447 0.70611702 0.80119681], R_precision. [0.24867021 0.39228723 0.5099734 ], matching_score_real. 2.914576530456543, matching_score_pred. 5.160529136657715
ep/it:275-  24 niter:105350  440m 40s (- 360m 22s) completed: 55%) loss_emb: 0.0026  loss: 1.2650  acc: 0.6585  lr: 0.0000 
ep/it:275-  74 niter:105400  440m 53s (- 360m 9s) completed: 55%) loss_emb: 0.0026  loss: 1.2855  acc: 0.6554  lr: 0.0000 
ep/it:275- 124 niter:105450  441m 5s (- 359m 56s) completed: 55%) loss_emb: 0.0026  loss: 1.2928  acc: 0.6558  lr: 0.0000 
ep/it:275- 174 niter:105500  441m 18s (- 359m 44s) completed: 55%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6600  lr: 0.0000 
ep/it:275- 224 niter:105550  441m 30s (- 359m 31s) completed: 55%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6572  lr: 0.0000 
ep/it:275- 274 niter:105600  441m 43s (- 359m 18s) completed: 55%) loss_emb: 0.0026  loss: 1.3056  acc: 0.6515  lr: 0.0000 
ep/it:275- 324 niter:105650  441m 55s (- 359m 6s) completed: 55%) loss_emb: 0.0026  loss: 1.2989  acc: 0.6563  lr: 0.0000 
ep/it:275- 374 niter:105700  442m 7s (- 358m 53s) completed: 55%) loss_emb: 0.0026  loss: 1.2960  acc: 0.6547  lr: 0.0000 
Validation time:
Validation loss:1.348, accuracy:0.645
ep/it:276-  41 niter:105750  442m 22s (- 358m 42s) completed: 55%) loss_emb: 0.0027  loss: 1.3116  acc: 0.6493  lr: 0.0000 
ep/it:276-  91 niter:105800  442m 34s (- 358m 29s) completed: 55%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6625  lr: 0.0000 
ep/it:276- 141 niter:105850  442m 46s (- 358m 16s) completed: 55%) loss_emb: 0.0026  loss: 1.2998  acc: 0.6532  lr: 0.0000 
ep/it:276- 191 niter:105900  442m 58s (- 358m 3s) completed: 55%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6537  lr: 0.0000 
ep/it:276- 241 niter:105950  443m 11s (- 357m 51s) completed: 55%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6563  lr: 0.0000 
ep/it:276- 291 niter:106000  443m 23s (- 357m 38s) completed: 55%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6575  lr: 0.0000 
ep/it:276- 341 niter:106050  443m 36s (- 357m 25s) completed: 55%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6579  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.662
ep/it:277-   8 niter:106100  443m 50s (- 357m 14s) completed: 55%) loss_emb: 0.0026  loss: 1.3046  acc: 0.6516  lr: 0.0000 
ep/it:277-  58 niter:106150  444m 2s (- 357m 2s) completed: 55%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6626  lr: 0.0000 
ep/it:277- 108 niter:106200  444m 15s (- 356m 49s) completed: 55%) loss_emb: 0.0026  loss: 1.2926  acc: 0.6546  lr: 0.0000 
ep/it:277- 158 niter:106250  444m 27s (- 356m 36s) completed: 55%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6572  lr: 0.0000 
ep/it:277- 208 niter:106300  444m 39s (- 356m 23s) completed: 55%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6593  lr: 0.0000 
ep/it:277- 258 niter:106350  444m 51s (- 356m 11s) completed: 55%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6579  lr: 0.0000 
ep/it:277- 308 niter:106400  445m 4s (- 355m 58s) completed: 55%) loss_emb: 0.0026  loss: 1.2911  acc: 0.6524  lr: 0.0000 
ep/it:277- 358 niter:106450  445m 16s (- 355m 45s) completed: 55%) loss_emb: 0.0026  loss: 1.2928  acc: 0.6518  lr: 0.0000 
Validation time:
Validation loss:1.363, accuracy:0.649
ep/it:278-  25 niter:106500  445m 31s (- 355m 34s) completed: 55%) loss_emb: 0.0026  loss: 1.2737  acc: 0.6589  lr: 0.0000 
ep/it:278-  75 niter:106550  445m 43s (- 355m 21s) completed: 55%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6579  lr: 0.0000 
ep/it:278- 125 niter:106600  445m 56s (- 355m 9s) completed: 55%) loss_emb: 0.0026  loss: 1.2757  acc: 0.6578  lr: 0.0000 
ep/it:278- 175 niter:106650  446m 8s (- 354m 56s) completed: 55%) loss_emb: 0.0026  loss: 1.2729  acc: 0.6593  lr: 0.0000 
ep/it:278- 225 niter:106700  446m 20s (- 354m 43s) completed: 55%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6558  lr: 0.0000 
ep/it:278- 275 niter:106750  446m 32s (- 354m 31s) completed: 55%) loss_emb: 0.0026  loss: 1.2820  acc: 0.6559  lr: 0.0000 
ep/it:278- 325 niter:106800  446m 45s (- 354m 18s) completed: 55%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6626  lr: 0.0000 
ep/it:278- 375 niter:106850  446m 57s (- 354m 5s) completed: 55%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6554  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.659
ep/it:279-  42 niter:106900  447m 11s (- 353m 54s) completed: 55%) loss_emb: 0.0026  loss: 1.2914  acc: 0.6553  lr: 0.0000 
ep/it:279-  92 niter:106950  447m 24s (- 353m 41s) completed: 55%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6630  lr: 0.0000 
ep/it:279- 142 niter:107000  447m 37s (- 353m 30s) completed: 55%) loss_emb: 0.0026  loss: 1.2901  acc: 0.6549  lr: 0.0000 
ep/it:279- 192 niter:107050  447m 50s (- 353m 17s) completed: 55%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6622  lr: 0.0000 
ep/it:279- 242 niter:107100  448m 3s (- 353m 5s) completed: 55%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6533  lr: 0.0000 
ep/it:279- 292 niter:107150  448m 15s (- 352m 52s) completed: 55%) loss_emb: 0.0026  loss: 1.2744  acc: 0.6576  lr: 0.0000 
ep/it:279- 342 niter:107200  448m 28s (- 352m 40s) completed: 55%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6559  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.662
--> 	 Eva. Ep 280 :, FID. 10.3217, Diversity Real. 9.2874, Diversity. 6.1642, R_precision_real. [0.51662234 0.70678191 0.79720745], R_precision. [0.24800532 0.40890957 0.52792553], matching_score_real. 2.9268250465393066, matching_score_pred. 5.075267314910889
--> --> 	 matching_score Improved from 5.10677 to 5.07527 !!!
--> --> 	 Top3 Improved from 0.5233 to 0.5279 !!!
ep/it:280-   9 niter:107250  448m 49s (- 352m 34s) completed: 56%) loss_emb: 0.0026  loss: 1.2906  acc: 0.6566  lr: 0.0000 
ep/it:280-  59 niter:107300  449m 2s (- 352m 22s) completed: 56%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6590  lr: 0.0000 
ep/it:280- 109 niter:107350  449m 14s (- 352m 9s) completed: 56%) loss_emb: 0.0027  loss: 1.3105  acc: 0.6479  lr: 0.0000 
ep/it:280- 159 niter:107400  449m 26s (- 351m 56s) completed: 56%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6553  lr: 0.0000 
ep/it:280- 209 niter:107450  449m 39s (- 351m 43s) completed: 56%) loss_emb: 0.0026  loss: 1.3161  acc: 0.6499  lr: 0.0000 
ep/it:280- 259 niter:107500  449m 51s (- 351m 30s) completed: 56%) loss_emb: 0.0026  loss: 1.2822  acc: 0.6562  lr: 0.0000 
ep/it:280- 309 niter:107550  450m 3s (- 351m 18s) completed: 56%) loss_emb: 0.0027  loss: 1.3128  acc: 0.6493  lr: 0.0000 
ep/it:280- 359 niter:107600  450m 16s (- 351m 5s) completed: 56%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6607  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.662
ep/it:281-  26 niter:107650  450m 30s (- 350m 54s) completed: 56%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6602  lr: 0.0000 
ep/it:281-  76 niter:107700  450m 42s (- 350m 41s) completed: 56%) loss_emb: 0.0027  loss: 1.3100  acc: 0.6490  lr: 0.0000 
ep/it:281- 126 niter:107750  450m 55s (- 350m 29s) completed: 56%) loss_emb: 0.0026  loss: 1.2838  acc: 0.6556  lr: 0.0000 
ep/it:281- 176 niter:107800  451m 7s (- 350m 16s) completed: 56%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6520  lr: 0.0000 
ep/it:281- 226 niter:107850  451m 20s (- 350m 3s) completed: 56%) loss_emb: 0.0026  loss: 1.2862  acc: 0.6564  lr: 0.0000 
ep/it:281- 276 niter:107900  451m 32s (- 349m 51s) completed: 56%) loss_emb: 0.0026  loss: 1.2736  acc: 0.6597  lr: 0.0000 
ep/it:281- 326 niter:107950  451m 45s (- 349m 38s) completed: 56%) loss_emb: 0.0026  loss: 1.2845  acc: 0.6580  lr: 0.0000 
ep/it:281- 376 niter:108000  451m 57s (- 349m 26s) completed: 56%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6548  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.660
ep/it:282-  43 niter:108050  452m 12s (- 349m 14s) completed: 56%) loss_emb: 0.0026  loss: 1.3014  acc: 0.6524  lr: 0.0000 
ep/it:282-  93 niter:108100  452m 24s (- 349m 2s) completed: 56%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6607  lr: 0.0000 
ep/it:282- 143 niter:108150  452m 36s (- 348m 49s) completed: 56%) loss_emb: 0.0026  loss: 1.2848  acc: 0.6545  lr: 0.0000 
ep/it:282- 193 niter:108200  452m 49s (- 348m 36s) completed: 56%) loss_emb: 0.0026  loss: 1.2859  acc: 0.6561  lr: 0.0000 
ep/it:282- 243 niter:108250  453m 1s (- 348m 24s) completed: 56%) loss_emb: 0.0026  loss: 1.2885  acc: 0.6543  lr: 0.0000 
ep/it:282- 293 niter:108300  453m 14s (- 348m 11s) completed: 56%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6589  lr: 0.0000 
ep/it:282- 343 niter:108350  453m 26s (- 347m 58s) completed: 56%) loss_emb: 0.0026  loss: 1.2984  acc: 0.6523  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.658
ep/it:283-  10 niter:108400  453m 41s (- 347m 47s) completed: 56%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6590  lr: 0.0000 
ep/it:283-  60 niter:108450  453m 53s (- 347m 35s) completed: 56%) loss_emb: 0.0026  loss: 1.2882  acc: 0.6546  lr: 0.0000 
ep/it:283- 110 niter:108500  454m 5s (- 347m 22s) completed: 56%) loss_emb: 0.0026  loss: 1.2947  acc: 0.6540  lr: 0.0000 
ep/it:283- 160 niter:108550  454m 18s (- 347m 10s) completed: 56%) loss_emb: 0.0026  loss: 1.3106  acc: 0.6521  lr: 0.0000 
ep/it:283- 210 niter:108600  454m 30s (- 346m 57s) completed: 56%) loss_emb: 0.0027  loss: 1.3097  acc: 0.6500  lr: 0.0000 
ep/it:283- 260 niter:108650  454m 43s (- 346m 44s) completed: 56%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6570  lr: 0.0000 
ep/it:283- 310 niter:108700  454m 55s (- 346m 31s) completed: 56%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6571  lr: 0.0000 
ep/it:283- 360 niter:108750  455m 8s (- 346m 19s) completed: 56%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6571  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.673
Improved accuracy from 0.67 to 0.6730350152305935!!!
ep/it:284-  27 niter:108800  455m 22s (- 346m 7s) completed: 56%) loss_emb: 0.0026  loss: 1.2914  acc: 0.6535  lr: 0.0000 
ep/it:284-  77 niter:108850  455m 34s (- 345m 55s) completed: 56%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6566  lr: 0.0000 
ep/it:284- 127 niter:108900  455m 47s (- 345m 42s) completed: 56%) loss_emb: 0.0026  loss: 1.2996  acc: 0.6500  lr: 0.0000 
ep/it:284- 177 niter:108950  455m 59s (- 345m 30s) completed: 56%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6608  lr: 0.0000 
ep/it:284- 227 niter:109000  456m 12s (- 345m 17s) completed: 56%) loss_emb: 0.0026  loss: 1.2994  acc: 0.6536  lr: 0.0000 
ep/it:284- 277 niter:109050  456m 24s (- 345m 5s) completed: 56%) loss_emb: 0.0026  loss: 1.2692  acc: 0.6593  lr: 0.0000 
ep/it:284- 327 niter:109100  456m 37s (- 344m 52s) completed: 56%) loss_emb: 0.0026  loss: 1.2850  acc: 0.6584  lr: 0.0000 
ep/it:284- 377 niter:109150  456m 49s (- 344m 39s) completed: 56%) loss_emb: 0.0026  loss: 1.2875  acc: 0.6556  lr: 0.0000 
Validation time:
Validation loss:1.344, accuracy:0.652
--> 	 Eva. Ep 285 :, FID. 9.8965, Diversity Real. 9.5122, Diversity. 6.4628, R_precision_real. [0.51462766 0.70944149 0.80917553], R_precision. [0.24534574 0.40292553 0.51396277], matching_score_real. 2.878368616104126, matching_score_pred. 5.147028923034668
ep/it:285-  44 niter:109200  457m 12s (- 344m 34s) completed: 57%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6611  lr: 0.0000 
ep/it:285-  94 niter:109250  457m 24s (- 344m 22s) completed: 57%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6597  lr: 0.0000 
ep/it:285- 144 niter:109300  457m 37s (- 344m 9s) completed: 57%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6579  lr: 0.0000 
ep/it:285- 194 niter:109350  457m 49s (- 343m 56s) completed: 57%) loss_emb: 0.0026  loss: 1.2811  acc: 0.6574  lr: 0.0000 
ep/it:285- 244 niter:109400  458m 1s (- 343m 43s) completed: 57%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6522  lr: 0.0000 
ep/it:285- 294 niter:109450  458m 13s (- 343m 30s) completed: 57%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6612  lr: 0.0000 
ep/it:285- 344 niter:109500  458m 26s (- 343m 18s) completed: 57%) loss_emb: 0.0026  loss: 1.3037  acc: 0.6498  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.655
ep/it:286-  11 niter:109550  458m 40s (- 343m 6s) completed: 57%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6521  lr: 0.0000 
ep/it:286-  61 niter:109600  458m 52s (- 342m 54s) completed: 57%) loss_emb: 0.0026  loss: 1.2604  acc: 0.6614  lr: 0.0000 
ep/it:286- 111 niter:109650  459m 4s (- 342m 41s) completed: 57%) loss_emb: 0.0026  loss: 1.2973  acc: 0.6515  lr: 0.0000 
ep/it:286- 161 niter:109700  459m 17s (- 342m 28s) completed: 57%) loss_emb: 0.0026  loss: 1.3091  acc: 0.6512  lr: 0.0000 
ep/it:286- 211 niter:109750  459m 29s (- 342m 15s) completed: 57%) loss_emb: 0.0026  loss: 1.2991  acc: 0.6525  lr: 0.0000 
ep/it:286- 261 niter:109800  459m 41s (- 342m 3s) completed: 57%) loss_emb: 0.0026  loss: 1.2898  acc: 0.6552  lr: 0.0000 
ep/it:286- 311 niter:109850  459m 54s (- 341m 50s) completed: 57%) loss_emb: 0.0026  loss: 1.2664  acc: 0.6591  lr: 0.0000 
ep/it:286- 361 niter:109900  460m 6s (- 341m 37s) completed: 57%) loss_emb: 0.0026  loss: 1.2956  acc: 0.6555  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.661
ep/it:287-  28 niter:109950  460m 21s (- 341m 26s) completed: 57%) loss_emb: 0.0026  loss: 1.2809  acc: 0.6566  lr: 0.0000 
ep/it:287-  78 niter:110000  460m 33s (- 341m 13s) completed: 57%) loss_emb: 0.0026  loss: 1.2692  acc: 0.6609  lr: 0.0000 
ep/it:287- 128 niter:110050  460m 46s (- 341m 1s) completed: 57%) loss_emb: 0.0026  loss: 1.2919  acc: 0.6558  lr: 0.0000 
ep/it:287- 178 niter:110100  460m 59s (- 340m 49s) completed: 57%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6563  lr: 0.0000 
ep/it:287- 228 niter:110150  461m 11s (- 340m 36s) completed: 57%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6630  lr: 0.0000 
ep/it:287- 278 niter:110200  461m 24s (- 340m 24s) completed: 57%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6592  lr: 0.0000 
ep/it:287- 328 niter:110250  461m 37s (- 340m 11s) completed: 57%) loss_emb: 0.0026  loss: 1.2760  acc: 0.6561  lr: 0.0000 
ep/it:287- 378 niter:110300  461m 49s (- 339m 59s) completed: 57%) loss_emb: 0.0026  loss: 1.3032  acc: 0.6537  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.657
ep/it:288-  45 niter:110350  462m 4s (- 339m 48s) completed: 57%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6548  lr: 0.0000 
ep/it:288-  95 niter:110400  462m 17s (- 339m 35s) completed: 57%) loss_emb: 0.0026  loss: 1.2759  acc: 0.6562  lr: 0.0000 
ep/it:288- 145 niter:110450  462m 29s (- 339m 23s) completed: 57%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6525  lr: 0.0000 
ep/it:288- 195 niter:110500  462m 42s (- 339m 10s) completed: 57%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6605  lr: 0.0000 
ep/it:288- 245 niter:110550  462m 54s (- 338m 57s) completed: 57%) loss_emb: 0.0027  loss: 1.3227  acc: 0.6465  lr: 0.0000 
ep/it:288- 295 niter:110600  463m 7s (- 338m 45s) completed: 57%) loss_emb: 0.0026  loss: 1.2943  acc: 0.6552  lr: 0.0000 
ep/it:288- 345 niter:110650  463m 19s (- 338m 32s) completed: 57%) loss_emb: 0.0026  loss: 1.2733  acc: 0.6571  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.658
ep/it:289-  12 niter:110700  463m 33s (- 338m 21s) completed: 57%) loss_emb: 0.0026  loss: 1.2876  acc: 0.6567  lr: 0.0000 
ep/it:289-  62 niter:110750  463m 46s (- 338m 8s) completed: 57%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6568  lr: 0.0000 
ep/it:289- 112 niter:110800  463m 58s (- 337m 55s) completed: 57%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6616  lr: 0.0000 
ep/it:289- 162 niter:110850  464m 10s (- 337m 43s) completed: 57%) loss_emb: 0.0026  loss: 1.2820  acc: 0.6581  lr: 0.0000 
ep/it:289- 212 niter:110900  464m 23s (- 337m 30s) completed: 57%) loss_emb: 0.0026  loss: 1.2788  acc: 0.6553  lr: 0.0000 
ep/it:289- 262 niter:110950  464m 35s (- 337m 17s) completed: 57%) loss_emb: 0.0026  loss: 1.2941  acc: 0.6537  lr: 0.0000 
ep/it:289- 312 niter:111000  464m 47s (- 337m 4s) completed: 57%) loss_emb: 0.0026  loss: 1.2934  acc: 0.6553  lr: 0.0000 
ep/it:289- 362 niter:111050  465m 0s (- 336m 52s) completed: 57%) loss_emb: 0.0026  loss: 1.2881  acc: 0.6559  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.653
--> 	 Eva. Ep 290 :, FID. 10.4751, Diversity Real. 9.5094, Diversity. 6.5120, R_precision_real. [0.49667553 0.69215426 0.80119681], R_precision. [0.25       0.41023936 0.51196809], matching_score_real. 2.903468132019043, matching_score_pred. 5.135537147521973
ep/it:290-  29 niter:111100  465m 21s (- 336m 46s) completed: 58%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6580  lr: 0.0000 
ep/it:290-  79 niter:111150  465m 33s (- 336m 33s) completed: 58%) loss_emb: 0.0026  loss: 1.2733  acc: 0.6600  lr: 0.0000 
ep/it:290- 129 niter:111200  465m 46s (- 336m 20s) completed: 58%) loss_emb: 0.0026  loss: 1.2957  acc: 0.6520  lr: 0.0000 
ep/it:290- 179 niter:111250  465m 58s (- 336m 7s) completed: 58%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6533  lr: 0.0000 
ep/it:290- 229 niter:111300  466m 10s (- 335m 55s) completed: 58%) loss_emb: 0.0026  loss: 1.2918  acc: 0.6530  lr: 0.0000 
ep/it:290- 279 niter:111350  466m 23s (- 335m 42s) completed: 58%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6560  lr: 0.0000 
ep/it:290- 329 niter:111400  466m 35s (- 335m 29s) completed: 58%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6605  lr: 0.0000 
ep/it:290- 379 niter:111450  466m 48s (- 335m 17s) completed: 58%) loss_emb: 0.0027  loss: 1.3039  acc: 0.6489  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.664
ep/it:291-  46 niter:111500  467m 2s (- 335m 6s) completed: 58%) loss_emb: 0.0026  loss: 1.2914  acc: 0.6525  lr: 0.0000 
ep/it:291-  96 niter:111550  467m 15s (- 334m 53s) completed: 58%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6605  lr: 0.0000 
ep/it:291- 146 niter:111600  467m 27s (- 334m 40s) completed: 58%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6563  lr: 0.0000 
ep/it:291- 196 niter:111650  467m 40s (- 334m 28s) completed: 58%) loss_emb: 0.0026  loss: 1.2787  acc: 0.6558  lr: 0.0000 
ep/it:291- 246 niter:111700  467m 52s (- 334m 15s) completed: 58%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6526  lr: 0.0000 
ep/it:291- 296 niter:111750  468m 4s (- 334m 2s) completed: 58%) loss_emb: 0.0026  loss: 1.2955  acc: 0.6531  lr: 0.0000 
ep/it:291- 346 niter:111800  468m 17s (- 333m 49s) completed: 58%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6582  lr: 0.0000 
Validation time:
Validation loss:1.321, accuracy:0.654
ep/it:292-  13 niter:111850  468m 31s (- 333m 38s) completed: 58%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6637  lr: 0.0000 
ep/it:292-  63 niter:111900  468m 43s (- 333m 25s) completed: 58%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6578  lr: 0.0000 
ep/it:292- 113 niter:111950  468m 56s (- 333m 13s) completed: 58%) loss_emb: 0.0026  loss: 1.2871  acc: 0.6567  lr: 0.0000 
ep/it:292- 163 niter:112000  469m 8s (- 333m 0s) completed: 58%) loss_emb: 0.0026  loss: 1.2823  acc: 0.6555  lr: 0.0000 
ep/it:292- 213 niter:112050  469m 20s (- 332m 47s) completed: 58%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6566  lr: 0.0000 
ep/it:292- 263 niter:112100  469m 33s (- 332m 35s) completed: 58%) loss_emb: 0.0026  loss: 1.2757  acc: 0.6578  lr: 0.0000 
ep/it:292- 313 niter:112150  469m 45s (- 332m 22s) completed: 58%) loss_emb: 0.0026  loss: 1.2823  acc: 0.6548  lr: 0.0000 
ep/it:292- 363 niter:112200  469m 58s (- 332m 9s) completed: 58%) loss_emb: 0.0026  loss: 1.2881  acc: 0.6553  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.660
ep/it:293-  30 niter:112250  470m 12s (- 331m 58s) completed: 58%) loss_emb: 0.0026  loss: 1.2765  acc: 0.6569  lr: 0.0000 
ep/it:293-  80 niter:112300  470m 24s (- 331m 45s) completed: 58%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6568  lr: 0.0000 
ep/it:293- 130 niter:112350  470m 37s (- 331m 32s) completed: 58%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6611  lr: 0.0000 
ep/it:293- 180 niter:112400  470m 49s (- 331m 20s) completed: 58%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6543  lr: 0.0000 
ep/it:293- 230 niter:112450  471m 1s (- 331m 7s) completed: 58%) loss_emb: 0.0026  loss: 1.2849  acc: 0.6564  lr: 0.0000 
ep/it:293- 280 niter:112500  471m 14s (- 330m 54s) completed: 58%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6614  lr: 0.0000 
ep/it:293- 330 niter:112550  471m 26s (- 330m 42s) completed: 58%) loss_emb: 0.0026  loss: 1.2862  acc: 0.6537  lr: 0.0000 
ep/it:293- 380 niter:112600  471m 38s (- 330m 29s) completed: 58%) loss_emb: 0.0027  loss: 1.3142  acc: 0.6495  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.661
ep/it:294-  47 niter:112650  471m 53s (- 330m 17s) completed: 58%) loss_emb: 0.0026  loss: 1.2917  acc: 0.6554  lr: 0.0000 
ep/it:294-  97 niter:112700  472m 5s (- 330m 5s) completed: 58%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6586  lr: 0.0000 
ep/it:294- 147 niter:112750  472m 17s (- 329m 52s) completed: 58%) loss_emb: 0.0027  loss: 1.3052  acc: 0.6493  lr: 0.0000 
ep/it:294- 197 niter:112800  472m 30s (- 329m 39s) completed: 58%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6521  lr: 0.0000 
ep/it:294- 247 niter:112850  472m 42s (- 329m 27s) completed: 58%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6625  lr: 0.0000 
ep/it:294- 297 niter:112900  472m 54s (- 329m 14s) completed: 58%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6558  lr: 0.0000 
ep/it:294- 347 niter:112950  473m 6s (- 329m 1s) completed: 58%) loss_emb: 0.0026  loss: 1.2816  acc: 0.6571  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.661
--> 	 Eva. Ep 295 :, FID. 10.4409, Diversity Real. 9.3719, Diversity. 6.1768, R_precision_real. [0.52792553 0.71808511 0.8125    ], R_precision. [0.24867021 0.40159574 0.51130319], matching_score_real. 2.882248878479004, matching_score_pred. 5.139369010925293
ep/it:295-  14 niter:113000  473m 29s (- 328m 55s) completed: 59%) loss_emb: 0.0026  loss: 1.2919  acc: 0.6540  lr: 0.0000 
ep/it:295-  64 niter:113050  473m 41s (- 328m 43s) completed: 59%) loss_emb: 0.0026  loss: 1.3026  acc: 0.6528  lr: 0.0000 
ep/it:295- 114 niter:113100  473m 54s (- 328m 30s) completed: 59%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6549  lr: 0.0000 
ep/it:295- 164 niter:113150  474m 6s (- 328m 17s) completed: 59%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6557  lr: 0.0000 
ep/it:295- 214 niter:113200  474m 18s (- 328m 4s) completed: 59%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6579  lr: 0.0000 
ep/it:295- 264 niter:113250  474m 31s (- 327m 52s) completed: 59%) loss_emb: 0.0026  loss: 1.3069  acc: 0.6516  lr: 0.0000 
ep/it:295- 314 niter:113300  474m 43s (- 327m 39s) completed: 59%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6557  lr: 0.0000 
ep/it:295- 364 niter:113350  474m 55s (- 327m 26s) completed: 59%) loss_emb: 0.0025  loss: 1.2493  acc: 0.6659  lr: 0.0000 
Validation time:
Validation loss:1.333, accuracy:0.654
ep/it:296-  31 niter:113400  475m 9s (- 327m 15s) completed: 59%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6573  lr: 0.0000 
ep/it:296-  81 niter:113450  475m 22s (- 327m 2s) completed: 59%) loss_emb: 0.0026  loss: 1.2948  acc: 0.6531  lr: 0.0000 
ep/it:296- 131 niter:113500  475m 34s (- 326m 49s) completed: 59%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6576  lr: 0.0000 
ep/it:296- 181 niter:113550  475m 47s (- 326m 37s) completed: 59%) loss_emb: 0.0026  loss: 1.3017  acc: 0.6504  lr: 0.0000 
ep/it:296- 231 niter:113600  475m 59s (- 326m 24s) completed: 59%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6628  lr: 0.0000 
ep/it:296- 281 niter:113650  476m 12s (- 326m 11s) completed: 59%) loss_emb: 0.0026  loss: 1.2984  acc: 0.6545  lr: 0.0000 
ep/it:296- 331 niter:113700  476m 24s (- 325m 59s) completed: 59%) loss_emb: 0.0026  loss: 1.2859  acc: 0.6531  lr: 0.0000 
ep/it:296- 381 niter:113750  476m 36s (- 325m 46s) completed: 59%) loss_emb: 0.0026  loss: 1.2993  acc: 0.6530  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.652
ep/it:297-  48 niter:113800  476m 51s (- 325m 35s) completed: 59%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6566  lr: 0.0000 
ep/it:297-  98 niter:113850  477m 3s (- 325m 22s) completed: 59%) loss_emb: 0.0026  loss: 1.2822  acc: 0.6567  lr: 0.0000 
ep/it:297- 148 niter:113900  477m 16s (- 325m 9s) completed: 59%) loss_emb: 0.0026  loss: 1.2994  acc: 0.6527  lr: 0.0000 
ep/it:297- 198 niter:113950  477m 28s (- 324m 57s) completed: 59%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6597  lr: 0.0000 
ep/it:297- 248 niter:114000  477m 40s (- 324m 44s) completed: 59%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6547  lr: 0.0000 
ep/it:297- 298 niter:114050  477m 53s (- 324m 31s) completed: 59%) loss_emb: 0.0026  loss: 1.2967  acc: 0.6525  lr: 0.0000 
ep/it:297- 348 niter:114100  478m 5s (- 324m 18s) completed: 59%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6601  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.662
ep/it:298-  15 niter:114150  478m 19s (- 324m 7s) completed: 59%) loss_emb: 0.0026  loss: 1.2832  acc: 0.6561  lr: 0.0000 
ep/it:298-  65 niter:114200  478m 32s (- 323m 55s) completed: 59%) loss_emb: 0.0026  loss: 1.3000  acc: 0.6527  lr: 0.0000 
ep/it:298- 115 niter:114250  478m 44s (- 323m 42s) completed: 59%) loss_emb: 0.0026  loss: 1.2865  acc: 0.6550  lr: 0.0000 
ep/it:298- 165 niter:114300  478m 57s (- 323m 29s) completed: 59%) loss_emb: 0.0026  loss: 1.2802  acc: 0.6572  lr: 0.0000 
ep/it:298- 215 niter:114350  479m 9s (- 323m 16s) completed: 59%) loss_emb: 0.0026  loss: 1.2876  acc: 0.6569  lr: 0.0000 
ep/it:298- 265 niter:114400  479m 22s (- 323m 4s) completed: 59%) loss_emb: 0.0026  loss: 1.2826  acc: 0.6580  lr: 0.0000 
ep/it:298- 315 niter:114450  479m 34s (- 322m 51s) completed: 59%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6604  lr: 0.0000 
ep/it:298- 365 niter:114500  479m 46s (- 322m 38s) completed: 59%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6592  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.658
ep/it:299-  32 niter:114550  480m 0s (- 322m 27s) completed: 59%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6586  lr: 0.0000 
ep/it:299-  82 niter:114600  480m 13s (- 322m 14s) completed: 59%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6566  lr: 0.0000 
ep/it:299- 132 niter:114650  480m 25s (- 322m 1s) completed: 59%) loss_emb: 0.0026  loss: 1.2803  acc: 0.6559  lr: 0.0000 
ep/it:299- 182 niter:114700  480m 38s (- 321m 49s) completed: 59%) loss_emb: 0.0026  loss: 1.2924  acc: 0.6526  lr: 0.0000 
ep/it:299- 232 niter:114750  480m 50s (- 321m 36s) completed: 59%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6575  lr: 0.0000 
ep/it:299- 282 niter:114800  481m 2s (- 321m 23s) completed: 59%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6560  lr: 0.0000 
ep/it:299- 332 niter:114850  481m 14s (- 321m 10s) completed: 59%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6589  lr: 0.0000 
ep/it:299- 382 niter:114900  481m 27s (- 320m 58s) completed: 60%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6633  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.662
--> 	 Eva. Ep 300 :, FID. 10.2254, Diversity Real. 9.7612, Diversity. 6.3367, R_precision_real. [0.51462766 0.69015957 0.79587766], R_precision. [0.24468085 0.4162234  0.51861702], matching_score_real. 2.9482815265655518, matching_score_pred. 5.170158863067627
ep/it:300-  49 niter:114950  481m 49s (- 320m 52s) completed: 60%) loss_emb: 0.0026  loss: 1.2666  acc: 0.6607  lr: 0.0000 
ep/it:300-  99 niter:115000  482m 1s (- 320m 39s) completed: 60%) loss_emb: 0.0026  loss: 1.3024  acc: 0.6509  lr: 0.0000 
ep/it:300- 149 niter:115050  482m 14s (- 320m 26s) completed: 60%) loss_emb: 0.0026  loss: 1.2852  acc: 0.6546  lr: 0.0000 
ep/it:300- 199 niter:115100  482m 26s (- 320m 13s) completed: 60%) loss_emb: 0.0026  loss: 1.2765  acc: 0.6577  lr: 0.0000 
ep/it:300- 249 niter:115150  482m 39s (- 320m 1s) completed: 60%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6593  lr: 0.0000 
ep/it:300- 299 niter:115200  482m 51s (- 319m 48s) completed: 60%) loss_emb: 0.0026  loss: 1.2793  acc: 0.6583  lr: 0.0000 
ep/it:300- 349 niter:115250  483m 3s (- 319m 35s) completed: 60%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6606  lr: 0.0000 
Validation time:
Validation loss:1.338, accuracy:0.657
ep/it:301-  16 niter:115300  483m 18s (- 319m 24s) completed: 60%) loss_emb: 0.0026  loss: 1.2752  acc: 0.6558  lr: 0.0000 
ep/it:301-  66 niter:115350  483m 30s (- 319m 11s) completed: 60%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6590  lr: 0.0000 
ep/it:301- 116 niter:115400  483m 42s (- 318m 58s) completed: 60%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6590  lr: 0.0000 
ep/it:301- 166 niter:115450  483m 55s (- 318m 46s) completed: 60%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6560  lr: 0.0000 
ep/it:301- 216 niter:115500  484m 7s (- 318m 33s) completed: 60%) loss_emb: 0.0026  loss: 1.2964  acc: 0.6515  lr: 0.0000 
ep/it:301- 266 niter:115550  484m 19s (- 318m 20s) completed: 60%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6561  lr: 0.0000 
ep/it:301- 316 niter:115600  484m 32s (- 318m 7s) completed: 60%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6552  lr: 0.0000 
ep/it:301- 366 niter:115650  484m 44s (- 317m 55s) completed: 60%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6630  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.661
ep/it:302-  33 niter:115700  484m 59s (- 317m 43s) completed: 60%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6582  lr: 0.0000 
ep/it:302-  83 niter:115750  485m 11s (- 317m 31s) completed: 60%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6578  lr: 0.0000 
ep/it:302- 133 niter:115800  485m 23s (- 317m 18s) completed: 60%) loss_emb: 0.0026  loss: 1.2943  acc: 0.6507  lr: 0.0000 
ep/it:302- 183 niter:115850  485m 35s (- 317m 5s) completed: 60%) loss_emb: 0.0026  loss: 1.2929  acc: 0.6534  lr: 0.0000 
ep/it:302- 233 niter:115900  485m 48s (- 316m 52s) completed: 60%) loss_emb: 0.0026  loss: 1.2729  acc: 0.6596  lr: 0.0000 
ep/it:302- 283 niter:115950  486m 0s (- 316m 40s) completed: 60%) loss_emb: 0.0026  loss: 1.2963  acc: 0.6512  lr: 0.0000 
ep/it:302- 333 niter:116000  486m 12s (- 316m 27s) completed: 60%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6600  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.663
ep/it:303-   0 niter:116050  486m 27s (- 316m 16s) completed: 60%) loss_emb: 0.0025  loss: 1.2554  acc: 0.6641  lr: 0.0000 
ep/it:303-  50 niter:116100  486m 39s (- 316m 3s) completed: 60%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6582  lr: 0.0000 
ep/it:303- 100 niter:116150  486m 52s (- 315m 50s) completed: 60%) loss_emb: 0.0027  loss: 1.3200  acc: 0.6461  lr: 0.0000 
ep/it:303- 150 niter:116200  487m 4s (- 315m 38s) completed: 60%) loss_emb: 0.0026  loss: 1.3099  acc: 0.6513  lr: 0.0000 
ep/it:303- 200 niter:116250  487m 17s (- 315m 25s) completed: 60%) loss_emb: 0.0026  loss: 1.3090  acc: 0.6516  lr: 0.0000 
ep/it:303- 250 niter:116300  487m 29s (- 315m 12s) completed: 60%) loss_emb: 0.0026  loss: 1.2878  acc: 0.6528  lr: 0.0000 
ep/it:303- 300 niter:116350  487m 42s (- 315m 0s) completed: 60%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6565  lr: 0.0000 
ep/it:303- 350 niter:116400  487m 54s (- 314m 47s) completed: 60%) loss_emb: 0.0026  loss: 1.2843  acc: 0.6569  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.656
ep/it:304-  17 niter:116450  488m 8s (- 314m 36s) completed: 60%) loss_emb: 0.0026  loss: 1.3001  acc: 0.6502  lr: 0.0000 
ep/it:304-  67 niter:116500  488m 21s (- 314m 23s) completed: 60%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6632  lr: 0.0000 
ep/it:304- 117 niter:116550  488m 33s (- 314m 10s) completed: 60%) loss_emb: 0.0026  loss: 1.2758  acc: 0.6593  lr: 0.0000 
ep/it:304- 167 niter:116600  488m 46s (- 313m 58s) completed: 60%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6572  lr: 0.0000 
ep/it:304- 217 niter:116650  488m 58s (- 313m 45s) completed: 60%) loss_emb: 0.0026  loss: 1.2902  acc: 0.6526  lr: 0.0000 
ep/it:304- 267 niter:116700  489m 11s (- 313m 32s) completed: 60%) loss_emb: 0.0026  loss: 1.2798  acc: 0.6560  lr: 0.0000 
ep/it:304- 317 niter:116750  489m 23s (- 313m 20s) completed: 60%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6581  lr: 0.0000 
ep/it:304- 367 niter:116800  489m 36s (- 313m 7s) completed: 60%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6598  lr: 0.0000 
Validation time:
Validation loss:1.273, accuracy:0.669
--> 	 Eva. Ep 305 :, FID. 10.6237, Diversity Real. 9.4572, Diversity. 6.0431, R_precision_real. [0.50598404 0.69880319 0.79587766], R_precision. [0.24667553 0.38098404 0.49335106], matching_score_real. 2.923095941543579, matching_score_pred. 5.174453258514404
ep/it:305-  34 niter:116850  489m 58s (- 313m 1s) completed: 61%) loss_emb: 0.0026  loss: 1.2966  acc: 0.6539  lr: 0.0000 
ep/it:305-  84 niter:116900  490m 10s (- 312m 48s) completed: 61%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6620  lr: 0.0000 
ep/it:305- 134 niter:116950  490m 22s (- 312m 35s) completed: 61%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6589  lr: 0.0000 
ep/it:305- 184 niter:117000  490m 35s (- 312m 23s) completed: 61%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6546  lr: 0.0000 
ep/it:305- 234 niter:117050  490m 47s (- 312m 10s) completed: 61%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6598  lr: 0.0000 
ep/it:305- 284 niter:117100  491m 0s (- 311m 57s) completed: 61%) loss_emb: 0.0026  loss: 1.2878  acc: 0.6541  lr: 0.0000 
ep/it:305- 334 niter:117150  491m 12s (- 311m 45s) completed: 61%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6569  lr: 0.0000 
Validation time:
Validation loss:1.299, accuracy:0.664
ep/it:306-   1 niter:117200  491m 27s (- 311m 33s) completed: 61%) loss_emb: 0.0026  loss: 1.2785  acc: 0.6586  lr: 0.0000 
ep/it:306-  51 niter:117250  491m 39s (- 311m 20s) completed: 61%) loss_emb: 0.0026  loss: 1.2668  acc: 0.6613  lr: 0.0000 
ep/it:306- 101 niter:117300  491m 51s (- 311m 8s) completed: 61%) loss_emb: 0.0026  loss: 1.2910  acc: 0.6554  lr: 0.0000 
ep/it:306- 151 niter:117350  492m 4s (- 310m 55s) completed: 61%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6617  lr: 0.0000 
ep/it:306- 201 niter:117400  492m 16s (- 310m 42s) completed: 61%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6596  lr: 0.0000 
ep/it:306- 251 niter:117450  492m 28s (- 310m 29s) completed: 61%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6600  lr: 0.0000 
ep/it:306- 301 niter:117500  492m 41s (- 310m 17s) completed: 61%) loss_emb: 0.0026  loss: 1.2900  acc: 0.6543  lr: 0.0000 
ep/it:306- 351 niter:117550  492m 53s (- 310m 4s) completed: 61%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6627  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.656
ep/it:307-  18 niter:117600  493m 7s (- 309m 52s) completed: 61%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6585  lr: 0.0000 
ep/it:307-  68 niter:117650  493m 19s (- 309m 40s) completed: 61%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6532  lr: 0.0000 
ep/it:307- 118 niter:117700  493m 31s (- 309m 27s) completed: 61%) loss_emb: 0.0026  loss: 1.3003  acc: 0.6528  lr: 0.0000 
ep/it:307- 168 niter:117750  493m 44s (- 309m 14s) completed: 61%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6590  lr: 0.0000 
ep/it:307- 218 niter:117800  493m 56s (- 309m 1s) completed: 61%) loss_emb: 0.0026  loss: 1.2612  acc: 0.6582  lr: 0.0000 
ep/it:307- 268 niter:117850  494m 8s (- 308m 49s) completed: 61%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6579  lr: 0.0000 
ep/it:307- 318 niter:117900  494m 21s (- 308m 36s) completed: 61%) loss_emb: 0.0026  loss: 1.2568  acc: 0.6627  lr: 0.0000 
ep/it:307- 368 niter:117950  494m 33s (- 308m 23s) completed: 61%) loss_emb: 0.0026  loss: 1.3036  acc: 0.6532  lr: 0.0000 
Validation time:
Validation loss:1.357, accuracy:0.651
ep/it:308-  35 niter:118000  494m 48s (- 308m 12s) completed: 61%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6616  lr: 0.0000 
ep/it:308-  85 niter:118050  495m 0s (- 307m 59s) completed: 61%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6610  lr: 0.0000 
ep/it:308- 135 niter:118100  495m 12s (- 307m 46s) completed: 61%) loss_emb: 0.0026  loss: 1.2974  acc: 0.6520  lr: 0.0000 
ep/it:308- 185 niter:118150  495m 25s (- 307m 33s) completed: 61%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6643  lr: 0.0000 
ep/it:308- 235 niter:118200  495m 37s (- 307m 21s) completed: 61%) loss_emb: 0.0026  loss: 1.2774  acc: 0.6582  lr: 0.0000 
ep/it:308- 285 niter:118250  495m 49s (- 307m 8s) completed: 61%) loss_emb: 0.0026  loss: 1.2932  acc: 0.6541  lr: 0.0000 
ep/it:308- 335 niter:118300  496m 1s (- 306m 55s) completed: 61%) loss_emb: 0.0026  loss: 1.2923  acc: 0.6549  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.651
ep/it:309-   2 niter:118350  496m 16s (- 306m 44s) completed: 61%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6587  lr: 0.0000 
ep/it:309-  52 niter:118400  496m 29s (- 306m 31s) completed: 61%) loss_emb: 0.0027  loss: 1.3201  acc: 0.6467  lr: 0.0000 
ep/it:309- 102 niter:118450  496m 42s (- 306m 19s) completed: 61%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6562  lr: 0.0000 
ep/it:309- 152 niter:118500  496m 55s (- 306m 7s) completed: 61%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6590  lr: 0.0000 
ep/it:309- 202 niter:118550  497m 8s (- 305m 54s) completed: 61%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6581  lr: 0.0000 
ep/it:309- 252 niter:118600  497m 20s (- 305m 42s) completed: 61%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6592  lr: 0.0000 
ep/it:309- 302 niter:118650  497m 33s (- 305m 29s) completed: 61%) loss_emb: 0.0026  loss: 1.2747  acc: 0.6567  lr: 0.0000 
ep/it:309- 352 niter:118700  497m 45s (- 305m 16s) completed: 61%) loss_emb: 0.0026  loss: 1.2883  acc: 0.6538  lr: 0.0000 
Validation time:
Validation loss:1.347, accuracy:0.651
--> 	 Eva. Ep 310 :, FID. 10.6965, Diversity Real. 9.4525, Diversity. 6.1934, R_precision_real. [0.5099734  0.7081117  0.81050532], R_precision. [0.26196809 0.40226064 0.51462766], matching_score_real. 2.9049136638641357, matching_score_pred. 5.180352210998535
ep/it:310-  19 niter:118750  498m 8s (- 305m 10s) completed: 62%) loss_emb: 0.0026  loss: 1.2968  acc: 0.6522  lr: 0.0000 
ep/it:310-  69 niter:118800  498m 20s (- 304m 57s) completed: 62%) loss_emb: 0.0025  loss: 1.2431  acc: 0.6685  lr: 0.0000 
ep/it:310- 119 niter:118850  498m 32s (- 304m 44s) completed: 62%) loss_emb: 0.0026  loss: 1.2959  acc: 0.6534  lr: 0.0000 
ep/it:310- 169 niter:118900  498m 45s (- 304m 32s) completed: 62%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6545  lr: 0.0000 
ep/it:310- 219 niter:118950  498m 57s (- 304m 19s) completed: 62%) loss_emb: 0.0026  loss: 1.2911  acc: 0.6567  lr: 0.0000 
ep/it:310- 269 niter:119000  499m 9s (- 304m 6s) completed: 62%) loss_emb: 0.0025  loss: 1.2459  acc: 0.6667  lr: 0.0000 
ep/it:310- 319 niter:119050  499m 22s (- 303m 54s) completed: 62%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6555  lr: 0.0000 
ep/it:310- 369 niter:119100  499m 34s (- 303m 41s) completed: 62%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6570  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.670
ep/it:311-  36 niter:119150  499m 49s (- 303m 30s) completed: 62%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6540  lr: 0.0000 
ep/it:311-  86 niter:119200  500m 1s (- 303m 17s) completed: 62%) loss_emb: 0.0026  loss: 1.2816  acc: 0.6586  lr: 0.0000 
ep/it:311- 136 niter:119250  500m 14s (- 303m 4s) completed: 62%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6604  lr: 0.0000 
ep/it:311- 186 niter:119300  500m 26s (- 302m 51s) completed: 62%) loss_emb: 0.0026  loss: 1.3153  acc: 0.6496  lr: 0.0000 
ep/it:311- 236 niter:119350  500m 38s (- 302m 39s) completed: 62%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6588  lr: 0.0000 
ep/it:311- 286 niter:119400  500m 50s (- 302m 26s) completed: 62%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6589  lr: 0.0000 
ep/it:311- 336 niter:119450  501m 3s (- 302m 13s) completed: 62%) loss_emb: 0.0026  loss: 1.2874  acc: 0.6563  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.664
ep/it:312-   3 niter:119500  501m 17s (- 302m 2s) completed: 62%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6607  lr: 0.0000 
ep/it:312-  53 niter:119550  501m 30s (- 301m 49s) completed: 62%) loss_emb: 0.0026  loss: 1.2819  acc: 0.6571  lr: 0.0000 
ep/it:312- 103 niter:119600  501m 42s (- 301m 36s) completed: 62%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6612  lr: 0.0000 
ep/it:312- 153 niter:119650  501m 55s (- 301m 24s) completed: 62%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6543  lr: 0.0000 
ep/it:312- 203 niter:119700  502m 7s (- 301m 11s) completed: 62%) loss_emb: 0.0026  loss: 1.2539  acc: 0.6634  lr: 0.0000 
ep/it:312- 253 niter:119750  502m 19s (- 300m 58s) completed: 62%) loss_emb: 0.0026  loss: 1.2991  acc: 0.6517  lr: 0.0000 
ep/it:312- 303 niter:119800  502m 32s (- 300m 45s) completed: 62%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6607  lr: 0.0000 
ep/it:312- 353 niter:119850  502m 44s (- 300m 33s) completed: 62%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6539  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.656
ep/it:313-  20 niter:119900  502m 59s (- 300m 21s) completed: 62%) loss_emb: 0.0026  loss: 1.2725  acc: 0.6592  lr: 0.0000 
ep/it:313-  70 niter:119950  503m 11s (- 300m 9s) completed: 62%) loss_emb: 0.0026  loss: 1.2906  acc: 0.6506  lr: 0.0000 
ep/it:313- 120 niter:120000  503m 24s (- 299m 56s) completed: 62%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6557  lr: 0.0000 
ep/it:313- 170 niter:120050  503m 36s (- 299m 43s) completed: 62%) loss_emb: 0.0027  loss: 1.3222  acc: 0.6474  lr: 0.0000 
ep/it:313- 220 niter:120100  503m 49s (- 299m 31s) completed: 62%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6588  lr: 0.0000 
ep/it:313- 270 niter:120150  504m 1s (- 299m 18s) completed: 62%) loss_emb: 0.0026  loss: 1.2951  acc: 0.6521  lr: 0.0000 
ep/it:313- 320 niter:120200  504m 14s (- 299m 6s) completed: 62%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6595  lr: 0.0000 
ep/it:313- 370 niter:120250  504m 26s (- 298m 53s) completed: 62%) loss_emb: 0.0026  loss: 1.2921  acc: 0.6527  lr: 0.0000 
Validation time:
Validation loss:1.348, accuracy:0.651
ep/it:314-  37 niter:120300  504m 41s (- 298m 42s) completed: 62%) loss_emb: 0.0026  loss: 1.2666  acc: 0.6629  lr: 0.0000 
ep/it:314-  87 niter:120350  504m 53s (- 298m 29s) completed: 62%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6574  lr: 0.0000 
ep/it:314- 137 niter:120400  505m 6s (- 298m 16s) completed: 62%) loss_emb: 0.0026  loss: 1.2770  acc: 0.6560  lr: 0.0000 
ep/it:314- 187 niter:120450  505m 18s (- 298m 3s) completed: 62%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6564  lr: 0.0000 
ep/it:314- 237 niter:120500  505m 30s (- 297m 51s) completed: 62%) loss_emb: 0.0026  loss: 1.3048  acc: 0.6505  lr: 0.0000 
ep/it:314- 287 niter:120550  505m 43s (- 297m 38s) completed: 62%) loss_emb: 0.0026  loss: 1.2835  acc: 0.6571  lr: 0.0000 
ep/it:314- 337 niter:120600  505m 55s (- 297m 25s) completed: 62%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6620  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.660
--> 	 Eva. Ep 315 :, FID. 10.5215, Diversity Real. 9.6973, Diversity. 6.2489, R_precision_real. [0.51795213 0.71476064 0.81449468], R_precision. [0.24268617 0.39361702 0.49667553], matching_score_real. 2.930330276489258, matching_score_pred. 5.187873840332031
ep/it:315-   4 niter:120650  506m 17s (- 297m 18s) completed: 63%) loss_emb: 0.0027  loss: 1.3103  acc: 0.6487  lr: 0.0000 
ep/it:315-  54 niter:120700  506m 30s (- 297m 6s) completed: 63%) loss_emb: 0.0026  loss: 1.2766  acc: 0.6604  lr: 0.0000 
ep/it:315- 104 niter:120750  506m 42s (- 296m 53s) completed: 63%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6570  lr: 0.0000 
ep/it:315- 154 niter:120800  506m 54s (- 296m 40s) completed: 63%) loss_emb: 0.0026  loss: 1.2881  acc: 0.6547  lr: 0.0000 
ep/it:315- 204 niter:120850  507m 6s (- 296m 27s) completed: 63%) loss_emb: 0.0026  loss: 1.2804  acc: 0.6583  lr: 0.0000 
ep/it:315- 254 niter:120900  507m 19s (- 296m 15s) completed: 63%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6585  lr: 0.0000 
ep/it:315- 304 niter:120950  507m 31s (- 296m 2s) completed: 63%) loss_emb: 0.0026  loss: 1.2889  acc: 0.6563  lr: 0.0000 
ep/it:315- 354 niter:121000  507m 44s (- 295m 49s) completed: 63%) loss_emb: 0.0026  loss: 1.2938  acc: 0.6530  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.657
ep/it:316-  21 niter:121050  507m 58s (- 295m 38s) completed: 63%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6599  lr: 0.0000 
ep/it:316-  71 niter:121100  508m 11s (- 295m 25s) completed: 63%) loss_emb: 0.0026  loss: 1.2826  acc: 0.6558  lr: 0.0000 
ep/it:316- 121 niter:121150  508m 23s (- 295m 12s) completed: 63%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6588  lr: 0.0000 
ep/it:316- 171 niter:121200  508m 35s (- 295m 0s) completed: 63%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6582  lr: 0.0000 
ep/it:316- 221 niter:121250  508m 48s (- 294m 47s) completed: 63%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6573  lr: 0.0000 
ep/it:316- 271 niter:121300  509m 0s (- 294m 34s) completed: 63%) loss_emb: 0.0026  loss: 1.2786  acc: 0.6552  lr: 0.0000 
ep/it:316- 321 niter:121350  509m 12s (- 294m 22s) completed: 63%) loss_emb: 0.0026  loss: 1.2935  acc: 0.6520  lr: 0.0000 
ep/it:316- 371 niter:121400  509m 25s (- 294m 9s) completed: 63%) loss_emb: 0.0026  loss: 1.2767  acc: 0.6571  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.660
ep/it:317-  38 niter:121450  509m 39s (- 293m 57s) completed: 63%) loss_emb: 0.0026  loss: 1.2905  acc: 0.6553  lr: 0.0000 
ep/it:317-  88 niter:121500  509m 52s (- 293m 45s) completed: 63%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6596  lr: 0.0000 
ep/it:317- 138 niter:121550  510m 4s (- 293m 32s) completed: 63%) loss_emb: 0.0027  loss: 1.3023  acc: 0.6502  lr: 0.0000 
ep/it:317- 188 niter:121600  510m 16s (- 293m 19s) completed: 63%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6571  lr: 0.0000 
ep/it:317- 238 niter:121650  510m 29s (- 293m 7s) completed: 63%) loss_emb: 0.0026  loss: 1.2908  acc: 0.6562  lr: 0.0000 
ep/it:317- 288 niter:121700  510m 41s (- 292m 54s) completed: 63%) loss_emb: 0.0026  loss: 1.2808  acc: 0.6574  lr: 0.0000 
ep/it:317- 338 niter:121750  510m 54s (- 292m 41s) completed: 63%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6588  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.663
ep/it:318-   5 niter:121800  511m 8s (- 292m 30s) completed: 63%) loss_emb: 0.0027  loss: 1.2990  acc: 0.6488  lr: 0.0000 
ep/it:318-  55 niter:121850  511m 21s (- 292m 17s) completed: 63%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6593  lr: 0.0000 
ep/it:318- 105 niter:121900  511m 34s (- 292m 5s) completed: 63%) loss_emb: 0.0026  loss: 1.3011  acc: 0.6528  lr: 0.0000 
ep/it:318- 155 niter:121950  511m 48s (- 291m 53s) completed: 63%) loss_emb: 0.0026  loss: 1.3018  acc: 0.6518  lr: 0.0000 
ep/it:318- 205 niter:122000  512m 1s (- 291m 41s) completed: 63%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6604  lr: 0.0000 
ep/it:318- 255 niter:122050  512m 13s (- 291m 28s) completed: 63%) loss_emb: 0.0025  loss: 1.2405  acc: 0.6678  lr: 0.0000 
ep/it:318- 305 niter:122100  512m 26s (- 291m 15s) completed: 63%) loss_emb: 0.0026  loss: 1.2958  acc: 0.6554  lr: 0.0000 
ep/it:318- 355 niter:122150  512m 38s (- 291m 3s) completed: 63%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6609  lr: 0.0000 
Validation time:
Validation loss:1.334, accuracy:0.649
ep/it:319-  22 niter:122200  512m 53s (- 290m 51s) completed: 63%) loss_emb: 0.0027  loss: 1.3028  acc: 0.6491  lr: 0.0000 
ep/it:319-  72 niter:122250  513m 6s (- 290m 39s) completed: 63%) loss_emb: 0.0026  loss: 1.3016  acc: 0.6519  lr: 0.0000 
ep/it:319- 122 niter:122300  513m 18s (- 290m 26s) completed: 63%) loss_emb: 0.0026  loss: 1.2923  acc: 0.6508  lr: 0.0000 
ep/it:319- 172 niter:122350  513m 30s (- 290m 13s) completed: 63%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6598  lr: 0.0000 
ep/it:319- 222 niter:122400  513m 42s (- 290m 0s) completed: 63%) loss_emb: 0.0027  loss: 1.3029  acc: 0.6487  lr: 0.0000 
ep/it:319- 272 niter:122450  513m 55s (- 289m 48s) completed: 63%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6594  lr: 0.0000 
ep/it:319- 322 niter:122500  514m 7s (- 289m 35s) completed: 63%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6567  lr: 0.0000 
ep/it:319- 372 niter:122550  514m 19s (- 289m 22s) completed: 63%) loss_emb: 0.0026  loss: 1.2915  acc: 0.6561  lr: 0.0000 
Validation time:
Validation loss:1.346, accuracy:0.651
--> 	 Eva. Ep 320 :, FID. 10.8019, Diversity Real. 9.4047, Diversity. 6.2503, R_precision_real. [0.50066489 0.70545213 0.80784574], R_precision. [0.25797872 0.40558511 0.50398936], matching_score_real. 2.8816332817077637, matching_score_pred. 5.149567604064941
ep/it:320-  39 niter:122600  514m 41s (- 289m 15s) completed: 64%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6630  lr: 0.0000 
ep/it:320-  89 niter:122650  514m 54s (- 289m 2s) completed: 64%) loss_emb: 0.0026  loss: 1.2823  acc: 0.6536  lr: 0.0000 
ep/it:320- 139 niter:122700  515m 6s (- 288m 49s) completed: 64%) loss_emb: 0.0026  loss: 1.2621  acc: 0.6607  lr: 0.0000 
ep/it:320- 189 niter:122750  515m 18s (- 288m 36s) completed: 64%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6583  lr: 0.0000 
ep/it:320- 239 niter:122800  515m 30s (- 288m 24s) completed: 64%) loss_emb: 0.0026  loss: 1.2917  acc: 0.6538  lr: 0.0000 
ep/it:320- 289 niter:122850  515m 43s (- 288m 11s) completed: 64%) loss_emb: 0.0026  loss: 1.2879  acc: 0.6539  lr: 0.0000 
ep/it:320- 339 niter:122900  515m 55s (- 287m 58s) completed: 64%) loss_emb: 0.0026  loss: 1.2696  acc: 0.6572  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.655
ep/it:321-   6 niter:122950  516m 10s (- 287m 47s) completed: 64%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6580  lr: 0.0000 
ep/it:321-  56 niter:123000  516m 22s (- 287m 34s) completed: 64%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6587  lr: 0.0000 
ep/it:321- 106 niter:123050  516m 35s (- 287m 22s) completed: 64%) loss_emb: 0.0026  loss: 1.3008  acc: 0.6514  lr: 0.0000 
ep/it:321- 156 niter:123100  516m 47s (- 287m 9s) completed: 64%) loss_emb: 0.0026  loss: 1.2941  acc: 0.6547  lr: 0.0000 
ep/it:321- 206 niter:123150  516m 59s (- 286m 56s) completed: 64%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6591  lr: 0.0000 
ep/it:321- 256 niter:123200  517m 12s (- 286m 43s) completed: 64%) loss_emb: 0.0026  loss: 1.2770  acc: 0.6578  lr: 0.0000 
ep/it:321- 306 niter:123250  517m 24s (- 286m 30s) completed: 64%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6616  lr: 0.0000 
ep/it:321- 356 niter:123300  517m 36s (- 286m 18s) completed: 64%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6519  lr: 0.0000 
Validation time:
Validation loss:1.338, accuracy:0.654
ep/it:322-  23 niter:123350  517m 51s (- 286m 6s) completed: 64%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6552  lr: 0.0000 
ep/it:322-  73 niter:123400  518m 3s (- 285m 53s) completed: 64%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6546  lr: 0.0000 
ep/it:322- 123 niter:123450  518m 15s (- 285m 41s) completed: 64%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6613  lr: 0.0000 
ep/it:322- 173 niter:123500  518m 28s (- 285m 28s) completed: 64%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6567  lr: 0.0000 
ep/it:322- 223 niter:123550  518m 40s (- 285m 15s) completed: 64%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6596  lr: 0.0000 
ep/it:322- 273 niter:123600  518m 52s (- 285m 2s) completed: 64%) loss_emb: 0.0026  loss: 1.2876  acc: 0.6573  lr: 0.0000 
ep/it:322- 323 niter:123650  519m 5s (- 284m 50s) completed: 64%) loss_emb: 0.0026  loss: 1.2808  acc: 0.6569  lr: 0.0000 
ep/it:322- 373 niter:123700  519m 17s (- 284m 37s) completed: 64%) loss_emb: 0.0026  loss: 1.2807  acc: 0.6562  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.656
ep/it:323-  40 niter:123750  519m 32s (- 284m 26s) completed: 64%) loss_emb: 0.0026  loss: 1.2834  acc: 0.6550  lr: 0.0000 
ep/it:323-  90 niter:123800  519m 44s (- 284m 13s) completed: 64%) loss_emb: 0.0026  loss: 1.2786  acc: 0.6550  lr: 0.0000 
ep/it:323- 140 niter:123850  519m 57s (- 284m 0s) completed: 64%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6530  lr: 0.0000 
ep/it:323- 190 niter:123900  520m 9s (- 283m 47s) completed: 64%) loss_emb: 0.0026  loss: 1.2939  acc: 0.6526  lr: 0.0000 
ep/it:323- 240 niter:123950  520m 21s (- 283m 35s) completed: 64%) loss_emb: 0.0026  loss: 1.2859  acc: 0.6567  lr: 0.0000 
ep/it:323- 290 niter:124000  520m 34s (- 283m 22s) completed: 64%) loss_emb: 0.0026  loss: 1.2804  acc: 0.6576  lr: 0.0000 
ep/it:323- 340 niter:124050  520m 46s (- 283m 9s) completed: 64%) loss_emb: 0.0026  loss: 1.2884  acc: 0.6544  lr: 0.0000 
Validation time:
Validation loss:1.334, accuracy:0.656
ep/it:324-   7 niter:124100  521m 1s (- 282m 58s) completed: 64%) loss_emb: 0.0026  loss: 1.2995  acc: 0.6527  lr: 0.0000 
ep/it:324-  57 niter:124150  521m 13s (- 282m 45s) completed: 64%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6614  lr: 0.0000 
ep/it:324- 107 niter:124200  521m 25s (- 282m 32s) completed: 64%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6633  lr: 0.0000 
ep/it:324- 157 niter:124250  521m 37s (- 282m 19s) completed: 64%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6522  lr: 0.0000 
ep/it:324- 207 niter:124300  521m 50s (- 282m 7s) completed: 64%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6598  lr: 0.0000 
ep/it:324- 257 niter:124350  522m 2s (- 281m 54s) completed: 64%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6541  lr: 0.0000 
ep/it:324- 307 niter:124400  522m 14s (- 281m 41s) completed: 64%) loss_emb: 0.0026  loss: 1.2882  acc: 0.6543  lr: 0.0000 
ep/it:324- 357 niter:124450  522m 27s (- 281m 29s) completed: 64%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6615  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.666
--> 	 Eva. Ep 325 :, FID. 10.9084, Diversity Real. 9.4203, Diversity. 6.3574, R_precision_real. [0.52992021 0.71675532 0.81050532], R_precision. [0.24534574 0.40425532 0.50731383], matching_score_real. 2.8626394271850586, matching_score_pred. 5.169960021972656
ep/it:325-  24 niter:124500  522m 49s (- 281m 21s) completed: 65%) loss_emb: 0.0026  loss: 1.2952  acc: 0.6575  lr: 0.0000 
ep/it:325-  74 niter:124550  523m 2s (- 281m 9s) completed: 65%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6620  lr: 0.0000 
ep/it:325- 124 niter:124600  523m 15s (- 280m 56s) completed: 65%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6606  lr: 0.0000 
ep/it:325- 174 niter:124650  523m 28s (- 280m 44s) completed: 65%) loss_emb: 0.0026  loss: 1.2887  acc: 0.6521  lr: 0.0000 
ep/it:325- 224 niter:124700  523m 41s (- 280m 32s) completed: 65%) loss_emb: 0.0026  loss: 1.2738  acc: 0.6578  lr: 0.0000 
ep/it:325- 274 niter:124750  523m 55s (- 280m 19s) completed: 65%) loss_emb: 0.0026  loss: 1.2877  acc: 0.6538  lr: 0.0000 
ep/it:325- 324 niter:124800  524m 7s (- 280m 7s) completed: 65%) loss_emb: 0.0026  loss: 1.2786  acc: 0.6567  lr: 0.0000 
ep/it:325- 374 niter:124850  524m 20s (- 279m 54s) completed: 65%) loss_emb: 0.0027  loss: 1.2981  acc: 0.6484  lr: 0.0000 
Validation time:
Validation loss:1.272, accuracy:0.669
ep/it:326-  41 niter:124900  524m 34s (- 279m 43s) completed: 65%) loss_emb: 0.0027  loss: 1.3091  acc: 0.6491  lr: 0.0000 
ep/it:326-  91 niter:124950  524m 47s (- 279m 30s) completed: 65%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6580  lr: 0.0000 
ep/it:326- 141 niter:125000  524m 59s (- 279m 17s) completed: 65%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6599  lr: 0.0000 
ep/it:326- 191 niter:125050  525m 12s (- 279m 5s) completed: 65%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6564  lr: 0.0000 
ep/it:326- 241 niter:125100  525m 24s (- 278m 52s) completed: 65%) loss_emb: 0.0025  loss: 1.2488  acc: 0.6663  lr: 0.0000 
ep/it:326- 291 niter:125150  525m 37s (- 278m 39s) completed: 65%) loss_emb: 0.0026  loss: 1.2955  acc: 0.6521  lr: 0.0000 
ep/it:326- 341 niter:125200  525m 49s (- 278m 27s) completed: 65%) loss_emb: 0.0026  loss: 1.2810  acc: 0.6570  lr: 0.0000 
Validation time:
Validation loss:1.321, accuracy:0.656
ep/it:327-   8 niter:125250  526m 4s (- 278m 15s) completed: 65%) loss_emb: 0.0026  loss: 1.3008  acc: 0.6545  lr: 0.0000 
ep/it:327-  58 niter:125300  526m 16s (- 278m 2s) completed: 65%) loss_emb: 0.0027  loss: 1.3069  acc: 0.6501  lr: 0.0000 
ep/it:327- 108 niter:125350  526m 28s (- 277m 49s) completed: 65%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6551  lr: 0.0000 
ep/it:327- 158 niter:125400  526m 40s (- 277m 36s) completed: 65%) loss_emb: 0.0025  loss: 1.2500  acc: 0.6655  lr: 0.0000 
ep/it:327- 208 niter:125450  526m 52s (- 277m 24s) completed: 65%) loss_emb: 0.0026  loss: 1.2888  acc: 0.6550  lr: 0.0000 
ep/it:327- 258 niter:125500  527m 4s (- 277m 11s) completed: 65%) loss_emb: 0.0026  loss: 1.2977  acc: 0.6537  lr: 0.0000 
ep/it:327- 308 niter:125550  527m 16s (- 276m 58s) completed: 65%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6615  lr: 0.0000 
ep/it:327- 358 niter:125600  527m 29s (- 276m 45s) completed: 65%) loss_emb: 0.0027  loss: 1.3060  acc: 0.6486  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.662
ep/it:328-  25 niter:125650  527m 43s (- 276m 33s) completed: 65%) loss_emb: 0.0026  loss: 1.2984  acc: 0.6520  lr: 0.0000 
ep/it:328-  75 niter:125700  527m 55s (- 276m 20s) completed: 65%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6619  lr: 0.0000 
ep/it:328- 125 niter:125750  528m 7s (- 276m 8s) completed: 65%) loss_emb: 0.0026  loss: 1.3003  acc: 0.6521  lr: 0.0000 
ep/it:328- 175 niter:125800  528m 19s (- 275m 55s) completed: 65%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6590  lr: 0.0000 
ep/it:328- 225 niter:125850  528m 31s (- 275m 42s) completed: 65%) loss_emb: 0.0026  loss: 1.2765  acc: 0.6591  lr: 0.0000 
ep/it:328- 275 niter:125900  528m 44s (- 275m 30s) completed: 65%) loss_emb: 0.0026  loss: 1.2829  acc: 0.6554  lr: 0.0000 
ep/it:328- 325 niter:125950  528m 57s (- 275m 17s) completed: 65%) loss_emb: 0.0026  loss: 1.3058  acc: 0.6517  lr: 0.0000 
ep/it:328- 375 niter:126000  529m 9s (- 275m 4s) completed: 65%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6604  lr: 0.0000 
Validation time:
Validation loss:1.279, accuracy:0.667
ep/it:329-  42 niter:126050  529m 23s (- 274m 52s) completed: 65%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6548  lr: 0.0000 
ep/it:329-  92 niter:126100  529m 35s (- 274m 39s) completed: 65%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6584  lr: 0.0000 
ep/it:329- 142 niter:126150  529m 48s (- 274m 27s) completed: 65%) loss_emb: 0.0026  loss: 1.2900  acc: 0.6549  lr: 0.0000 
ep/it:329- 192 niter:126200  530m 0s (- 274m 14s) completed: 65%) loss_emb: 0.0026  loss: 1.2560  acc: 0.6622  lr: 0.0000 
ep/it:329- 242 niter:126250  530m 12s (- 274m 1s) completed: 65%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6565  lr: 0.0000 
ep/it:329- 292 niter:126300  530m 25s (- 273m 49s) completed: 65%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6607  lr: 0.0000 
ep/it:329- 342 niter:126350  530m 37s (- 273m 36s) completed: 65%) loss_emb: 0.0026  loss: 1.2864  acc: 0.6552  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.663
--> 	 Eva. Ep 330 :, FID. 10.8207, Diversity Real. 9.5820, Diversity. 6.2648, R_precision_real. [0.52260638 0.71276596 0.78789894], R_precision. [0.24800532 0.39228723 0.49601064], matching_score_real. 2.916858434677124, matching_score_pred. 5.217293739318848
ep/it:330-   9 niter:126400  530m 59s (- 273m 28s) completed: 66%) loss_emb: 0.0026  loss: 1.2768  acc: 0.6590  lr: 0.0000 
ep/it:330-  59 niter:126450  531m 11s (- 273m 15s) completed: 66%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6578  lr: 0.0000 
ep/it:330- 109 niter:126500  531m 23s (- 273m 3s) completed: 66%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6605  lr: 0.0000 
ep/it:330- 159 niter:126550  531m 36s (- 272m 50s) completed: 66%) loss_emb: 0.0025  loss: 1.2620  acc: 0.6644  lr: 0.0000 
ep/it:330- 209 niter:126600  531m 48s (- 272m 37s) completed: 66%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6567  lr: 0.0000 
ep/it:330- 259 niter:126650  532m 0s (- 272m 24s) completed: 66%) loss_emb: 0.0026  loss: 1.2750  acc: 0.6553  lr: 0.0000 
ep/it:330- 309 niter:126700  532m 13s (- 272m 11s) completed: 66%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6598  lr: 0.0000 
ep/it:330- 359 niter:126750  532m 25s (- 271m 59s) completed: 66%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6591  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.661
ep/it:331-  26 niter:126800  532m 39s (- 271m 47s) completed: 66%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6578  lr: 0.0000 
ep/it:331-  76 niter:126850  532m 51s (- 271m 34s) completed: 66%) loss_emb: 0.0026  loss: 1.2573  acc: 0.6618  lr: 0.0000 
ep/it:331- 126 niter:126900  533m 4s (- 271m 21s) completed: 66%) loss_emb: 0.0026  loss: 1.2610  acc: 0.6611  lr: 0.0000 
ep/it:331- 176 niter:126950  533m 16s (- 271m 8s) completed: 66%) loss_emb: 0.0026  loss: 1.2945  acc: 0.6524  lr: 0.0000 
ep/it:331- 226 niter:127000  533m 28s (- 270m 56s) completed: 66%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6588  lr: 0.0000 
ep/it:331- 276 niter:127050  533m 40s (- 270m 43s) completed: 66%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6568  lr: 0.0000 
ep/it:331- 326 niter:127100  533m 52s (- 270m 30s) completed: 66%) loss_emb: 0.0026  loss: 1.2887  acc: 0.6553  lr: 0.0000 
ep/it:331- 376 niter:127150  534m 4s (- 270m 17s) completed: 66%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.287, accuracy:0.665
ep/it:332-  43 niter:127200  534m 19s (- 270m 6s) completed: 66%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6614  lr: 0.0000 
ep/it:332-  93 niter:127250  534m 31s (- 269m 53s) completed: 66%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6561  lr: 0.0000 
ep/it:332- 143 niter:127300  534m 43s (- 269m 40s) completed: 66%) loss_emb: 0.0026  loss: 1.2828  acc: 0.6544  lr: 0.0000 
ep/it:332- 193 niter:127350  534m 55s (- 269m 27s) completed: 66%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6632  lr: 0.0000 
ep/it:332- 243 niter:127400  535m 8s (- 269m 14s) completed: 66%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6644  lr: 0.0000 
ep/it:332- 293 niter:127450  535m 21s (- 269m 2s) completed: 66%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6573  lr: 0.0000 
ep/it:332- 343 niter:127500  535m 33s (- 268m 49s) completed: 66%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6577  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.661
ep/it:333-  10 niter:127550  535m 47s (- 268m 38s) completed: 66%) loss_emb: 0.0026  loss: 1.2617  acc: 0.6635  lr: 0.0000 
ep/it:333-  60 niter:127600  536m 0s (- 268m 25s) completed: 66%) loss_emb: 0.0026  loss: 1.2628  acc: 0.6605  lr: 0.0000 
ep/it:333- 110 niter:127650  536m 12s (- 268m 12s) completed: 66%) loss_emb: 0.0026  loss: 1.2973  acc: 0.6525  lr: 0.0000 
ep/it:333- 160 niter:127700  536m 24s (- 267m 59s) completed: 66%) loss_emb: 0.0026  loss: 1.2954  acc: 0.6520  lr: 0.0000 
ep/it:333- 210 niter:127750  536m 37s (- 267m 47s) completed: 66%) loss_emb: 0.0027  loss: 1.3003  acc: 0.6500  lr: 0.0000 
ep/it:333- 260 niter:127800  536m 49s (- 267m 34s) completed: 66%) loss_emb: 0.0025  loss: 1.2371  acc: 0.6679  lr: 0.0000 
ep/it:333- 310 niter:127850  537m 1s (- 267m 21s) completed: 66%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6589  lr: 0.0000 
ep/it:333- 360 niter:127900  537m 13s (- 267m 8s) completed: 66%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6577  lr: 0.0000 
Validation time:
Validation loss:1.326, accuracy:0.659
ep/it:334-  27 niter:127950  537m 28s (- 266m 57s) completed: 66%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6607  lr: 0.0000 
ep/it:334-  77 niter:128000  537m 40s (- 266m 44s) completed: 66%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6563  lr: 0.0000 
ep/it:334- 127 niter:128050  537m 52s (- 266m 31s) completed: 66%) loss_emb: 0.0026  loss: 1.2903  acc: 0.6537  lr: 0.0000 
ep/it:334- 177 niter:128100  538m 4s (- 266m 18s) completed: 66%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6568  lr: 0.0000 
ep/it:334- 227 niter:128150  538m 17s (- 266m 5s) completed: 66%) loss_emb: 0.0026  loss: 1.2869  acc: 0.6547  lr: 0.0000 
ep/it:334- 277 niter:128200  538m 29s (- 265m 53s) completed: 66%) loss_emb: 0.0026  loss: 1.2961  acc: 0.6522  lr: 0.0000 
ep/it:334- 327 niter:128250  538m 41s (- 265m 40s) completed: 66%) loss_emb: 0.0026  loss: 1.2779  acc: 0.6559  lr: 0.0000 
ep/it:334- 377 niter:128300  538m 53s (- 265m 27s) completed: 66%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6549  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.657
--> 	 Eva. Ep 335 :, FID. 10.4901, Diversity Real. 9.3595, Diversity. 6.3833, R_precision_real. [0.51928191 0.70345745 0.80651596], R_precision. [0.23204787 0.38430851 0.49667553], matching_score_real. 2.8913393020629883, matching_score_pred. 5.169057846069336
ep/it:335-  44 niter:128350  539m 15s (- 265m 19s) completed: 67%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6596  lr: 0.0000 
ep/it:335-  94 niter:128400  539m 27s (- 265m 6s) completed: 67%) loss_emb: 0.0026  loss: 1.2656  acc: 0.6584  lr: 0.0000 
ep/it:335- 144 niter:128450  539m 40s (- 264m 53s) completed: 67%) loss_emb: 0.0027  loss: 1.3033  acc: 0.6500  lr: 0.0000 
ep/it:335- 194 niter:128500  539m 52s (- 264m 41s) completed: 67%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6623  lr: 0.0000 
ep/it:335- 244 niter:128550  540m 4s (- 264m 28s) completed: 67%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6603  lr: 0.0000 
ep/it:335- 294 niter:128600  540m 16s (- 264m 15s) completed: 67%) loss_emb: 0.0025  loss: 1.2565  acc: 0.6647  lr: 0.0000 
ep/it:335- 344 niter:128650  540m 29s (- 264m 2s) completed: 67%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6584  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.655
ep/it:336-  11 niter:128700  540m 43s (- 263m 50s) completed: 67%) loss_emb: 0.0026  loss: 1.2791  acc: 0.6564  lr: 0.0000 
ep/it:336-  61 niter:128750  540m 55s (- 263m 38s) completed: 67%) loss_emb: 0.0026  loss: 1.2649  acc: 0.6616  lr: 0.0000 
ep/it:336- 111 niter:128800  541m 7s (- 263m 25s) completed: 67%) loss_emb: 0.0026  loss: 1.2874  acc: 0.6539  lr: 0.0000 
ep/it:336- 161 niter:128850  541m 19s (- 263m 12s) completed: 67%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6602  lr: 0.0000 
ep/it:336- 211 niter:128900  541m 32s (- 262m 59s) completed: 67%) loss_emb: 0.0026  loss: 1.2949  acc: 0.6541  lr: 0.0000 
ep/it:336- 261 niter:128950  541m 44s (- 262m 46s) completed: 67%) loss_emb: 0.0026  loss: 1.2739  acc: 0.6584  lr: 0.0000 
ep/it:336- 311 niter:129000  541m 56s (- 262m 33s) completed: 67%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6595  lr: 0.0000 
ep/it:336- 361 niter:129050  542m 8s (- 262m 21s) completed: 67%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6584  lr: 0.0000 
Validation time:
Validation loss:1.304, accuracy:0.656
ep/it:337-  28 niter:129100  542m 22s (- 262m 9s) completed: 67%) loss_emb: 0.0026  loss: 1.2475  acc: 0.6647  lr: 0.0000 
ep/it:337-  78 niter:129150  542m 35s (- 261m 56s) completed: 67%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6545  lr: 0.0000 
ep/it:337- 128 niter:129200  542m 47s (- 261m 43s) completed: 67%) loss_emb: 0.0026  loss: 1.2650  acc: 0.6591  lr: 0.0000 
ep/it:337- 178 niter:129250  542m 59s (- 261m 31s) completed: 67%) loss_emb: 0.0026  loss: 1.2774  acc: 0.6577  lr: 0.0000 
ep/it:337- 228 niter:129300  543m 12s (- 261m 18s) completed: 67%) loss_emb: 0.0026  loss: 1.2803  acc: 0.6551  lr: 0.0000 
ep/it:337- 278 niter:129350  543m 26s (- 261m 6s) completed: 67%) loss_emb: 0.0026  loss: 1.2968  acc: 0.6520  lr: 0.0000 
ep/it:337- 328 niter:129400  543m 38s (- 260m 53s) completed: 67%) loss_emb: 0.0025  loss: 1.2505  acc: 0.6641  lr: 0.0000 
ep/it:337- 378 niter:129450  543m 50s (- 260m 41s) completed: 67%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6588  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.659
ep/it:338-  45 niter:129500  544m 5s (- 260m 29s) completed: 67%) loss_emb: 0.0026  loss: 1.2835  acc: 0.6569  lr: 0.0000 
ep/it:338-  95 niter:129550  544m 18s (- 260m 16s) completed: 67%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6575  lr: 0.0000 
ep/it:338- 145 niter:129600  544m 30s (- 260m 4s) completed: 67%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6626  lr: 0.0000 
ep/it:338- 195 niter:129650  544m 43s (- 259m 51s) completed: 67%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6571  lr: 0.0000 
ep/it:338- 245 niter:129700  544m 55s (- 259m 38s) completed: 67%) loss_emb: 0.0026  loss: 1.2839  acc: 0.6551  lr: 0.0000 
ep/it:338- 295 niter:129750  545m 7s (- 259m 26s) completed: 67%) loss_emb: 0.0026  loss: 1.2986  acc: 0.6511  lr: 0.0000 
ep/it:338- 345 niter:129800  545m 19s (- 259m 13s) completed: 67%) loss_emb: 0.0026  loss: 1.2765  acc: 0.6561  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.662
ep/it:339-  12 niter:129850  545m 33s (- 259m 1s) completed: 67%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6570  lr: 0.0000 
ep/it:339-  62 niter:129900  545m 46s (- 258m 48s) completed: 67%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6620  lr: 0.0000 
ep/it:339- 112 niter:129950  545m 58s (- 258m 35s) completed: 67%) loss_emb: 0.0026  loss: 1.2832  acc: 0.6553  lr: 0.0000 
ep/it:339- 162 niter:130000  546m 10s (- 258m 23s) completed: 67%) loss_emb: 0.0026  loss: 1.2668  acc: 0.6634  lr: 0.0000 
ep/it:339- 212 niter:130050  546m 23s (- 258m 10s) completed: 67%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6603  lr: 0.0000 
ep/it:339- 262 niter:130100  546m 35s (- 257m 57s) completed: 67%) loss_emb: 0.0026  loss: 1.2874  acc: 0.6539  lr: 0.0000 
ep/it:339- 312 niter:130150  546m 47s (- 257m 44s) completed: 67%) loss_emb: 0.0026  loss: 1.2786  acc: 0.6577  lr: 0.0000 
ep/it:339- 362 niter:130200  546m 59s (- 257m 32s) completed: 67%) loss_emb: 0.0026  loss: 1.2781  acc: 0.6562  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.658
--> 	 Eva. Ep 340 :, FID. 10.4568, Diversity Real. 9.1405, Diversity. 6.3767, R_precision_real. [0.51196809 0.70611702 0.80784574], R_precision. [0.26994681 0.40558511 0.50199468], matching_score_real. 2.9016528129577637, matching_score_pred. 5.199484825134277
--> --> 	 Top1 Improved from 0.2633 to 0.2699 !!!
ep/it:340-  29 niter:130250  547m 21s (- 257m 23s) completed: 68%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6569  lr: 0.0000 
ep/it:340-  79 niter:130300  547m 33s (- 257m 11s) completed: 68%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6556  lr: 0.0000 
ep/it:340- 129 niter:130350  547m 46s (- 256m 58s) completed: 68%) loss_emb: 0.0025  loss: 1.2464  acc: 0.6652  lr: 0.0000 
ep/it:340- 179 niter:130400  547m 58s (- 256m 45s) completed: 68%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6605  lr: 0.0000 
ep/it:340- 229 niter:130450  548m 10s (- 256m 32s) completed: 68%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6562  lr: 0.0000 
ep/it:340- 279 niter:130500  548m 22s (- 256m 19s) completed: 68%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6582  lr: 0.0000 
ep/it:340- 329 niter:130550  548m 34s (- 256m 6s) completed: 68%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6579  lr: 0.0000 
ep/it:340- 379 niter:130600  548m 46s (- 255m 54s) completed: 68%) loss_emb: 0.0026  loss: 1.3019  acc: 0.6503  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.659
ep/it:341-  46 niter:130650  549m 1s (- 255m 42s) completed: 68%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6603  lr: 0.0000 
ep/it:341-  96 niter:130700  549m 13s (- 255m 29s) completed: 68%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6569  lr: 0.0000 
ep/it:341- 146 niter:130750  549m 25s (- 255m 16s) completed: 68%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6592  lr: 0.0000 
ep/it:341- 196 niter:130800  549m 37s (- 255m 3s) completed: 68%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6639  lr: 0.0000 
ep/it:341- 246 niter:130850  549m 49s (- 254m 50s) completed: 68%) loss_emb: 0.0026  loss: 1.2997  acc: 0.6511  lr: 0.0000 
ep/it:341- 296 niter:130900  550m 1s (- 254m 38s) completed: 68%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6597  lr: 0.0000 
ep/it:341- 346 niter:130950  550m 14s (- 254m 25s) completed: 68%) loss_emb: 0.0026  loss: 1.2986  acc: 0.6520  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.668
ep/it:342-  13 niter:131000  550m 28s (- 254m 13s) completed: 68%) loss_emb: 0.0026  loss: 1.2798  acc: 0.6568  lr: 0.0000 
ep/it:342-  63 niter:131050  550m 41s (- 254m 1s) completed: 68%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6637  lr: 0.0000 
ep/it:342- 113 niter:131100  550m 53s (- 253m 48s) completed: 68%) loss_emb: 0.0026  loss: 1.2812  acc: 0.6544  lr: 0.0000 
ep/it:342- 163 niter:131150  551m 5s (- 253m 35s) completed: 68%) loss_emb: 0.0027  loss: 1.3041  acc: 0.6492  lr: 0.0000 
ep/it:342- 213 niter:131200  551m 18s (- 253m 22s) completed: 68%) loss_emb: 0.0026  loss: 1.2764  acc: 0.6586  lr: 0.0000 
ep/it:342- 263 niter:131250  551m 30s (- 253m 10s) completed: 68%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6591  lr: 0.0000 
ep/it:342- 313 niter:131300  551m 42s (- 252m 57s) completed: 68%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6520  lr: 0.0000 
ep/it:342- 363 niter:131350  551m 54s (- 252m 44s) completed: 68%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6603  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.662
ep/it:343-  30 niter:131400  552m 9s (- 252m 32s) completed: 68%) loss_emb: 0.0026  loss: 1.2835  acc: 0.6550  lr: 0.0000 
ep/it:343-  80 niter:131450  552m 22s (- 252m 20s) completed: 68%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6555  lr: 0.0000 
ep/it:343- 130 niter:131500  552m 35s (- 252m 7s) completed: 68%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6566  lr: 0.0000 
ep/it:343- 180 niter:131550  552m 47s (- 251m 55s) completed: 68%) loss_emb: 0.0026  loss: 1.2804  acc: 0.6541  lr: 0.0000 
ep/it:343- 230 niter:131600  552m 59s (- 251m 42s) completed: 68%) loss_emb: 0.0026  loss: 1.2896  acc: 0.6531  lr: 0.0000 
ep/it:343- 280 niter:131650  553m 12s (- 251m 29s) completed: 68%) loss_emb: 0.0026  loss: 1.2817  acc: 0.6573  lr: 0.0000 
ep/it:343- 330 niter:131700  553m 24s (- 251m 17s) completed: 68%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6618  lr: 0.0000 
ep/it:343- 380 niter:131750  553m 37s (- 251m 4s) completed: 68%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6556  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.659
ep/it:344-  47 niter:131800  553m 52s (- 250m 52s) completed: 68%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6611  lr: 0.0000 
ep/it:344-  97 niter:131850  554m 4s (- 250m 39s) completed: 68%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6606  lr: 0.0000 
ep/it:344- 147 niter:131900  554m 16s (- 250m 27s) completed: 68%) loss_emb: 0.0026  loss: 1.2839  acc: 0.6567  lr: 0.0000 
ep/it:344- 197 niter:131950  554m 28s (- 250m 14s) completed: 68%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6610  lr: 0.0000 
ep/it:344- 247 niter:132000  554m 40s (- 250m 1s) completed: 68%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6584  lr: 0.0000 
ep/it:344- 297 niter:132050  554m 53s (- 249m 49s) completed: 68%) loss_emb: 0.0026  loss: 1.2549  acc: 0.6627  lr: 0.0000 
ep/it:344- 347 niter:132100  555m 5s (- 249m 36s) completed: 68%) loss_emb: 0.0026  loss: 1.3017  acc: 0.6525  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.657
--> 	 Eva. Ep 345 :, FID. 10.8876, Diversity Real. 9.4074, Diversity. 6.1660, R_precision_real. [0.50664894 0.71143617 0.79853723], R_precision. [0.24268617 0.39361702 0.49401596], matching_score_real. 2.91363263130188, matching_score_pred. 5.2686567306518555
ep/it:345-  14 niter:132150  555m 27s (- 249m 27s) completed: 69%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6607  lr: 0.0000 
ep/it:345-  64 niter:132200  555m 40s (- 249m 15s) completed: 69%) loss_emb: 0.0026  loss: 1.2409  acc: 0.6642  lr: 0.0000 
ep/it:345- 114 niter:132250  555m 52s (- 249m 2s) completed: 69%) loss_emb: 0.0026  loss: 1.2639  acc: 0.6608  lr: 0.0000 
ep/it:345- 164 niter:132300  556m 4s (- 248m 49s) completed: 69%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6583  lr: 0.0000 
ep/it:345- 214 niter:132350  556m 17s (- 248m 36s) completed: 69%) loss_emb: 0.0026  loss: 1.3023  acc: 0.6523  lr: 0.0000 
ep/it:345- 264 niter:132400  556m 29s (- 248m 24s) completed: 69%) loss_emb: 0.0026  loss: 1.2844  acc: 0.6558  lr: 0.0000 
ep/it:345- 314 niter:132450  556m 41s (- 248m 11s) completed: 69%) loss_emb: 0.0026  loss: 1.2883  acc: 0.6542  lr: 0.0000 
ep/it:345- 364 niter:132500  556m 53s (- 247m 58s) completed: 69%) loss_emb: 0.0026  loss: 1.2991  acc: 0.6541  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.666
ep/it:346-  31 niter:132550  557m 8s (- 247m 46s) completed: 69%) loss_emb: 0.0026  loss: 1.2525  acc: 0.6621  lr: 0.0000 
ep/it:346-  81 niter:132600  557m 20s (- 247m 34s) completed: 69%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6642  lr: 0.0000 
ep/it:346- 131 niter:132650  557m 32s (- 247m 21s) completed: 69%) loss_emb: 0.0026  loss: 1.2908  acc: 0.6542  lr: 0.0000 
ep/it:346- 181 niter:132700  557m 44s (- 247m 8s) completed: 69%) loss_emb: 0.0026  loss: 1.2554  acc: 0.6606  lr: 0.0000 
ep/it:346- 231 niter:132750  557m 56s (- 246m 55s) completed: 69%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6620  lr: 0.0000 
ep/it:346- 281 niter:132800  558m 9s (- 246m 42s) completed: 69%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6620  lr: 0.0000 
ep/it:346- 331 niter:132850  558m 21s (- 246m 30s) completed: 69%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6587  lr: 0.0000 
ep/it:346- 381 niter:132900  558m 33s (- 246m 17s) completed: 69%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6609  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.667
ep/it:347-  48 niter:132950  558m 47s (- 246m 5s) completed: 69%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6621  lr: 0.0000 
ep/it:347-  98 niter:133000  559m 0s (- 245m 52s) completed: 69%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6584  lr: 0.0000 
ep/it:347- 148 niter:133050  559m 12s (- 245m 39s) completed: 69%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6565  lr: 0.0000 
ep/it:347- 198 niter:133100  559m 24s (- 245m 27s) completed: 69%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6597  lr: 0.0000 
ep/it:347- 248 niter:133150  559m 36s (- 245m 14s) completed: 69%) loss_emb: 0.0026  loss: 1.2834  acc: 0.6572  lr: 0.0000 
ep/it:347- 298 niter:133200  559m 49s (- 245m 1s) completed: 69%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6606  lr: 0.0000 
ep/it:347- 348 niter:133250  560m 1s (- 244m 48s) completed: 69%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6554  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.655
ep/it:348-  15 niter:133300  560m 16s (- 244m 37s) completed: 69%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6641  lr: 0.0000 
ep/it:348-  65 niter:133350  560m 28s (- 244m 24s) completed: 69%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6606  lr: 0.0000 
ep/it:348- 115 niter:133400  560m 40s (- 244m 11s) completed: 69%) loss_emb: 0.0026  loss: 1.2941  acc: 0.6516  lr: 0.0000 
ep/it:348- 165 niter:133450  560m 52s (- 243m 58s) completed: 69%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6591  lr: 0.0000 
ep/it:348- 215 niter:133500  561m 4s (- 243m 45s) completed: 69%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6609  lr: 0.0000 
ep/it:348- 265 niter:133550  561m 16s (- 243m 33s) completed: 69%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6592  lr: 0.0000 
ep/it:348- 315 niter:133600  561m 29s (- 243m 20s) completed: 69%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6534  lr: 0.0000 
ep/it:348- 365 niter:133650  561m 41s (- 243m 7s) completed: 69%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6602  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.657
ep/it:349-  32 niter:133700  561m 55s (- 242m 55s) completed: 69%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6563  lr: 0.0000 
ep/it:349-  82 niter:133750  562m 7s (- 242m 42s) completed: 69%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6548  lr: 0.0000 
ep/it:349- 132 niter:133800  562m 19s (- 242m 30s) completed: 69%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6535  lr: 0.0000 
ep/it:349- 182 niter:133850  562m 32s (- 242m 17s) completed: 69%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6614  lr: 0.0000 
ep/it:349- 232 niter:133900  562m 44s (- 242m 4s) completed: 69%) loss_emb: 0.0026  loss: 1.2874  acc: 0.6535  lr: 0.0000 
ep/it:349- 282 niter:133950  562m 56s (- 241m 51s) completed: 69%) loss_emb: 0.0026  loss: 1.2939  acc: 0.6527  lr: 0.0000 
ep/it:349- 332 niter:134000  563m 8s (- 241m 38s) completed: 69%) loss_emb: 0.0026  loss: 1.2696  acc: 0.6559  lr: 0.0000 
ep/it:349- 382 niter:134050  563m 20s (- 241m 26s) completed: 70%) loss_emb: 0.0027  loss: 1.2961  acc: 0.6494  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.662
--> 	 Eva. Ep 350 :, FID. 10.5992, Diversity Real. 9.7477, Diversity. 6.3241, R_precision_real. [0.51595745 0.70545213 0.7918883 ], R_precision. [0.23404255 0.37765957 0.49667553], matching_score_real. 2.938039541244507, matching_score_pred. 5.279923439025879
ep/it:350-  49 niter:134100  563m 43s (- 241m 17s) completed: 70%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6582  lr: 0.0000 
ep/it:350-  99 niter:134150  563m 56s (- 241m 5s) completed: 70%) loss_emb: 0.0026  loss: 1.2788  acc: 0.6571  lr: 0.0000 
ep/it:350- 149 niter:134200  564m 8s (- 240m 52s) completed: 70%) loss_emb: 0.0026  loss: 1.2913  acc: 0.6517  lr: 0.0000 
ep/it:350- 199 niter:134250  564m 20s (- 240m 39s) completed: 70%) loss_emb: 0.0026  loss: 1.2656  acc: 0.6600  lr: 0.0000 
ep/it:350- 249 niter:134300  564m 33s (- 240m 27s) completed: 70%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6612  lr: 0.0000 
ep/it:350- 299 niter:134350  564m 45s (- 240m 14s) completed: 70%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6594  lr: 0.0000 
ep/it:350- 349 niter:134400  564m 57s (- 240m 1s) completed: 70%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6597  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.660
ep/it:351-  16 niter:134450  565m 13s (- 239m 50s) completed: 70%) loss_emb: 0.0025  loss: 1.2387  acc: 0.6680  lr: 0.0000 
ep/it:351-  66 niter:134500  565m 26s (- 239m 37s) completed: 70%) loss_emb: 0.0026  loss: 1.2747  acc: 0.6593  lr: 0.0000 
ep/it:351- 116 niter:134550  565m 40s (- 239m 25s) completed: 70%) loss_emb: 0.0026  loss: 1.2811  acc: 0.6567  lr: 0.0000 
ep/it:351- 166 niter:134600  565m 52s (- 239m 12s) completed: 70%) loss_emb: 0.0026  loss: 1.2720  acc: 0.6589  lr: 0.0000 
ep/it:351- 216 niter:134650  566m 6s (- 239m 0s) completed: 70%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6614  lr: 0.0000 
ep/it:351- 266 niter:134700  566m 18s (- 238m 48s) completed: 70%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6580  lr: 0.0000 
ep/it:351- 316 niter:134750  566m 32s (- 238m 35s) completed: 70%) loss_emb: 0.0026  loss: 1.2746  acc: 0.6572  lr: 0.0000 
ep/it:351- 366 niter:134800  566m 45s (- 238m 23s) completed: 70%) loss_emb: 0.0026  loss: 1.2865  acc: 0.6573  lr: 0.0000 
Validation time:
Validation loss:1.285, accuracy:0.664
ep/it:352-  33 niter:134850  567m 1s (- 238m 12s) completed: 70%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6604  lr: 0.0000 
ep/it:352-  83 niter:134900  567m 13s (- 237m 59s) completed: 70%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6580  lr: 0.0000 
ep/it:352- 133 niter:134950  567m 26s (- 237m 46s) completed: 70%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6606  lr: 0.0000 
ep/it:352- 183 niter:135000  567m 39s (- 237m 34s) completed: 70%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6563  lr: 0.0000 
ep/it:352- 233 niter:135050  567m 53s (- 237m 22s) completed: 70%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6640  lr: 0.0000 
ep/it:352- 283 niter:135100  568m 5s (- 237m 9s) completed: 70%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6558  lr: 0.0000 
ep/it:352- 333 niter:135150  568m 17s (- 236m 56s) completed: 70%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6574  lr: 0.0000 
Validation time:
Validation loss:1.349, accuracy:0.648
ep/it:353-   0 niter:135200  568m 33s (- 236m 45s) completed: 70%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6543  lr: 0.0000 
ep/it:353-  50 niter:135250  568m 46s (- 236m 32s) completed: 70%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6568  lr: 0.0000 
ep/it:353- 100 niter:135300  568m 59s (- 236m 20s) completed: 70%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6556  lr: 0.0000 
ep/it:353- 150 niter:135350  569m 12s (- 236m 8s) completed: 70%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6592  lr: 0.0000 
ep/it:353- 200 niter:135400  569m 25s (- 235m 55s) completed: 70%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6590  lr: 0.0000 
ep/it:353- 250 niter:135450  569m 37s (- 235m 42s) completed: 70%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6605  lr: 0.0000 
ep/it:353- 300 niter:135500  569m 50s (- 235m 30s) completed: 70%) loss_emb: 0.0026  loss: 1.2815  acc: 0.6569  lr: 0.0000 
ep/it:353- 350 niter:135550  570m 3s (- 235m 17s) completed: 70%) loss_emb: 0.0026  loss: 1.3004  acc: 0.6511  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.658
ep/it:354-  17 niter:135600  570m 18s (- 235m 6s) completed: 70%) loss_emb: 0.0026  loss: 1.2755  acc: 0.6564  lr: 0.0000 
ep/it:354-  67 niter:135650  570m 32s (- 234m 54s) completed: 70%) loss_emb: 0.0025  loss: 1.2432  acc: 0.6657  lr: 0.0000 
ep/it:354- 117 niter:135700  570m 44s (- 234m 41s) completed: 70%) loss_emb: 0.0026  loss: 1.2504  acc: 0.6642  lr: 0.0000 
ep/it:354- 167 niter:135750  570m 58s (- 234m 29s) completed: 70%) loss_emb: 0.0026  loss: 1.2614  acc: 0.6623  lr: 0.0000 
ep/it:354- 217 niter:135800  571m 11s (- 234m 16s) completed: 70%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6589  lr: 0.0000 
ep/it:354- 267 niter:135850  571m 24s (- 234m 4s) completed: 70%) loss_emb: 0.0026  loss: 1.2857  acc: 0.6543  lr: 0.0000 
ep/it:354- 317 niter:135900  571m 36s (- 233m 51s) completed: 70%) loss_emb: 0.0026  loss: 1.2690  acc: 0.6565  lr: 0.0000 
ep/it:354- 367 niter:135950  571m 49s (- 233m 39s) completed: 70%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6623  lr: 0.0000 
Validation time:
Validation loss:1.348, accuracy:0.646
--> 	 Eva. Ep 355 :, FID. 10.6481, Diversity Real. 9.6401, Diversity. 6.2970, R_precision_real. [0.47606383 0.68882979 0.7918883 ], R_precision. [0.25132979 0.40558511 0.51329787], matching_score_real. 2.9864423274993896, matching_score_pred. 5.131942272186279
ep/it:355-  34 niter:136000  572m 20s (- 233m 33s) completed: 71%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6641  lr: 0.0000 
ep/it:355-  84 niter:136050  572m 33s (- 233m 21s) completed: 71%) loss_emb: 0.0026  loss: 1.2773  acc: 0.6568  lr: 0.0000 
ep/it:355- 134 niter:136100  572m 46s (- 233m 8s) completed: 71%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6565  lr: 0.0000 
ep/it:355- 184 niter:136150  572m 59s (- 232m 56s) completed: 71%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6613  lr: 0.0000 
ep/it:355- 234 niter:136200  573m 12s (- 232m 43s) completed: 71%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6580  lr: 0.0000 
ep/it:355- 284 niter:136250  573m 24s (- 232m 31s) completed: 71%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6592  lr: 0.0000 
ep/it:355- 334 niter:136300  573m 37s (- 232m 18s) completed: 71%) loss_emb: 0.0026  loss: 1.2986  acc: 0.6509  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.663
ep/it:356-   1 niter:136350  573m 53s (- 232m 7s) completed: 71%) loss_emb: 0.0026  loss: 1.2793  acc: 0.6573  lr: 0.0000 
ep/it:356-  51 niter:136400  574m 6s (- 231m 54s) completed: 71%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6618  lr: 0.0000 
ep/it:356- 101 niter:136450  574m 18s (- 231m 42s) completed: 71%) loss_emb: 0.0026  loss: 1.2928  acc: 0.6546  lr: 0.0000 
ep/it:356- 151 niter:136500  574m 32s (- 231m 29s) completed: 71%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6581  lr: 0.0000 
ep/it:356- 201 niter:136550  574m 45s (- 231m 17s) completed: 71%) loss_emb: 0.0027  loss: 1.3068  acc: 0.6487  lr: 0.0000 
ep/it:356- 251 niter:136600  574m 58s (- 231m 5s) completed: 71%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6561  lr: 0.0000 
ep/it:356- 301 niter:136650  575m 11s (- 230m 52s) completed: 71%) loss_emb: 0.0027  loss: 1.3022  acc: 0.6496  lr: 0.0000 
ep/it:356- 351 niter:136700  575m 24s (- 230m 40s) completed: 71%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6613  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.661
ep/it:357-  18 niter:136750  575m 39s (- 230m 28s) completed: 71%) loss_emb: 0.0026  loss: 1.2891  acc: 0.6549  lr: 0.0000 
ep/it:357-  68 niter:136800  575m 52s (- 230m 16s) completed: 71%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6600  lr: 0.0000 
ep/it:357- 118 niter:136850  576m 6s (- 230m 3s) completed: 71%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6595  lr: 0.0000 
ep/it:357- 168 niter:136900  576m 19s (- 229m 51s) completed: 71%) loss_emb: 0.0026  loss: 1.2822  acc: 0.6543  lr: 0.0000 
ep/it:357- 218 niter:136950  576m 32s (- 229m 38s) completed: 71%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6577  lr: 0.0000 
ep/it:357- 268 niter:137000  576m 45s (- 229m 26s) completed: 71%) loss_emb: 0.0026  loss: 1.2750  acc: 0.6622  lr: 0.0000 
ep/it:357- 318 niter:137050  576m 58s (- 229m 14s) completed: 71%) loss_emb: 0.0026  loss: 1.2781  acc: 0.6554  lr: 0.0000 
ep/it:357- 368 niter:137100  577m 11s (- 229m 1s) completed: 71%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6607  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.662
ep/it:358-  35 niter:137150  577m 27s (- 228m 49s) completed: 71%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6588  lr: 0.0000 
ep/it:358-  85 niter:137200  577m 39s (- 228m 37s) completed: 71%) loss_emb: 0.0026  loss: 1.2733  acc: 0.6561  lr: 0.0000 
ep/it:358- 135 niter:137250  577m 53s (- 228m 25s) completed: 71%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6598  lr: 0.0000 
ep/it:358- 185 niter:137300  578m 6s (- 228m 12s) completed: 71%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6586  lr: 0.0000 
ep/it:358- 235 niter:137350  578m 18s (- 227m 59s) completed: 71%) loss_emb: 0.0026  loss: 1.2884  acc: 0.6527  lr: 0.0000 
ep/it:358- 285 niter:137400  578m 31s (- 227m 47s) completed: 71%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6517  lr: 0.0000 
ep/it:358- 335 niter:137450  578m 44s (- 227m 34s) completed: 71%) loss_emb: 0.0026  loss: 1.2505  acc: 0.6622  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.660
ep/it:359-   2 niter:137500  579m 0s (- 227m 23s) completed: 71%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6583  lr: 0.0000 
ep/it:359-  52 niter:137550  579m 13s (- 227m 10s) completed: 71%) loss_emb: 0.0026  loss: 1.2745  acc: 0.6579  lr: 0.0000 
ep/it:359- 102 niter:137600  579m 25s (- 226m 58s) completed: 71%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6610  lr: 0.0000 
ep/it:359- 152 niter:137650  579m 38s (- 226m 45s) completed: 71%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6604  lr: 0.0000 
ep/it:359- 202 niter:137700  579m 51s (- 226m 33s) completed: 71%) loss_emb: 0.0026  loss: 1.2919  acc: 0.6513  lr: 0.0000 
ep/it:359- 252 niter:137750  580m 4s (- 226m 20s) completed: 71%) loss_emb: 0.0026  loss: 1.2910  acc: 0.6514  lr: 0.0000 
ep/it:359- 302 niter:137800  580m 17s (- 226m 8s) completed: 71%) loss_emb: 0.0026  loss: 1.2890  acc: 0.6532  lr: 0.0000 
ep/it:359- 352 niter:137850  580m 30s (- 225m 55s) completed: 71%) loss_emb: 0.0026  loss: 1.2843  acc: 0.6555  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.659
--> 	 Eva. Ep 360 :, FID. 10.7032, Diversity Real. 9.4905, Diversity. 6.3100, R_precision_real. [0.50930851 0.69547872 0.79321809], R_precision. [0.24401596 0.39494681 0.49667553], matching_score_real. 2.9529061317443848, matching_score_pred. 5.1631269454956055
ep/it:360-  19 niter:137900  580m 53s (- 225m 47s) completed: 72%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6599  lr: 0.0000 
ep/it:360-  69 niter:137950  581m 6s (- 225m 34s) completed: 72%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6613  lr: 0.0000 
ep/it:360- 119 niter:138000  581m 20s (- 225m 22s) completed: 72%) loss_emb: 0.0025  loss: 1.2407  acc: 0.6657  lr: 0.0000 
ep/it:360- 169 niter:138050  581m 33s (- 225m 10s) completed: 72%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6633  lr: 0.0000 
ep/it:360- 219 niter:138100  581m 47s (- 224m 57s) completed: 72%) loss_emb: 0.0026  loss: 1.2950  acc: 0.6511  lr: 0.0000 
ep/it:360- 269 niter:138150  582m 0s (- 224m 45s) completed: 72%) loss_emb: 0.0026  loss: 1.2816  acc: 0.6561  lr: 0.0000 
ep/it:360- 319 niter:138200  582m 12s (- 224m 32s) completed: 72%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6637  lr: 0.0000 
ep/it:360- 369 niter:138250  582m 25s (- 224m 20s) completed: 72%) loss_emb: 0.0026  loss: 1.2924  acc: 0.6507  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.665
ep/it:361-  36 niter:138300  582m 41s (- 224m 8s) completed: 72%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6620  lr: 0.0000 
ep/it:361-  86 niter:138350  582m 54s (- 223m 56s) completed: 72%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6597  lr: 0.0000 
ep/it:361- 136 niter:138400  583m 7s (- 223m 43s) completed: 72%) loss_emb: 0.0026  loss: 1.2795  acc: 0.6547  lr: 0.0000 
ep/it:361- 186 niter:138450  583m 19s (- 223m 30s) completed: 72%) loss_emb: 0.0026  loss: 1.2722  acc: 0.6589  lr: 0.0000 
ep/it:361- 236 niter:138500  583m 33s (- 223m 18s) completed: 72%) loss_emb: 0.0026  loss: 1.2928  acc: 0.6525  lr: 0.0000 
ep/it:361- 286 niter:138550  583m 46s (- 223m 5s) completed: 72%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6587  lr: 0.0000 
ep/it:361- 336 niter:138600  583m 59s (- 222m 53s) completed: 72%) loss_emb: 0.0026  loss: 1.2865  acc: 0.6530  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.660
ep/it:362-   3 niter:138650  584m 14s (- 222m 41s) completed: 72%) loss_emb: 0.0026  loss: 1.2673  acc: 0.6583  lr: 0.0000 
ep/it:362-  53 niter:138700  584m 27s (- 222m 29s) completed: 72%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6612  lr: 0.0000 
ep/it:362- 103 niter:138750  584m 39s (- 222m 16s) completed: 72%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6586  lr: 0.0000 
ep/it:362- 153 niter:138800  584m 51s (- 222m 3s) completed: 72%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6569  lr: 0.0000 
ep/it:362- 203 niter:138850  585m 3s (- 221m 50s) completed: 72%) loss_emb: 0.0026  loss: 1.2770  acc: 0.6574  lr: 0.0000 
ep/it:362- 253 niter:138900  585m 16s (- 221m 38s) completed: 72%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6612  lr: 0.0000 
ep/it:362- 303 niter:138950  585m 28s (- 221m 25s) completed: 72%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6562  lr: 0.0000 
ep/it:362- 353 niter:139000  585m 40s (- 221m 12s) completed: 72%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6617  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.662
ep/it:363-  20 niter:139050  585m 54s (- 221m 0s) completed: 72%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6632  lr: 0.0000 
ep/it:363-  70 niter:139100  586m 6s (- 220m 47s) completed: 72%) loss_emb: 0.0026  loss: 1.2925  acc: 0.6530  lr: 0.0000 
ep/it:363- 120 niter:139150  586m 18s (- 220m 34s) completed: 72%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6626  lr: 0.0000 
ep/it:363- 170 niter:139200  586m 31s (- 220m 22s) completed: 72%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6624  lr: 0.0000 
ep/it:363- 220 niter:139250  586m 43s (- 220m 9s) completed: 72%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6564  lr: 0.0000 
ep/it:363- 270 niter:139300  586m 55s (- 219m 56s) completed: 72%) loss_emb: 0.0026  loss: 1.2708  acc: 0.6608  lr: 0.0000 
ep/it:363- 320 niter:139350  587m 7s (- 219m 43s) completed: 72%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6581  lr: 0.0000 
ep/it:363- 370 niter:139400  587m 19s (- 219m 30s) completed: 72%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6581  lr: 0.0000 
Validation time:
Validation loss:1.347, accuracy:0.648
ep/it:364-  37 niter:139450  587m 34s (- 219m 18s) completed: 72%) loss_emb: 0.0026  loss: 1.3002  acc: 0.6526  lr: 0.0000 
ep/it:364-  87 niter:139500  587m 46s (- 219m 5s) completed: 72%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6598  lr: 0.0000 
ep/it:364- 137 niter:139550  587m 59s (- 218m 53s) completed: 72%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6543  lr: 0.0000 
ep/it:364- 187 niter:139600  588m 11s (- 218m 40s) completed: 72%) loss_emb: 0.0026  loss: 1.2774  acc: 0.6566  lr: 0.0000 
ep/it:364- 237 niter:139650  588m 23s (- 218m 27s) completed: 72%) loss_emb: 0.0026  loss: 1.2990  acc: 0.6523  lr: 0.0000 
ep/it:364- 287 niter:139700  588m 36s (- 218m 15s) completed: 72%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6559  lr: 0.0000 
ep/it:364- 337 niter:139750  588m 48s (- 218m 2s) completed: 72%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6589  lr: 0.0000 
Validation time:
Validation loss:1.269, accuracy:0.670
--> 	 Eva. Ep 365 :, FID. 10.5550, Diversity Real. 9.8661, Diversity. 6.2799, R_precision_real. [0.51329787 0.70478723 0.79654255], R_precision. [0.23470745 0.39428191 0.50066489], matching_score_real. 2.887882947921753, matching_score_pred. 5.214045524597168
ep/it:365-   4 niter:139800  589m 11s (- 217m 53s) completed: 73%) loss_emb: 0.0026  loss: 1.2848  acc: 0.6554  lr: 0.0000 
ep/it:365-  54 niter:139850  589m 23s (- 217m 40s) completed: 73%) loss_emb: 0.0026  loss: 1.2760  acc: 0.6564  lr: 0.0000 
ep/it:365- 104 niter:139900  589m 35s (- 217m 27s) completed: 73%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6584  lr: 0.0000 
ep/it:365- 154 niter:139950  589m 47s (- 217m 14s) completed: 73%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6588  lr: 0.0000 
ep/it:365- 204 niter:140000  589m 59s (- 217m 2s) completed: 73%) loss_emb: 0.0025  loss: 1.2359  acc: 0.6694  lr: 0.0000 
ep/it:365- 254 niter:140050  590m 11s (- 216m 49s) completed: 73%) loss_emb: 0.0026  loss: 1.2852  acc: 0.6559  lr: 0.0000 
ep/it:365- 304 niter:140100  590m 24s (- 216m 36s) completed: 73%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6634  lr: 0.0000 
ep/it:365- 354 niter:140150  590m 36s (- 216m 23s) completed: 73%) loss_emb: 0.0025  loss: 1.2322  acc: 0.6691  lr: 0.0000 
Validation time:
Validation loss:1.342, accuracy:0.651
ep/it:366-  21 niter:140200  590m 50s (- 216m 11s) completed: 73%) loss_emb: 0.0027  loss: 1.3032  acc: 0.6497  lr: 0.0000 
ep/it:366-  71 niter:140250  591m 2s (- 215m 58s) completed: 73%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6567  lr: 0.0000 
ep/it:366- 121 niter:140300  591m 14s (- 215m 45s) completed: 73%) loss_emb: 0.0026  loss: 1.2829  acc: 0.6574  lr: 0.0000 
ep/it:366- 171 niter:140350  591m 27s (- 215m 33s) completed: 73%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6645  lr: 0.0000 
ep/it:366- 221 niter:140400  591m 39s (- 215m 20s) completed: 73%) loss_emb: 0.0026  loss: 1.2819  acc: 0.6560  lr: 0.0000 
ep/it:366- 271 niter:140450  591m 51s (- 215m 7s) completed: 73%) loss_emb: 0.0026  loss: 1.2747  acc: 0.6555  lr: 0.0000 
ep/it:366- 321 niter:140500  592m 3s (- 214m 54s) completed: 73%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6602  lr: 0.0000 
ep/it:366- 371 niter:140550  592m 16s (- 214m 42s) completed: 73%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6583  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.666
ep/it:367-  38 niter:140600  592m 30s (- 214m 29s) completed: 73%) loss_emb: 0.0026  loss: 1.2666  acc: 0.6601  lr: 0.0000 
ep/it:367-  88 niter:140650  592m 42s (- 214m 17s) completed: 73%) loss_emb: 0.0026  loss: 1.2903  acc: 0.6528  lr: 0.0000 
ep/it:367- 138 niter:140700  592m 54s (- 214m 4s) completed: 73%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6577  lr: 0.0000 
ep/it:367- 188 niter:140750  593m 7s (- 213m 51s) completed: 73%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6615  lr: 0.0000 
ep/it:367- 238 niter:140800  593m 19s (- 213m 38s) completed: 73%) loss_emb: 0.0025  loss: 1.2478  acc: 0.6635  lr: 0.0000 
ep/it:367- 288 niter:140850  593m 31s (- 213m 26s) completed: 73%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6594  lr: 0.0000 
ep/it:367- 338 niter:140900  593m 43s (- 213m 13s) completed: 73%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6589  lr: 0.0000 
Validation time:
Validation loss:1.333, accuracy:0.652
ep/it:368-   5 niter:140950  593m 58s (- 213m 1s) completed: 73%) loss_emb: 0.0026  loss: 1.2618  acc: 0.6593  lr: 0.0000 
ep/it:368-  55 niter:141000  594m 11s (- 212m 48s) completed: 73%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6579  lr: 0.0000 
ep/it:368- 105 niter:141050  594m 23s (- 212m 35s) completed: 73%) loss_emb: 0.0026  loss: 1.2809  acc: 0.6566  lr: 0.0000 
ep/it:368- 155 niter:141100  594m 35s (- 212m 23s) completed: 73%) loss_emb: 0.0026  loss: 1.2808  acc: 0.6566  lr: 0.0000 
ep/it:368- 205 niter:141150  594m 47s (- 212m 10s) completed: 73%) loss_emb: 0.0026  loss: 1.2649  acc: 0.6597  lr: 0.0000 
ep/it:368- 255 niter:141200  595m 0s (- 211m 57s) completed: 73%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6638  lr: 0.0000 
ep/it:368- 305 niter:141250  595m 12s (- 211m 44s) completed: 73%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6504  lr: 0.0000 
ep/it:368- 355 niter:141300  595m 24s (- 211m 31s) completed: 73%) loss_emb: 0.0026  loss: 1.2782  acc: 0.6565  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.659
ep/it:369-  22 niter:141350  595m 38s (- 211m 19s) completed: 73%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6596  lr: 0.0000 
ep/it:369-  72 niter:141400  595m 51s (- 211m 7s) completed: 73%) loss_emb: 0.0026  loss: 1.2835  acc: 0.6539  lr: 0.0000 
ep/it:369- 122 niter:141450  596m 3s (- 210m 54s) completed: 73%) loss_emb: 0.0026  loss: 1.2916  acc: 0.6527  lr: 0.0000 
ep/it:369- 172 niter:141500  596m 15s (- 210m 41s) completed: 73%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6576  lr: 0.0000 
ep/it:369- 222 niter:141550  596m 28s (- 210m 28s) completed: 73%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6575  lr: 0.0000 
ep/it:369- 272 niter:141600  596m 40s (- 210m 16s) completed: 73%) loss_emb: 0.0026  loss: 1.2866  acc: 0.6525  lr: 0.0000 
ep/it:369- 322 niter:141650  596m 52s (- 210m 3s) completed: 73%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6566  lr: 0.0000 
ep/it:369- 372 niter:141700  597m 4s (- 209m 50s) completed: 73%) loss_emb: 0.0026  loss: 1.2748  acc: 0.6569  lr: 0.0000 
Validation time:
Validation loss:1.345, accuracy:0.652
--> 	 Eva. Ep 370 :, FID. 10.9050, Diversity Real. 9.7764, Diversity. 6.3566, R_precision_real. [0.50797872 0.71010638 0.79587766], R_precision. [0.24667553 0.41489362 0.51329787], matching_score_real. 2.9327735900878906, matching_score_pred. 5.171713829040527
ep/it:370-  39 niter:141750  597m 27s (- 209m 41s) completed: 74%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6622  lr: 0.0000 
ep/it:370-  89 niter:141800  597m 39s (- 209m 28s) completed: 74%) loss_emb: 0.0026  loss: 1.2563  acc: 0.6604  lr: 0.0000 
ep/it:370- 139 niter:141850  597m 51s (- 209m 15s) completed: 74%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6599  lr: 0.0000 
ep/it:370- 189 niter:141900  598m 3s (- 209m 2s) completed: 74%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6594  lr: 0.0000 
ep/it:370- 239 niter:141950  598m 16s (- 208m 50s) completed: 74%) loss_emb: 0.0026  loss: 1.2775  acc: 0.6578  lr: 0.0000 
ep/it:370- 289 niter:142000  598m 28s (- 208m 37s) completed: 74%) loss_emb: 0.0026  loss: 1.2579  acc: 0.6622  lr: 0.0000 
ep/it:370- 339 niter:142050  598m 40s (- 208m 24s) completed: 74%) loss_emb: 0.0026  loss: 1.2944  acc: 0.6523  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.663
ep/it:371-   6 niter:142100  598m 54s (- 208m 12s) completed: 74%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6588  lr: 0.0000 
ep/it:371-  56 niter:142150  599m 7s (- 207m 59s) completed: 74%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6620  lr: 0.0000 
ep/it:371- 106 niter:142200  599m 19s (- 207m 46s) completed: 74%) loss_emb: 0.0026  loss: 1.2654  acc: 0.6588  lr: 0.0000 
ep/it:371- 156 niter:142250  599m 32s (- 207m 34s) completed: 74%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6601  lr: 0.0000 
ep/it:371- 206 niter:142300  599m 44s (- 207m 21s) completed: 74%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6530  lr: 0.0000 
ep/it:371- 256 niter:142350  599m 57s (- 207m 8s) completed: 74%) loss_emb: 0.0026  loss: 1.2623  acc: 0.6608  lr: 0.0000 
ep/it:371- 306 niter:142400  600m 9s (- 206m 56s) completed: 74%) loss_emb: 0.0026  loss: 1.2470  acc: 0.6632  lr: 0.0000 
ep/it:371- 356 niter:142450  600m 21s (- 206m 43s) completed: 74%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6626  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.662
ep/it:372-  23 niter:142500  600m 36s (- 206m 31s) completed: 74%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6604  lr: 0.0000 
ep/it:372-  73 niter:142550  600m 48s (- 206m 18s) completed: 74%) loss_emb: 0.0026  loss: 1.2947  acc: 0.6507  lr: 0.0000 
ep/it:372- 123 niter:142600  601m 1s (- 206m 5s) completed: 74%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6582  lr: 0.0000 
ep/it:372- 173 niter:142650  601m 13s (- 205m 53s) completed: 74%) loss_emb: 0.0026  loss: 1.3049  acc: 0.6516  lr: 0.0000 
ep/it:372- 223 niter:142700  601m 25s (- 205m 40s) completed: 74%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6586  lr: 0.0000 
ep/it:372- 273 niter:142750  601m 38s (- 205m 27s) completed: 74%) loss_emb: 0.0026  loss: 1.2846  acc: 0.6539  lr: 0.0000 
ep/it:372- 323 niter:142800  601m 50s (- 205m 15s) completed: 74%) loss_emb: 0.0026  loss: 1.2826  acc: 0.6551  lr: 0.0000 
ep/it:372- 373 niter:142850  602m 3s (- 205m 2s) completed: 74%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6633  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.667
ep/it:373-  40 niter:142900  602m 17s (- 204m 50s) completed: 74%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6573  lr: 0.0000 
ep/it:373-  90 niter:142950  602m 29s (- 204m 37s) completed: 74%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6587  lr: 0.0000 
ep/it:373- 140 niter:143000  602m 42s (- 204m 24s) completed: 74%) loss_emb: 0.0026  loss: 1.2752  acc: 0.6574  lr: 0.0000 
ep/it:373- 190 niter:143050  602m 54s (- 204m 12s) completed: 74%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6557  lr: 0.0000 
ep/it:373- 240 niter:143100  603m 6s (- 203m 59s) completed: 74%) loss_emb: 0.0025  loss: 1.2377  acc: 0.6657  lr: 0.0000 
ep/it:373- 290 niter:143150  603m 18s (- 203m 46s) completed: 74%) loss_emb: 0.0026  loss: 1.2895  acc: 0.6542  lr: 0.0000 
ep/it:373- 340 niter:143200  603m 30s (- 203m 33s) completed: 74%) loss_emb: 0.0026  loss: 1.2864  acc: 0.6532  lr: 0.0000 
Validation time:
Validation loss:1.294, accuracy:0.663
ep/it:374-   7 niter:143250  603m 45s (- 203m 21s) completed: 74%) loss_emb: 0.0026  loss: 1.2737  acc: 0.6581  lr: 0.0000 
ep/it:374-  57 niter:143300  603m 57s (- 203m 8s) completed: 74%) loss_emb: 0.0026  loss: 1.2787  acc: 0.6562  lr: 0.0000 
ep/it:374- 107 niter:143350  604m 9s (- 202m 56s) completed: 74%) loss_emb: 0.0026  loss: 1.2834  acc: 0.6548  lr: 0.0000 
ep/it:374- 157 niter:143400  604m 21s (- 202m 43s) completed: 74%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6566  lr: 0.0000 
ep/it:374- 207 niter:143450  604m 34s (- 202m 30s) completed: 74%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6578  lr: 0.0000 
ep/it:374- 257 niter:143500  604m 46s (- 202m 17s) completed: 74%) loss_emb: 0.0026  loss: 1.3027  acc: 0.6512  lr: 0.0000 
ep/it:374- 307 niter:143550  604m 58s (- 202m 4s) completed: 74%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6588  lr: 0.0000 
ep/it:374- 357 niter:143600  605m 11s (- 201m 52s) completed: 74%) loss_emb: 0.0026  loss: 1.2872  acc: 0.6555  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.659
--> 	 Eva. Ep 375 :, FID. 10.7409, Diversity Real. 9.3557, Diversity. 6.2435, R_precision_real. [0.51662234 0.69348404 0.77992021], R_precision. [0.22805851 0.38962766 0.50265957], matching_score_real. 2.9359984397888184, matching_score_pred. 5.179531574249268
ep/it:375-  24 niter:143650  605m 33s (- 201m 42s) completed: 75%) loss_emb: 0.0026  loss: 1.2874  acc: 0.6554  lr: 0.0000 
ep/it:375-  74 niter:143700  605m 46s (- 201m 30s) completed: 75%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6592  lr: 0.0000 
ep/it:375- 124 niter:143750  605m 58s (- 201m 17s) completed: 75%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6586  lr: 0.0000 
ep/it:375- 174 niter:143800  606m 11s (- 201m 4s) completed: 75%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6585  lr: 0.0000 
ep/it:375- 224 niter:143850  606m 23s (- 200m 51s) completed: 75%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6552  lr: 0.0000 
ep/it:375- 274 niter:143900  606m 35s (- 200m 39s) completed: 75%) loss_emb: 0.0026  loss: 1.2704  acc: 0.6589  lr: 0.0000 
ep/it:375- 324 niter:143950  606m 47s (- 200m 26s) completed: 75%) loss_emb: 0.0026  loss: 1.2861  acc: 0.6560  lr: 0.0000 
ep/it:375- 374 niter:144000  607m 0s (- 200m 13s) completed: 75%) loss_emb: 0.0026  loss: 1.2737  acc: 0.6590  lr: 0.0000 
Validation time:
Validation loss:1.271, accuracy:0.668
ep/it:376-  41 niter:144050  607m 14s (- 200m 1s) completed: 75%) loss_emb: 0.0025  loss: 1.2503  acc: 0.6665  lr: 0.0000 
ep/it:376-  91 niter:144100  607m 26s (- 199m 48s) completed: 75%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6572  lr: 0.0000 
ep/it:376- 141 niter:144150  607m 38s (- 199m 35s) completed: 75%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6590  lr: 0.0000 
ep/it:376- 191 niter:144200  607m 50s (- 199m 23s) completed: 75%) loss_emb: 0.0026  loss: 1.2725  acc: 0.6571  lr: 0.0000 
ep/it:376- 241 niter:144250  608m 3s (- 199m 10s) completed: 75%) loss_emb: 0.0026  loss: 1.2756  acc: 0.6583  lr: 0.0000 
ep/it:376- 291 niter:144300  608m 15s (- 198m 57s) completed: 75%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6532  lr: 0.0000 
ep/it:376- 341 niter:144350  608m 27s (- 198m 44s) completed: 75%) loss_emb: 0.0026  loss: 1.2597  acc: 0.6598  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.665
ep/it:377-   8 niter:144400  608m 42s (- 198m 32s) completed: 75%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6592  lr: 0.0000 
ep/it:377-  58 niter:144450  608m 54s (- 198m 20s) completed: 75%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6569  lr: 0.0000 
ep/it:377- 108 niter:144500  609m 6s (- 198m 7s) completed: 75%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6607  lr: 0.0000 
ep/it:377- 158 niter:144550  609m 18s (- 197m 54s) completed: 75%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6592  lr: 0.0000 
ep/it:377- 208 niter:144600  609m 31s (- 197m 41s) completed: 75%) loss_emb: 0.0026  loss: 1.2690  acc: 0.6601  lr: 0.0000 
ep/it:377- 258 niter:144650  609m 43s (- 197m 28s) completed: 75%) loss_emb: 0.0026  loss: 1.2638  acc: 0.6575  lr: 0.0000 
ep/it:377- 308 niter:144700  609m 55s (- 197m 15s) completed: 75%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6599  lr: 0.0000 
ep/it:377- 358 niter:144750  610m 7s (- 197m 3s) completed: 75%) loss_emb: 0.0026  loss: 1.2610  acc: 0.6618  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.663
ep/it:378-  25 niter:144800  610m 21s (- 196m 51s) completed: 75%) loss_emb: 0.0026  loss: 1.2978  acc: 0.6518  lr: 0.0000 
ep/it:378-  75 niter:144850  610m 33s (- 196m 38s) completed: 75%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6598  lr: 0.0000 
ep/it:378- 125 niter:144900  610m 45s (- 196m 25s) completed: 75%) loss_emb: 0.0026  loss: 1.2755  acc: 0.6584  lr: 0.0000 
ep/it:378- 175 niter:144950  610m 58s (- 196m 12s) completed: 75%) loss_emb: 0.0026  loss: 1.2900  acc: 0.6553  lr: 0.0000 
ep/it:378- 225 niter:145000  611m 11s (- 196m 0s) completed: 75%) loss_emb: 0.0026  loss: 1.2930  acc: 0.6538  lr: 0.0000 
ep/it:378- 275 niter:145050  611m 24s (- 195m 47s) completed: 75%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6626  lr: 0.0000 
ep/it:378- 325 niter:145100  611m 36s (- 195m 34s) completed: 75%) loss_emb: 0.0026  loss: 1.2458  acc: 0.6622  lr: 0.0000 
ep/it:378- 375 niter:145150  611m 49s (- 195m 22s) completed: 75%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6594  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.663
ep/it:379-  42 niter:145200  612m 3s (- 195m 9s) completed: 75%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6549  lr: 0.0000 
ep/it:379-  92 niter:145250  612m 15s (- 194m 57s) completed: 75%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6574  lr: 0.0000 
ep/it:379- 142 niter:145300  612m 28s (- 194m 44s) completed: 75%) loss_emb: 0.0026  loss: 1.2829  acc: 0.6543  lr: 0.0000 
ep/it:379- 192 niter:145350  612m 40s (- 194m 31s) completed: 75%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6634  lr: 0.0000 
ep/it:379- 242 niter:145400  612m 52s (- 194m 18s) completed: 75%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6539  lr: 0.0000 
ep/it:379- 292 niter:145450  613m 4s (- 194m 6s) completed: 75%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6619  lr: 0.0000 
ep/it:379- 342 niter:145500  613m 17s (- 193m 53s) completed: 75%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.357, accuracy:0.652
--> 	 Eva. Ep 380 :, FID. 10.1138, Diversity Real. 9.3131, Diversity. 6.4594, R_precision_real. [0.51462766 0.70212766 0.79787234], R_precision. [0.23803191 0.40625    0.50199468], matching_score_real. 2.9406657218933105, matching_score_pred. 5.194515705108643
ep/it:380-   9 niter:145550  613m 39s (- 193m 43s) completed: 76%) loss_emb: 0.0026  loss: 1.2983  acc: 0.6519  lr: 0.0000 
ep/it:380-  59 niter:145600  613m 51s (- 193m 30s) completed: 76%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6615  lr: 0.0000 
ep/it:380- 109 niter:145650  614m 3s (- 193m 18s) completed: 76%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6599  lr: 0.0000 
ep/it:380- 159 niter:145700  614m 15s (- 193m 5s) completed: 76%) loss_emb: 0.0026  loss: 1.2893  acc: 0.6532  lr: 0.0000 
ep/it:380- 209 niter:145750  614m 28s (- 192m 52s) completed: 76%) loss_emb: 0.0026  loss: 1.2850  acc: 0.6544  lr: 0.0000 
ep/it:380- 259 niter:145800  614m 40s (- 192m 40s) completed: 76%) loss_emb: 0.0026  loss: 1.2885  acc: 0.6567  lr: 0.0000 
ep/it:380- 309 niter:145850  614m 53s (- 192m 27s) completed: 76%) loss_emb: 0.0026  loss: 1.2786  acc: 0.6568  lr: 0.0000 
ep/it:380- 359 niter:145900  615m 6s (- 192m 14s) completed: 76%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6627  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.662
ep/it:381-  26 niter:145950  615m 20s (- 192m 2s) completed: 76%) loss_emb: 0.0026  loss: 1.2686  acc: 0.6593  lr: 0.0000 
ep/it:381-  76 niter:146000  615m 33s (- 191m 49s) completed: 76%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6599  lr: 0.0000 
ep/it:381- 126 niter:146050  615m 45s (- 191m 37s) completed: 76%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6589  lr: 0.0000 
ep/it:381- 176 niter:146100  615m 57s (- 191m 24s) completed: 76%) loss_emb: 0.0026  loss: 1.2817  acc: 0.6574  lr: 0.0000 
ep/it:381- 226 niter:146150  616m 9s (- 191m 11s) completed: 76%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6578  lr: 0.0000 
ep/it:381- 276 niter:146200  616m 21s (- 190m 58s) completed: 76%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6593  lr: 0.0000 
ep/it:381- 326 niter:146250  616m 33s (- 190m 45s) completed: 76%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6631  lr: 0.0000 
ep/it:381- 376 niter:146300  616m 46s (- 190m 33s) completed: 76%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6571  lr: 0.0000 
Validation time:
Validation loss:1.338, accuracy:0.657
ep/it:382-  43 niter:146350  617m 0s (- 190m 21s) completed: 76%) loss_emb: 0.0026  loss: 1.2722  acc: 0.6605  lr: 0.0000 
ep/it:382-  93 niter:146400  617m 13s (- 190m 8s) completed: 76%) loss_emb: 0.0026  loss: 1.2778  acc: 0.6561  lr: 0.0000 
ep/it:382- 143 niter:146450  617m 25s (- 189m 55s) completed: 76%) loss_emb: 0.0026  loss: 1.2570  acc: 0.6615  lr: 0.0000 
ep/it:382- 193 niter:146500  617m 37s (- 189m 42s) completed: 76%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6561  lr: 0.0000 
ep/it:382- 243 niter:146550  617m 50s (- 189m 30s) completed: 76%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6575  lr: 0.0000 
ep/it:382- 293 niter:146600  618m 3s (- 189m 17s) completed: 76%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6638  lr: 0.0000 
ep/it:382- 343 niter:146650  618m 15s (- 189m 5s) completed: 76%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6528  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.663
ep/it:383-  10 niter:146700  618m 30s (- 188m 52s) completed: 76%) loss_emb: 0.0026  loss: 1.2873  acc: 0.6544  lr: 0.0000 
ep/it:383-  60 niter:146750  618m 42s (- 188m 40s) completed: 76%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6566  lr: 0.0000 
ep/it:383- 110 niter:146800  618m 55s (- 188m 27s) completed: 76%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6605  lr: 0.0000 
ep/it:383- 160 niter:146850  619m 8s (- 188m 14s) completed: 76%) loss_emb: 0.0026  loss: 1.2550  acc: 0.6586  lr: 0.0000 
ep/it:383- 210 niter:146900  619m 20s (- 188m 2s) completed: 76%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6569  lr: 0.0000 
ep/it:383- 260 niter:146950  619m 33s (- 187m 49s) completed: 76%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6611  lr: 0.0000 
ep/it:383- 310 niter:147000  619m 47s (- 187m 37s) completed: 76%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6586  lr: 0.0000 
ep/it:383- 360 niter:147050  619m 59s (- 187m 24s) completed: 76%) loss_emb: 0.0026  loss: 1.2837  acc: 0.6563  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.655
ep/it:384-  27 niter:147100  620m 13s (- 187m 12s) completed: 76%) loss_emb: 0.0026  loss: 1.2433  acc: 0.6619  lr: 0.0000 
ep/it:384-  77 niter:147150  620m 25s (- 186m 59s) completed: 76%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6578  lr: 0.0000 
ep/it:384- 127 niter:147200  620m 38s (- 186m 46s) completed: 76%) loss_emb: 0.0026  loss: 1.2945  acc: 0.6531  lr: 0.0000 
ep/it:384- 177 niter:147250  620m 50s (- 186m 34s) completed: 76%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6608  lr: 0.0000 
ep/it:384- 227 niter:147300  621m 2s (- 186m 21s) completed: 76%) loss_emb: 0.0026  loss: 1.2901  acc: 0.6541  lr: 0.0000 
ep/it:384- 277 niter:147350  621m 14s (- 186m 8s) completed: 76%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6597  lr: 0.0000 
ep/it:384- 327 niter:147400  621m 26s (- 185m 55s) completed: 76%) loss_emb: 0.0026  loss: 1.2750  acc: 0.6566  lr: 0.0000 
ep/it:384- 377 niter:147450  621m 38s (- 185m 42s) completed: 76%) loss_emb: 0.0026  loss: 1.2720  acc: 0.6572  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.666
--> 	 Eva. Ep 385 :, FID. 10.7565, Diversity Real. 9.6440, Diversity. 6.2572, R_precision_real. [0.50132979 0.69481383 0.79720745], R_precision. [0.23803191 0.39295213 0.50132979], matching_score_real. 2.937256097793579, matching_score_pred. 5.252213954925537
ep/it:385-  44 niter:147500  622m 1s (- 185m 33s) completed: 77%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6609  lr: 0.0000 
ep/it:385-  94 niter:147550  622m 13s (- 185m 20s) completed: 77%) loss_emb: 0.0026  loss: 1.2757  acc: 0.6562  lr: 0.0000 
ep/it:385- 144 niter:147600  622m 26s (- 185m 7s) completed: 77%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6562  lr: 0.0000 
ep/it:385- 194 niter:147650  622m 38s (- 184m 54s) completed: 77%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6603  lr: 0.0000 
ep/it:385- 244 niter:147700  622m 51s (- 184m 42s) completed: 77%) loss_emb: 0.0027  loss: 1.3147  acc: 0.6466  lr: 0.0000 
ep/it:385- 294 niter:147750  623m 3s (- 184m 29s) completed: 77%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6520  lr: 0.0000 
ep/it:385- 344 niter:147800  623m 16s (- 184m 16s) completed: 77%) loss_emb: 0.0026  loss: 1.2809  acc: 0.6559  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.664
ep/it:386-  11 niter:147850  623m 30s (- 184m 4s) completed: 77%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6577  lr: 0.0000 
ep/it:386-  61 niter:147900  623m 42s (- 183m 52s) completed: 77%) loss_emb: 0.0026  loss: 1.2530  acc: 0.6651  lr: 0.0000 
ep/it:386- 111 niter:147950  623m 55s (- 183m 39s) completed: 77%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6586  lr: 0.0000 
ep/it:386- 161 niter:148000  624m 7s (- 183m 26s) completed: 77%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6629  lr: 0.0000 
ep/it:386- 211 niter:148050  624m 20s (- 183m 13s) completed: 77%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6613  lr: 0.0000 
ep/it:386- 261 niter:148100  624m 33s (- 183m 1s) completed: 77%) loss_emb: 0.0026  loss: 1.2739  acc: 0.6572  lr: 0.0000 
ep/it:386- 311 niter:148150  624m 45s (- 182m 48s) completed: 77%) loss_emb: 0.0026  loss: 1.2639  acc: 0.6599  lr: 0.0000 
ep/it:386- 361 niter:148200  624m 57s (- 182m 35s) completed: 77%) loss_emb: 0.0026  loss: 1.2970  acc: 0.6505  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.660
ep/it:387-  28 niter:148250  625m 11s (- 182m 23s) completed: 77%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6584  lr: 0.0000 
ep/it:387-  78 niter:148300  625m 23s (- 182m 10s) completed: 77%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6587  lr: 0.0000 
ep/it:387- 128 niter:148350  625m 36s (- 181m 57s) completed: 77%) loss_emb: 0.0025  loss: 1.2353  acc: 0.6655  lr: 0.0000 
ep/it:387- 178 niter:148400  625m 48s (- 181m 45s) completed: 77%) loss_emb: 0.0026  loss: 1.2800  acc: 0.6583  lr: 0.0000 
ep/it:387- 228 niter:148450  626m 0s (- 181m 32s) completed: 77%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6597  lr: 0.0000 
ep/it:387- 278 niter:148500  626m 13s (- 181m 19s) completed: 77%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6589  lr: 0.0000 
ep/it:387- 328 niter:148550  626m 26s (- 181m 7s) completed: 77%) loss_emb: 0.0026  loss: 1.2710  acc: 0.6569  lr: 0.0000 
ep/it:387- 378 niter:148600  626m 39s (- 180m 54s) completed: 77%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6591  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.658
ep/it:388-  45 niter:148650  626m 54s (- 180m 42s) completed: 77%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6584  lr: 0.0000 
ep/it:388-  95 niter:148700  627m 6s (- 180m 29s) completed: 77%) loss_emb: 0.0026  loss: 1.2802  acc: 0.6558  lr: 0.0000 
ep/it:388- 145 niter:148750  627m 18s (- 180m 17s) completed: 77%) loss_emb: 0.0026  loss: 1.2828  acc: 0.6566  lr: 0.0000 
ep/it:388- 195 niter:148800  627m 30s (- 180m 4s) completed: 77%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6618  lr: 0.0000 
ep/it:388- 245 niter:148850  627m 42s (- 179m 51s) completed: 77%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6632  lr: 0.0000 
ep/it:388- 295 niter:148900  627m 54s (- 179m 38s) completed: 77%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6587  lr: 0.0000 
ep/it:388- 345 niter:148950  628m 6s (- 179m 25s) completed: 77%) loss_emb: 0.0026  loss: 1.2760  acc: 0.6599  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.656
ep/it:389-  12 niter:149000  628m 21s (- 179m 13s) completed: 77%) loss_emb: 0.0026  loss: 1.2787  acc: 0.6549  lr: 0.0000 
ep/it:389-  62 niter:149050  628m 33s (- 179m 0s) completed: 77%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6602  lr: 0.0000 
ep/it:389- 112 niter:149100  628m 45s (- 178m 48s) completed: 77%) loss_emb: 0.0026  loss: 1.2772  acc: 0.6566  lr: 0.0000 
ep/it:389- 162 niter:149150  628m 57s (- 178m 35s) completed: 77%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6540  lr: 0.0000 
ep/it:389- 212 niter:149200  629m 9s (- 178m 22s) completed: 77%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6619  lr: 0.0000 
ep/it:389- 262 niter:149250  629m 21s (- 178m 9s) completed: 77%) loss_emb: 0.0026  loss: 1.2919  acc: 0.6511  lr: 0.0000 
ep/it:389- 312 niter:149300  629m 33s (- 177m 56s) completed: 77%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6584  lr: 0.0000 
ep/it:389- 362 niter:149350  629m 45s (- 177m 44s) completed: 77%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6520  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.657
--> 	 Eva. Ep 390 :, FID. 10.3034, Diversity Real. 9.4425, Diversity. 6.3366, R_precision_real. [0.51396277 0.70545213 0.80319149], R_precision. [0.24202128 0.39295213 0.50930851], matching_score_real. 2.912081718444824, matching_score_pred. 5.191819190979004
ep/it:390-  29 niter:149400  630m 7s (- 177m 34s) completed: 78%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6581  lr: 0.0000 
ep/it:390-  79 niter:149450  630m 19s (- 177m 21s) completed: 78%) loss_emb: 0.0026  loss: 1.2865  acc: 0.6535  lr: 0.0000 
ep/it:390- 129 niter:149500  630m 32s (- 177m 8s) completed: 78%) loss_emb: 0.0026  loss: 1.2927  acc: 0.6543  lr: 0.0000 
ep/it:390- 179 niter:149550  630m 44s (- 176m 55s) completed: 78%) loss_emb: 0.0026  loss: 1.2823  acc: 0.6548  lr: 0.0000 
ep/it:390- 229 niter:149600  630m 57s (- 176m 43s) completed: 78%) loss_emb: 0.0026  loss: 1.2461  acc: 0.6642  lr: 0.0000 
ep/it:390- 279 niter:149650  631m 9s (- 176m 30s) completed: 78%) loss_emb: 0.0026  loss: 1.2491  acc: 0.6640  lr: 0.0000 
ep/it:390- 329 niter:149700  631m 21s (- 176m 17s) completed: 78%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6635  lr: 0.0000 
ep/it:390- 379 niter:149750  631m 33s (- 176m 4s) completed: 78%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6552  lr: 0.0000 
Validation time:
Validation loss:1.296, accuracy:0.661
ep/it:391-  46 niter:149800  631m 48s (- 175m 52s) completed: 78%) loss_emb: 0.0025  loss: 1.2278  acc: 0.6682  lr: 0.0000 
ep/it:391-  96 niter:149850  632m 1s (- 175m 39s) completed: 78%) loss_emb: 0.0026  loss: 1.2610  acc: 0.6609  lr: 0.0000 
ep/it:391- 146 niter:149900  632m 13s (- 175m 27s) completed: 78%) loss_emb: 0.0027  loss: 1.3048  acc: 0.6480  lr: 0.0000 
ep/it:391- 196 niter:149950  632m 25s (- 175m 14s) completed: 78%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6624  lr: 0.0000 
ep/it:391- 246 niter:150000  632m 37s (- 175m 1s) completed: 78%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6564  lr: 0.0000 
ep/it:391- 296 niter:150050  632m 50s (- 174m 48s) completed: 78%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6581  lr: 0.0000 
ep/it:391- 346 niter:150100  633m 2s (- 174m 36s) completed: 78%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6634  lr: 0.0000 
Validation time:
Validation loss:1.274, accuracy:0.668
ep/it:392-  13 niter:150150  633m 16s (- 174m 23s) completed: 78%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6599  lr: 0.0000 
ep/it:392-  63 niter:150200  633m 28s (- 174m 11s) completed: 78%) loss_emb: 0.0026  loss: 1.2666  acc: 0.6586  lr: 0.0000 
ep/it:392- 113 niter:150250  633m 40s (- 173m 58s) completed: 78%) loss_emb: 0.0026  loss: 1.2706  acc: 0.6564  lr: 0.0000 
ep/it:392- 163 niter:150300  633m 53s (- 173m 45s) completed: 78%) loss_emb: 0.0026  loss: 1.2527  acc: 0.6615  lr: 0.0000 
ep/it:392- 213 niter:150350  634m 6s (- 173m 33s) completed: 78%) loss_emb: 0.0026  loss: 1.2864  acc: 0.6544  lr: 0.0000 
ep/it:392- 263 niter:150400  634m 18s (- 173m 20s) completed: 78%) loss_emb: 0.0026  loss: 1.2741  acc: 0.6608  lr: 0.0000 
ep/it:392- 313 niter:150450  634m 30s (- 173m 7s) completed: 78%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6623  lr: 0.0000 
ep/it:392- 363 niter:150500  634m 42s (- 172m 54s) completed: 78%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6632  lr: 0.0000 
Validation time:
Validation loss:1.351, accuracy:0.647
ep/it:393-  30 niter:150550  634m 57s (- 172m 42s) completed: 78%) loss_emb: 0.0026  loss: 1.2870  acc: 0.6548  lr: 0.0000 
ep/it:393-  80 niter:150600  635m 9s (- 172m 29s) completed: 78%) loss_emb: 0.0026  loss: 1.2746  acc: 0.6558  lr: 0.0000 
ep/it:393- 130 niter:150650  635m 21s (- 172m 17s) completed: 78%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6591  lr: 0.0000 
ep/it:393- 180 niter:150700  635m 33s (- 172m 4s) completed: 78%) loss_emb: 0.0026  loss: 1.2819  acc: 0.6578  lr: 0.0000 
ep/it:393- 230 niter:150750  635m 46s (- 171m 51s) completed: 78%) loss_emb: 0.0026  loss: 1.2951  acc: 0.6521  lr: 0.0000 
ep/it:393- 280 niter:150800  635m 58s (- 171m 38s) completed: 78%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6616  lr: 0.0000 
ep/it:393- 330 niter:150850  636m 10s (- 171m 25s) completed: 78%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6585  lr: 0.0000 
ep/it:393- 380 niter:150900  636m 22s (- 171m 13s) completed: 78%) loss_emb: 0.0026  loss: 1.2750  acc: 0.6554  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.657
ep/it:394-  47 niter:150950  636m 37s (- 171m 1s) completed: 78%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6571  lr: 0.0000 
ep/it:394-  97 niter:151000  636m 49s (- 170m 48s) completed: 78%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6624  lr: 0.0000 
ep/it:394- 147 niter:151050  637m 2s (- 170m 35s) completed: 78%) loss_emb: 0.0026  loss: 1.2786  acc: 0.6556  lr: 0.0000 
ep/it:394- 197 niter:151100  637m 14s (- 170m 22s) completed: 78%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6576  lr: 0.0000 
ep/it:394- 247 niter:151150  637m 26s (- 170m 10s) completed: 78%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6608  lr: 0.0000 
ep/it:394- 297 niter:151200  637m 39s (- 169m 57s) completed: 78%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6571  lr: 0.0000 
ep/it:394- 347 niter:151250  637m 51s (- 169m 44s) completed: 78%) loss_emb: 0.0026  loss: 1.2679  acc: 0.6599  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.659
--> 	 Eva. Ep 395 :, FID. 10.3462, Diversity Real. 9.4595, Diversity. 6.2556, R_precision_real. [0.5099734  0.71010638 0.79986702], R_precision. [0.2599734  0.40824468 0.51130319], matching_score_real. 2.903684616088867, matching_score_pred. 5.158616542816162
ep/it:395-  14 niter:151300  638m 13s (- 169m 34s) completed: 79%) loss_emb: 0.0026  loss: 1.2582  acc: 0.6602  lr: 0.0000 
ep/it:395-  64 niter:151350  638m 26s (- 169m 21s) completed: 79%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6613  lr: 0.0000 
ep/it:395- 114 niter:151400  638m 39s (- 169m 9s) completed: 79%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6628  lr: 0.0000 
ep/it:395- 164 niter:151450  638m 51s (- 168m 56s) completed: 79%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6541  lr: 0.0000 
ep/it:395- 214 niter:151500  639m 3s (- 168m 43s) completed: 79%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6575  lr: 0.0000 
ep/it:395- 264 niter:151550  639m 16s (- 168m 31s) completed: 79%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6612  lr: 0.0000 
ep/it:395- 314 niter:151600  639m 28s (- 168m 18s) completed: 79%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6635  lr: 0.0000 
ep/it:395- 364 niter:151650  639m 41s (- 168m 5s) completed: 79%) loss_emb: 0.0026  loss: 1.2920  acc: 0.6515  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.658
ep/it:396-  31 niter:151700  639m 56s (- 167m 53s) completed: 79%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6569  lr: 0.0000 
ep/it:396-  81 niter:151750  640m 9s (- 167m 41s) completed: 79%) loss_emb: 0.0026  loss: 1.2783  acc: 0.6545  lr: 0.0000 
ep/it:396- 131 niter:151800  640m 22s (- 167m 28s) completed: 79%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6633  lr: 0.0000 
ep/it:396- 181 niter:151850  640m 35s (- 167m 15s) completed: 79%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6617  lr: 0.0000 
ep/it:396- 231 niter:151900  640m 47s (- 167m 3s) completed: 79%) loss_emb: 0.0026  loss: 1.2744  acc: 0.6582  lr: 0.0000 
ep/it:396- 281 niter:151950  641m 0s (- 166m 50s) completed: 79%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6601  lr: 0.0000 
ep/it:396- 331 niter:152000  641m 12s (- 166m 37s) completed: 79%) loss_emb: 0.0026  loss: 1.3034  acc: 0.6510  lr: 0.0000 
ep/it:396- 381 niter:152050  641m 25s (- 166m 25s) completed: 79%) loss_emb: 0.0025  loss: 1.2478  acc: 0.6641  lr: 0.0000 
Validation time:
Validation loss:1.337, accuracy:0.655
ep/it:397-  48 niter:152100  641m 40s (- 166m 13s) completed: 79%) loss_emb: 0.0026  loss: 1.2611  acc: 0.6627  lr: 0.0000 
ep/it:397-  98 niter:152150  641m 52s (- 166m 0s) completed: 79%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6583  lr: 0.0000 
ep/it:397- 148 niter:152200  642m 5s (- 165m 47s) completed: 79%) loss_emb: 0.0026  loss: 1.2537  acc: 0.6632  lr: 0.0000 
ep/it:397- 198 niter:152250  642m 18s (- 165m 35s) completed: 79%) loss_emb: 0.0026  loss: 1.2682  acc: 0.6582  lr: 0.0000 
ep/it:397- 248 niter:152300  642m 31s (- 165m 22s) completed: 79%) loss_emb: 0.0026  loss: 1.2920  acc: 0.6529  lr: 0.0000 
ep/it:397- 298 niter:152350  642m 43s (- 165m 9s) completed: 79%) loss_emb: 0.0026  loss: 1.2717  acc: 0.6581  lr: 0.0000 
ep/it:397- 348 niter:152400  642m 56s (- 164m 57s) completed: 79%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6611  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.670
ep/it:398-  15 niter:152450  643m 10s (- 164m 44s) completed: 79%) loss_emb: 0.0026  loss: 1.2999  acc: 0.6501  lr: 0.0000 
ep/it:398-  65 niter:152500  643m 23s (- 164m 32s) completed: 79%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6598  lr: 0.0000 
ep/it:398- 115 niter:152550  643m 35s (- 164m 19s) completed: 79%) loss_emb: 0.0025  loss: 1.2400  acc: 0.6669  lr: 0.0000 
ep/it:398- 165 niter:152600  643m 48s (- 164m 6s) completed: 79%) loss_emb: 0.0026  loss: 1.2933  acc: 0.6540  lr: 0.0000 
ep/it:398- 215 niter:152650  644m 0s (- 163m 54s) completed: 79%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6605  lr: 0.0000 
ep/it:398- 265 niter:152700  644m 13s (- 163m 41s) completed: 79%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6612  lr: 0.0000 
ep/it:398- 315 niter:152750  644m 25s (- 163m 28s) completed: 79%) loss_emb: 0.0025  loss: 1.2467  acc: 0.6654  lr: 0.0000 
ep/it:398- 365 niter:152800  644m 38s (- 163m 16s) completed: 79%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6625  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.664
ep/it:399-  32 niter:152850  644m 52s (- 163m 3s) completed: 79%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6572  lr: 0.0000 
ep/it:399-  82 niter:152900  645m 4s (- 162m 51s) completed: 79%) loss_emb: 0.0026  loss: 1.2596  acc: 0.6602  lr: 0.0000 
ep/it:399- 132 niter:152950  645m 16s (- 162m 38s) completed: 79%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6634  lr: 0.0000 
ep/it:399- 182 niter:153000  645m 29s (- 162m 25s) completed: 79%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6613  lr: 0.0000 
ep/it:399- 232 niter:153050  645m 41s (- 162m 12s) completed: 79%) loss_emb: 0.0026  loss: 1.2780  acc: 0.6558  lr: 0.0000 
ep/it:399- 282 niter:153100  645m 53s (- 161m 59s) completed: 79%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6617  lr: 0.0000 
ep/it:399- 332 niter:153150  646m 5s (- 161m 47s) completed: 79%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6632  lr: 0.0000 
ep/it:399- 382 niter:153200  646m 18s (- 161m 34s) completed: 80%) loss_emb: 0.0026  loss: 1.2673  acc: 0.6585  lr: 0.0000 
Validation time:
Validation loss:1.297, accuracy:0.664
--> 	 Eva. Ep 400 :, FID. 9.7759, Diversity Real. 9.7057, Diversity. 6.3957, R_precision_real. [0.50598404 0.69946809 0.81050532], R_precision. [0.25398936 0.40957447 0.51662234], matching_score_real. 2.9025697708129883, matching_score_pred. 5.147720813751221
--> --> 	 FID Improved from 9.82233 to 9.77591 !!!
ep/it:400-  49 niter:153250  646m 40s (- 161m 24s) completed: 80%) loss_emb: 0.0026  loss: 1.2817  acc: 0.6560  lr: 0.0000 
ep/it:400-  99 niter:153300  646m 52s (- 161m 11s) completed: 80%) loss_emb: 0.0025  loss: 1.2399  acc: 0.6667  lr: 0.0000 
ep/it:400- 149 niter:153350  647m 4s (- 160m 58s) completed: 80%) loss_emb: 0.0026  loss: 1.2867  acc: 0.6564  lr: 0.0000 
ep/it:400- 199 niter:153400  647m 16s (- 160m 45s) completed: 80%) loss_emb: 0.0026  loss: 1.2852  acc: 0.6540  lr: 0.0000 
ep/it:400- 249 niter:153450  647m 29s (- 160m 33s) completed: 80%) loss_emb: 0.0026  loss: 1.2617  acc: 0.6599  lr: 0.0000 
ep/it:400- 299 niter:153500  647m 41s (- 160m 20s) completed: 80%) loss_emb: 0.0026  loss: 1.2774  acc: 0.6574  lr: 0.0000 
ep/it:400- 349 niter:153550  647m 53s (- 160m 7s) completed: 80%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6607  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.654
ep/it:401-  16 niter:153600  648m 8s (- 159m 55s) completed: 80%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6585  lr: 0.0000 
ep/it:401-  66 niter:153650  648m 20s (- 159m 42s) completed: 80%) loss_emb: 0.0026  loss: 1.2538  acc: 0.6632  lr: 0.0000 
ep/it:401- 116 niter:153700  648m 32s (- 159m 29s) completed: 80%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6589  lr: 0.0000 
ep/it:401- 166 niter:153750  648m 44s (- 159m 17s) completed: 80%) loss_emb: 0.0025  loss: 1.2454  acc: 0.6648  lr: 0.0000 
ep/it:401- 216 niter:153800  648m 57s (- 159m 4s) completed: 80%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6600  lr: 0.0000 
ep/it:401- 266 niter:153850  649m 9s (- 158m 51s) completed: 80%) loss_emb: 0.0026  loss: 1.2879  acc: 0.6559  lr: 0.0000 
ep/it:401- 316 niter:153900  649m 21s (- 158m 38s) completed: 80%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6595  lr: 0.0000 
ep/it:401- 366 niter:153950  649m 33s (- 158m 26s) completed: 80%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6630  lr: 0.0000 
Validation time:
Validation loss:1.307, accuracy:0.662
ep/it:402-  33 niter:154000  649m 47s (- 158m 13s) completed: 80%) loss_emb: 0.0026  loss: 1.2878  acc: 0.6513  lr: 0.0000 
ep/it:402-  83 niter:154050  650m 0s (- 158m 1s) completed: 80%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6606  lr: 0.0000 
ep/it:402- 133 niter:154100  650m 12s (- 157m 48s) completed: 80%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6600  lr: 0.0000 
ep/it:402- 183 niter:154150  650m 24s (- 157m 35s) completed: 80%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6610  lr: 0.0000 
ep/it:402- 233 niter:154200  650m 37s (- 157m 22s) completed: 80%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6571  lr: 0.0000 
ep/it:402- 283 niter:154250  650m 49s (- 157m 10s) completed: 80%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6587  lr: 0.0000 
ep/it:402- 333 niter:154300  651m 1s (- 156m 57s) completed: 80%) loss_emb: 0.0026  loss: 1.2768  acc: 0.6561  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.660
ep/it:403-   0 niter:154350  651m 16s (- 156m 45s) completed: 80%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6566  lr: 0.0000 
ep/it:403-  50 niter:154400  651m 28s (- 156m 32s) completed: 80%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6614  lr: 0.0000 
ep/it:403- 100 niter:154450  651m 40s (- 156m 19s) completed: 80%) loss_emb: 0.0026  loss: 1.2618  acc: 0.6608  lr: 0.0000 
ep/it:403- 150 niter:154500  651m 53s (- 156m 6s) completed: 80%) loss_emb: 0.0026  loss: 1.2424  acc: 0.6636  lr: 0.0000 
ep/it:403- 200 niter:154550  652m 5s (- 155m 54s) completed: 80%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6584  lr: 0.0000 
ep/it:403- 250 niter:154600  652m 17s (- 155m 41s) completed: 80%) loss_emb: 0.0027  loss: 1.3175  acc: 0.6489  lr: 0.0000 
ep/it:403- 300 niter:154650  652m 29s (- 155m 28s) completed: 80%) loss_emb: 0.0026  loss: 1.2985  acc: 0.6506  lr: 0.0000 
ep/it:403- 350 niter:154700  652m 41s (- 155m 15s) completed: 80%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6539  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.652
ep/it:404-  17 niter:154750  652m 56s (- 155m 3s) completed: 80%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6631  lr: 0.0000 
ep/it:404-  67 niter:154800  653m 8s (- 154m 50s) completed: 80%) loss_emb: 0.0026  loss: 1.2883  acc: 0.6533  lr: 0.0000 
ep/it:404- 117 niter:154850  653m 20s (- 154m 37s) completed: 80%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6607  lr: 0.0000 
ep/it:404- 167 niter:154900  653m 32s (- 154m 25s) completed: 80%) loss_emb: 0.0026  loss: 1.2916  acc: 0.6534  lr: 0.0000 
ep/it:404- 217 niter:154950  653m 44s (- 154m 12s) completed: 80%) loss_emb: 0.0026  loss: 1.2851  acc: 0.6555  lr: 0.0000 
ep/it:404- 267 niter:155000  653m 56s (- 153m 59s) completed: 80%) loss_emb: 0.0026  loss: 1.2781  acc: 0.6542  lr: 0.0000 
ep/it:404- 317 niter:155050  654m 9s (- 153m 46s) completed: 80%) loss_emb: 0.0026  loss: 1.2872  acc: 0.6556  lr: 0.0000 
ep/it:404- 367 niter:155100  654m 21s (- 153m 34s) completed: 80%) loss_emb: 0.0025  loss: 1.2324  acc: 0.6657  lr: 0.0000 
Validation time:
Validation loss:1.336, accuracy:0.656
--> 	 Eva. Ep 405 :, FID. 9.9927, Diversity Real. 9.5915, Diversity. 6.3969, R_precision_real. [0.52393617 0.71742021 0.79720745], R_precision. [0.24335106 0.3956117  0.50598404], matching_score_real. 2.933493137359619, matching_score_pred. 5.168740272521973
ep/it:405-  34 niter:155150  654m 43s (- 153m 23s) completed: 81%) loss_emb: 0.0025  loss: 1.2347  acc: 0.6683  lr: 0.0000 
ep/it:405-  84 niter:155200  654m 55s (- 153m 10s) completed: 81%) loss_emb: 0.0026  loss: 1.2738  acc: 0.6594  lr: 0.0000 
ep/it:405- 134 niter:155250  655m 7s (- 152m 58s) completed: 81%) loss_emb: 0.0026  loss: 1.2784  acc: 0.6596  lr: 0.0000 
ep/it:405- 184 niter:155300  655m 19s (- 152m 45s) completed: 81%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6583  lr: 0.0000 
ep/it:405- 234 niter:155350  655m 31s (- 152m 32s) completed: 81%) loss_emb: 0.0026  loss: 1.2731  acc: 0.6584  lr: 0.0000 
ep/it:405- 284 niter:155400  655m 43s (- 152m 19s) completed: 81%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6599  lr: 0.0000 
ep/it:405- 334 niter:155450  655m 56s (- 152m 7s) completed: 81%) loss_emb: 0.0026  loss: 1.2444  acc: 0.6641  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.660
ep/it:406-   1 niter:155500  656m 10s (- 151m 54s) completed: 81%) loss_emb: 0.0026  loss: 1.2571  acc: 0.6620  lr: 0.0000 
ep/it:406-  51 niter:155550  656m 22s (- 151m 41s) completed: 81%) loss_emb: 0.0026  loss: 1.2536  acc: 0.6625  lr: 0.0000 
ep/it:406- 101 niter:155600  656m 35s (- 151m 29s) completed: 81%) loss_emb: 0.0025  loss: 1.2136  acc: 0.6748  lr: 0.0000 
ep/it:406- 151 niter:155650  656m 47s (- 151m 16s) completed: 81%) loss_emb: 0.0026  loss: 1.2797  acc: 0.6554  lr: 0.0000 
ep/it:406- 201 niter:155700  657m 0s (- 151m 3s) completed: 81%) loss_emb: 0.0026  loss: 1.2775  acc: 0.6551  lr: 0.0000 
ep/it:406- 251 niter:155750  657m 12s (- 150m 51s) completed: 81%) loss_emb: 0.0026  loss: 1.2773  acc: 0.6573  lr: 0.0000 
ep/it:406- 301 niter:155800  657m 24s (- 150m 38s) completed: 81%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6578  lr: 0.0000 
ep/it:406- 351 niter:155850  657m 36s (- 150m 25s) completed: 81%) loss_emb: 0.0026  loss: 1.2673  acc: 0.6579  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.661
ep/it:407-  18 niter:155900  657m 51s (- 150m 13s) completed: 81%) loss_emb: 0.0026  loss: 1.2729  acc: 0.6573  lr: 0.0000 
ep/it:407-  68 niter:155950  658m 3s (- 150m 0s) completed: 81%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6581  lr: 0.0000 
ep/it:407- 118 niter:156000  658m 15s (- 149m 47s) completed: 81%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6589  lr: 0.0000 
ep/it:407- 168 niter:156050  658m 28s (- 149m 35s) completed: 81%) loss_emb: 0.0025  loss: 1.2338  acc: 0.6673  lr: 0.0000 
ep/it:407- 218 niter:156100  658m 40s (- 149m 22s) completed: 81%) loss_emb: 0.0026  loss: 1.2739  acc: 0.6571  lr: 0.0000 
ep/it:407- 268 niter:156150  658m 52s (- 149m 9s) completed: 81%) loss_emb: 0.0026  loss: 1.2555  acc: 0.6620  lr: 0.0000 
ep/it:407- 318 niter:156200  659m 4s (- 148m 56s) completed: 81%) loss_emb: 0.0026  loss: 1.2471  acc: 0.6632  lr: 0.0000 
ep/it:407- 368 niter:156250  659m 17s (- 148m 44s) completed: 81%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6579  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.657
ep/it:408-  35 niter:156300  659m 31s (- 148m 31s) completed: 81%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6579  lr: 0.0000 
ep/it:408-  85 niter:156350  659m 44s (- 148m 19s) completed: 81%) loss_emb: 0.0026  loss: 1.2784  acc: 0.6571  lr: 0.0000 
ep/it:408- 135 niter:156400  659m 56s (- 148m 6s) completed: 81%) loss_emb: 0.0026  loss: 1.2953  acc: 0.6545  lr: 0.0000 
ep/it:408- 185 niter:156450  660m 9s (- 147m 53s) completed: 81%) loss_emb: 0.0026  loss: 1.2646  acc: 0.6599  lr: 0.0000 
ep/it:408- 235 niter:156500  660m 21s (- 147m 41s) completed: 81%) loss_emb: 0.0026  loss: 1.2660  acc: 0.6583  lr: 0.0000 
ep/it:408- 285 niter:156550  660m 34s (- 147m 28s) completed: 81%) loss_emb: 0.0025  loss: 1.2386  acc: 0.6679  lr: 0.0000 
ep/it:408- 335 niter:156600  660m 47s (- 147m 15s) completed: 81%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6572  lr: 0.0000 
Validation time:
Validation loss:1.307, accuracy:0.662
ep/it:409-   2 niter:156650  661m 1s (- 147m 3s) completed: 81%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6546  lr: 0.0000 
ep/it:409-  52 niter:156700  661m 14s (- 146m 50s) completed: 81%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6582  lr: 0.0000 
ep/it:409- 102 niter:156750  661m 27s (- 146m 38s) completed: 81%) loss_emb: 0.0026  loss: 1.2576  acc: 0.6612  lr: 0.0000 
ep/it:409- 152 niter:156800  661m 40s (- 146m 25s) completed: 81%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6594  lr: 0.0000 
ep/it:409- 202 niter:156850  661m 52s (- 146m 13s) completed: 81%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6590  lr: 0.0000 
ep/it:409- 252 niter:156900  662m 5s (- 146m 0s) completed: 81%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6519  lr: 0.0000 
ep/it:409- 302 niter:156950  662m 18s (- 145m 47s) completed: 81%) loss_emb: 0.0026  loss: 1.2721  acc: 0.6573  lr: 0.0000 
ep/it:409- 352 niter:157000  662m 30s (- 145m 35s) completed: 81%) loss_emb: 0.0026  loss: 1.2827  acc: 0.6561  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.657
--> 	 Eva. Ep 410 :, FID. 10.2666, Diversity Real. 9.3052, Diversity. 6.3940, R_precision_real. [0.50731383 0.68882979 0.78723404], R_precision. [0.23271277 0.40026596 0.5099734 ], matching_score_real. 2.961740255355835, matching_score_pred. 5.190826416015625
ep/it:410-  19 niter:157050  662m 53s (- 145m 24s) completed: 82%) loss_emb: 0.0026  loss: 1.2582  acc: 0.6602  lr: 0.0000 
ep/it:410-  69 niter:157100  663m 5s (- 145m 11s) completed: 82%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6569  lr: 0.0000 
ep/it:410- 119 niter:157150  663m 17s (- 144m 59s) completed: 82%) loss_emb: 0.0026  loss: 1.2915  acc: 0.6531  lr: 0.0000 
ep/it:410- 169 niter:157200  663m 30s (- 144m 46s) completed: 82%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6625  lr: 0.0000 
ep/it:410- 219 niter:157250  663m 42s (- 144m 33s) completed: 82%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6625  lr: 0.0000 
ep/it:410- 269 niter:157300  663m 54s (- 144m 20s) completed: 82%) loss_emb: 0.0026  loss: 1.2759  acc: 0.6565  lr: 0.0000 
ep/it:410- 319 niter:157350  664m 6s (- 144m 7s) completed: 82%) loss_emb: 0.0026  loss: 1.2537  acc: 0.6618  lr: 0.0000 
ep/it:410- 369 niter:157400  664m 18s (- 143m 55s) completed: 82%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.290, accuracy:0.665
ep/it:411-  36 niter:157450  664m 33s (- 143m 42s) completed: 82%) loss_emb: 0.0026  loss: 1.2852  acc: 0.6554  lr: 0.0000 
ep/it:411-  86 niter:157500  664m 45s (- 143m 30s) completed: 82%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6611  lr: 0.0000 
ep/it:411- 136 niter:157550  664m 57s (- 143m 17s) completed: 82%) loss_emb: 0.0026  loss: 1.2722  acc: 0.6580  lr: 0.0000 
ep/it:411- 186 niter:157600  665m 10s (- 143m 4s) completed: 82%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6601  lr: 0.0000 
ep/it:411- 236 niter:157650  665m 22s (- 142m 51s) completed: 82%) loss_emb: 0.0026  loss: 1.2855  acc: 0.6555  lr: 0.0000 
ep/it:411- 286 niter:157700  665m 34s (- 142m 39s) completed: 82%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6620  lr: 0.0000 
ep/it:411- 336 niter:157750  665m 46s (- 142m 26s) completed: 82%) loss_emb: 0.0026  loss: 1.2866  acc: 0.6517  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.667
ep/it:412-   3 niter:157800  666m 1s (- 142m 14s) completed: 82%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6573  lr: 0.0000 
ep/it:412-  53 niter:157850  666m 13s (- 142m 1s) completed: 82%) loss_emb: 0.0025  loss: 1.2496  acc: 0.6666  lr: 0.0000 
ep/it:412- 103 niter:157900  666m 26s (- 141m 48s) completed: 82%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6620  lr: 0.0000 
ep/it:412- 153 niter:157950  666m 39s (- 141m 36s) completed: 82%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6581  lr: 0.0000 
ep/it:412- 203 niter:158000  666m 51s (- 141m 23s) completed: 82%) loss_emb: 0.0026  loss: 1.2570  acc: 0.6596  lr: 0.0000 
ep/it:412- 253 niter:158050  667m 4s (- 141m 10s) completed: 82%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6587  lr: 0.0000 
ep/it:412- 303 niter:158100  667m 16s (- 140m 58s) completed: 82%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6580  lr: 0.0000 
ep/it:412- 353 niter:158150  667m 29s (- 140m 45s) completed: 82%) loss_emb: 0.0025  loss: 1.2390  acc: 0.6646  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.667
ep/it:413-  20 niter:158200  667m 43s (- 140m 33s) completed: 82%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6613  lr: 0.0000 
ep/it:413-  70 niter:158250  667m 56s (- 140m 20s) completed: 82%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6585  lr: 0.0000 
ep/it:413- 120 niter:158300  668m 8s (- 140m 7s) completed: 82%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6571  lr: 0.0000 
ep/it:413- 170 niter:158350  668m 21s (- 139m 55s) completed: 82%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6606  lr: 0.0000 
ep/it:413- 220 niter:158400  668m 33s (- 139m 42s) completed: 82%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6572  lr: 0.0000 
ep/it:413- 270 niter:158450  668m 47s (- 139m 29s) completed: 82%) loss_emb: 0.0026  loss: 1.2818  acc: 0.6549  lr: 0.0000 
ep/it:413- 320 niter:158500  668m 59s (- 139m 17s) completed: 82%) loss_emb: 0.0026  loss: 1.2522  acc: 0.6634  lr: 0.0000 
ep/it:413- 370 niter:158550  669m 12s (- 139m 4s) completed: 82%) loss_emb: 0.0026  loss: 1.2446  acc: 0.6619  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.659
ep/it:414-  37 niter:158600  669m 26s (- 138m 52s) completed: 82%) loss_emb: 0.0026  loss: 1.2776  acc: 0.6530  lr: 0.0000 
ep/it:414-  87 niter:158650  669m 39s (- 138m 39s) completed: 82%) loss_emb: 0.0026  loss: 1.2836  acc: 0.6568  lr: 0.0000 
ep/it:414- 137 niter:158700  669m 51s (- 138m 26s) completed: 82%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6617  lr: 0.0000 
ep/it:414- 187 niter:158750  670m 4s (- 138m 14s) completed: 82%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6602  lr: 0.0000 
ep/it:414- 237 niter:158800  670m 16s (- 138m 1s) completed: 82%) loss_emb: 0.0026  loss: 1.2747  acc: 0.6584  lr: 0.0000 
ep/it:414- 287 niter:158850  670m 28s (- 137m 48s) completed: 82%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6559  lr: 0.0000 
ep/it:414- 337 niter:158900  670m 40s (- 137m 35s) completed: 82%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6603  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.660
--> 	 Eva. Ep 415 :, FID. 10.8843, Diversity Real. 9.6213, Diversity. 6.2832, R_precision_real. [0.51861702 0.70345745 0.80319149], R_precision. [0.24401596 0.40558511 0.51728723], matching_score_real. 2.911344051361084, matching_score_pred. 5.238844871520996
ep/it:415-   4 niter:158950  671m 2s (- 137m 25s) completed: 83%) loss_emb: 0.0026  loss: 1.2495  acc: 0.6626  lr: 0.0000 
ep/it:415-  54 niter:159000  671m 15s (- 137m 12s) completed: 83%) loss_emb: 0.0027  loss: 1.3034  acc: 0.6483  lr: 0.0000 
ep/it:415- 104 niter:159050  671m 28s (- 136m 59s) completed: 83%) loss_emb: 0.0026  loss: 1.2861  acc: 0.6536  lr: 0.0000 
ep/it:415- 154 niter:159100  671m 41s (- 136m 47s) completed: 83%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6608  lr: 0.0000 
ep/it:415- 204 niter:159150  671m 54s (- 136m 34s) completed: 83%) loss_emb: 0.0026  loss: 1.2738  acc: 0.6542  lr: 0.0000 
ep/it:415- 254 niter:159200  672m 6s (- 136m 21s) completed: 83%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6591  lr: 0.0000 
ep/it:415- 304 niter:159250  672m 19s (- 136m 9s) completed: 83%) loss_emb: 0.0026  loss: 1.2459  acc: 0.6629  lr: 0.0000 
ep/it:415- 354 niter:159300  672m 32s (- 135m 56s) completed: 83%) loss_emb: 0.0025  loss: 1.2404  acc: 0.6668  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.664
ep/it:416-  21 niter:159350  672m 47s (- 135m 44s) completed: 83%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6562  lr: 0.0000 
ep/it:416-  71 niter:159400  672m 59s (- 135m 31s) completed: 83%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6601  lr: 0.0000 
ep/it:416- 121 niter:159450  673m 12s (- 135m 18s) completed: 83%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6567  lr: 0.0000 
ep/it:416- 171 niter:159500  673m 25s (- 135m 6s) completed: 83%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6559  lr: 0.0000 
ep/it:416- 221 niter:159550  673m 37s (- 134m 53s) completed: 83%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6615  lr: 0.0000 
ep/it:416- 271 niter:159600  673m 50s (- 134m 40s) completed: 83%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6562  lr: 0.0000 
ep/it:416- 321 niter:159650  674m 2s (- 134m 28s) completed: 83%) loss_emb: 0.0025  loss: 1.2274  acc: 0.6658  lr: 0.0000 
ep/it:416- 371 niter:159700  674m 15s (- 134m 15s) completed: 83%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6522  lr: 0.0000 
Validation time:
Validation loss:1.275, accuracy:0.675
Improved accuracy from 0.67 to 0.6748552944349206!!!
ep/it:417-  38 niter:159750  674m 29s (- 134m 3s) completed: 83%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6579  lr: 0.0000 
ep/it:417-  88 niter:159800  674m 41s (- 133m 50s) completed: 83%) loss_emb: 0.0026  loss: 1.2549  acc: 0.6621  lr: 0.0000 
ep/it:417- 138 niter:159850  674m 53s (- 133m 37s) completed: 83%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6553  lr: 0.0000 
ep/it:417- 188 niter:159900  675m 7s (- 133m 25s) completed: 83%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6618  lr: 0.0000 
ep/it:417- 238 niter:159950  675m 20s (- 133m 12s) completed: 83%) loss_emb: 0.0026  loss: 1.2679  acc: 0.6581  lr: 0.0000 
ep/it:417- 288 niter:160000  675m 32s (- 132m 59s) completed: 83%) loss_emb: 0.0026  loss: 1.2592  acc: 0.6615  lr: 0.0000 
ep/it:417- 338 niter:160050  675m 45s (- 132m 47s) completed: 83%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6558  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.659
ep/it:418-   5 niter:160100  676m 1s (- 132m 35s) completed: 83%) loss_emb: 0.0026  loss: 1.2631  acc: 0.6583  lr: 0.0000 
ep/it:418-  55 niter:160150  676m 13s (- 132m 22s) completed: 83%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6590  lr: 0.0000 
ep/it:418- 105 niter:160200  676m 26s (- 132m 9s) completed: 83%) loss_emb: 0.0026  loss: 1.2790  acc: 0.6563  lr: 0.0000 
ep/it:418- 155 niter:160250  676m 38s (- 131m 57s) completed: 83%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6582  lr: 0.0000 
ep/it:418- 205 niter:160300  676m 51s (- 131m 44s) completed: 83%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6641  lr: 0.0000 
ep/it:418- 255 niter:160350  677m 4s (- 131m 31s) completed: 83%) loss_emb: 0.0026  loss: 1.2872  acc: 0.6533  lr: 0.0000 
ep/it:418- 305 niter:160400  677m 17s (- 131m 19s) completed: 83%) loss_emb: 0.0025  loss: 1.2438  acc: 0.6663  lr: 0.0000 
ep/it:418- 355 niter:160450  677m 29s (- 131m 6s) completed: 83%) loss_emb: 0.0026  loss: 1.2506  acc: 0.6623  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.661
ep/it:419-  22 niter:160500  677m 43s (- 130m 54s) completed: 83%) loss_emb: 0.0026  loss: 1.2833  acc: 0.6541  lr: 0.0000 
ep/it:419-  72 niter:160550  677m 56s (- 130m 41s) completed: 83%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6569  lr: 0.0000 
ep/it:419- 122 niter:160600  678m 8s (- 130m 28s) completed: 83%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6614  lr: 0.0000 
ep/it:419- 172 niter:160650  678m 21s (- 130m 15s) completed: 83%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6608  lr: 0.0000 
ep/it:419- 222 niter:160700  678m 34s (- 130m 3s) completed: 83%) loss_emb: 0.0025  loss: 1.2417  acc: 0.6669  lr: 0.0000 
ep/it:419- 272 niter:160750  678m 46s (- 129m 50s) completed: 83%) loss_emb: 0.0026  loss: 1.2827  acc: 0.6531  lr: 0.0000 
ep/it:419- 322 niter:160800  678m 59s (- 129m 37s) completed: 83%) loss_emb: 0.0026  loss: 1.2514  acc: 0.6614  lr: 0.0000 
ep/it:419- 372 niter:160850  679m 11s (- 129m 25s) completed: 83%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6590  lr: 0.0000 
Validation time:
Validation loss:1.334, accuracy:0.660
--> 	 Eva. Ep 420 :, FID. 10.6342, Diversity Real. 9.4792, Diversity. 6.2608, R_precision_real. [0.48869681 0.69348404 0.80119681], R_precision. [0.24468085 0.41023936 0.50930851], matching_score_real. 2.9125709533691406, matching_score_pred. 5.197876930236816
ep/it:420-  39 niter:160900  679m 33s (- 129m 14s) completed: 84%) loss_emb: 0.0026  loss: 1.2573  acc: 0.6611  lr: 0.0000 
ep/it:420-  89 niter:160950  679m 45s (- 129m 1s) completed: 84%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6566  lr: 0.0000 
ep/it:420- 139 niter:161000  679m 58s (- 128m 48s) completed: 84%) loss_emb: 0.0026  loss: 1.2898  acc: 0.6517  lr: 0.0000 
ep/it:420- 189 niter:161050  680m 10s (- 128m 36s) completed: 84%) loss_emb: 0.0026  loss: 1.2479  acc: 0.6610  lr: 0.0000 
ep/it:420- 239 niter:161100  680m 23s (- 128m 23s) completed: 84%) loss_emb: 0.0026  loss: 1.2712  acc: 0.6579  lr: 0.0000 
ep/it:420- 289 niter:161150  680m 36s (- 128m 10s) completed: 84%) loss_emb: 0.0026  loss: 1.2755  acc: 0.6557  lr: 0.0000 
ep/it:420- 339 niter:161200  680m 48s (- 127m 58s) completed: 84%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6630  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.665
ep/it:421-   6 niter:161250  681m 3s (- 127m 45s) completed: 84%) loss_emb: 0.0025  loss: 1.2345  acc: 0.6658  lr: 0.0000 
ep/it:421-  56 niter:161300  681m 15s (- 127m 33s) completed: 84%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6632  lr: 0.0000 
ep/it:421- 106 niter:161350  681m 27s (- 127m 20s) completed: 84%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6575  lr: 0.0000 
ep/it:421- 156 niter:161400  681m 40s (- 127m 7s) completed: 84%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6580  lr: 0.0000 
ep/it:421- 206 niter:161450  681m 53s (- 126m 55s) completed: 84%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6556  lr: 0.0000 
ep/it:421- 256 niter:161500  682m 5s (- 126m 42s) completed: 84%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6602  lr: 0.0000 
ep/it:421- 306 niter:161550  682m 18s (- 126m 29s) completed: 84%) loss_emb: 0.0026  loss: 1.2860  acc: 0.6537  lr: 0.0000 
ep/it:421- 356 niter:161600  682m 31s (- 126m 16s) completed: 84%) loss_emb: 0.0026  loss: 1.2696  acc: 0.6601  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.657
ep/it:422-  23 niter:161650  682m 45s (- 126m 4s) completed: 84%) loss_emb: 0.0026  loss: 1.2568  acc: 0.6614  lr: 0.0000 
ep/it:422-  73 niter:161700  682m 58s (- 125m 51s) completed: 84%) loss_emb: 0.0025  loss: 1.2217  acc: 0.6704  lr: 0.0000 
ep/it:422- 123 niter:161750  683m 10s (- 125m 39s) completed: 84%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6602  lr: 0.0000 
ep/it:422- 173 niter:161800  683m 23s (- 125m 26s) completed: 84%) loss_emb: 0.0026  loss: 1.2665  acc: 0.6601  lr: 0.0000 
ep/it:422- 223 niter:161850  683m 36s (- 125m 13s) completed: 84%) loss_emb: 0.0026  loss: 1.2637  acc: 0.6579  lr: 0.0000 
ep/it:422- 273 niter:161900  683m 48s (- 125m 1s) completed: 84%) loss_emb: 0.0025  loss: 1.2430  acc: 0.6653  lr: 0.0000 
ep/it:422- 323 niter:161950  684m 0s (- 124m 48s) completed: 84%) loss_emb: 0.0026  loss: 1.2702  acc: 0.6580  lr: 0.0000 
ep/it:422- 373 niter:162000  684m 13s (- 124m 35s) completed: 84%) loss_emb: 0.0026  loss: 1.2753  acc: 0.6567  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.666
ep/it:423-  40 niter:162050  684m 28s (- 124m 23s) completed: 84%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6613  lr: 0.0000 
ep/it:423-  90 niter:162100  684m 40s (- 124m 10s) completed: 84%) loss_emb: 0.0026  loss: 1.2793  acc: 0.6570  lr: 0.0000 
ep/it:423- 140 niter:162150  684m 52s (- 123m 58s) completed: 84%) loss_emb: 0.0026  loss: 1.2542  acc: 0.6619  lr: 0.0000 
ep/it:423- 190 niter:162200  685m 4s (- 123m 45s) completed: 84%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6618  lr: 0.0000 
ep/it:423- 240 niter:162250  685m 17s (- 123m 32s) completed: 84%) loss_emb: 0.0026  loss: 1.2534  acc: 0.6625  lr: 0.0000 
ep/it:423- 290 niter:162300  685m 29s (- 123m 19s) completed: 84%) loss_emb: 0.0026  loss: 1.2507  acc: 0.6623  lr: 0.0000 
ep/it:423- 340 niter:162350  685m 41s (- 123m 6s) completed: 84%) loss_emb: 0.0026  loss: 1.2691  acc: 0.6604  lr: 0.0000 
Validation time:
Validation loss:1.322, accuracy:0.661
ep/it:424-   7 niter:162400  685m 55s (- 122m 54s) completed: 84%) loss_emb: 0.0025  loss: 1.2501  acc: 0.6647  lr: 0.0000 
ep/it:424-  57 niter:162450  686m 7s (- 122m 41s) completed: 84%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6599  lr: 0.0000 
ep/it:424- 107 niter:162500  686m 20s (- 122m 29s) completed: 84%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6574  lr: 0.0000 
ep/it:424- 157 niter:162550  686m 32s (- 122m 16s) completed: 84%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6629  lr: 0.0000 
ep/it:424- 207 niter:162600  686m 44s (- 122m 3s) completed: 84%) loss_emb: 0.0026  loss: 1.2779  acc: 0.6543  lr: 0.0000 
ep/it:424- 257 niter:162650  686m 57s (- 121m 50s) completed: 84%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6634  lr: 0.0000 
ep/it:424- 307 niter:162700  687m 9s (- 121m 38s) completed: 84%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6608  lr: 0.0000 
ep/it:424- 357 niter:162750  687m 21s (- 121m 25s) completed: 84%) loss_emb: 0.0025  loss: 1.2469  acc: 0.6648  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.667
--> 	 Eva. Ep 425 :, FID. 10.5135, Diversity Real. 9.6989, Diversity. 6.1496, R_precision_real. [0.51196809 0.69680851 0.80119681], R_precision. [0.24135638 0.39893617 0.50132979], matching_score_real. 2.891040802001953, matching_score_pred. 5.200491905212402
ep/it:425-  24 niter:162800  687m 44s (- 121m 14s) completed: 85%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6615  lr: 0.0000 
ep/it:425-  74 niter:162850  687m 57s (- 121m 1s) completed: 85%) loss_emb: 0.0026  loss: 1.2582  acc: 0.6631  lr: 0.0000 
ep/it:425- 124 niter:162900  688m 10s (- 120m 49s) completed: 85%) loss_emb: 0.0026  loss: 1.2540  acc: 0.6620  lr: 0.0000 
ep/it:425- 174 niter:162950  688m 22s (- 120m 36s) completed: 85%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6598  lr: 0.0000 
ep/it:425- 224 niter:163000  688m 35s (- 120m 23s) completed: 85%) loss_emb: 0.0026  loss: 1.2492  acc: 0.6631  lr: 0.0000 
ep/it:425- 274 niter:163050  688m 48s (- 120m 11s) completed: 85%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6613  lr: 0.0000 
ep/it:425- 324 niter:163100  689m 0s (- 119m 58s) completed: 85%) loss_emb: 0.0026  loss: 1.2508  acc: 0.6633  lr: 0.0000 
ep/it:425- 374 niter:163150  689m 13s (- 119m 45s) completed: 85%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6617  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.667
ep/it:426-  41 niter:163200  689m 28s (- 119m 33s) completed: 85%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6516  lr: 0.0000 
ep/it:426-  91 niter:163250  689m 40s (- 119m 20s) completed: 85%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6617  lr: 0.0000 
ep/it:426- 141 niter:163300  689m 52s (- 119m 8s) completed: 85%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6587  lr: 0.0000 
ep/it:426- 191 niter:163350  690m 4s (- 118m 55s) completed: 85%) loss_emb: 0.0026  loss: 1.2806  acc: 0.6569  lr: 0.0000 
ep/it:426- 241 niter:163400  690m 17s (- 118m 42s) completed: 85%) loss_emb: 0.0026  loss: 1.2520  acc: 0.6614  lr: 0.0000 
ep/it:426- 291 niter:163450  690m 29s (- 118m 29s) completed: 85%) loss_emb: 0.0026  loss: 1.2417  acc: 0.6621  lr: 0.0000 
ep/it:426- 341 niter:163500  690m 42s (- 118m 17s) completed: 85%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6549  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.656
ep/it:427-   8 niter:163550  690m 57s (- 118m 4s) completed: 85%) loss_emb: 0.0026  loss: 1.2558  acc: 0.6618  lr: 0.0000 
ep/it:427-  58 niter:163600  691m 10s (- 117m 52s) completed: 85%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6595  lr: 0.0000 
ep/it:427- 108 niter:163650  691m 23s (- 117m 39s) completed: 85%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6621  lr: 0.0000 
ep/it:427- 158 niter:163700  691m 36s (- 117m 27s) completed: 85%) loss_emb: 0.0025  loss: 1.2400  acc: 0.6639  lr: 0.0000 
ep/it:427- 208 niter:163750  691m 48s (- 117m 14s) completed: 85%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6588  lr: 0.0000 
ep/it:427- 258 niter:163800  692m 0s (- 117m 1s) completed: 85%) loss_emb: 0.0026  loss: 1.2714  acc: 0.6581  lr: 0.0000 
ep/it:427- 308 niter:163850  692m 13s (- 116m 48s) completed: 85%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6603  lr: 0.0000 
ep/it:427- 358 niter:163900  692m 25s (- 116m 35s) completed: 85%) loss_emb: 0.0026  loss: 1.2418  acc: 0.6638  lr: 0.0000 
Validation time:
Validation loss:1.314, accuracy:0.661
ep/it:428-  25 niter:163950  692m 39s (- 116m 23s) completed: 85%) loss_emb: 0.0026  loss: 1.2908  acc: 0.6548  lr: 0.0000 
ep/it:428-  75 niter:164000  692m 51s (- 116m 10s) completed: 85%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6563  lr: 0.0000 
ep/it:428- 125 niter:164050  693m 3s (- 115m 58s) completed: 85%) loss_emb: 0.0026  loss: 1.2587  acc: 0.6607  lr: 0.0000 
ep/it:428- 175 niter:164100  693m 16s (- 115m 45s) completed: 85%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6631  lr: 0.0000 
ep/it:428- 225 niter:164150  693m 29s (- 115m 32s) completed: 85%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6592  lr: 0.0000 
ep/it:428- 275 niter:164200  693m 42s (- 115m 20s) completed: 85%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6587  lr: 0.0000 
ep/it:428- 325 niter:164250  693m 56s (- 115m 7s) completed: 85%) loss_emb: 0.0027  loss: 1.3141  acc: 0.6445  lr: 0.0000 
ep/it:428- 375 niter:164300  694m 9s (- 114m 55s) completed: 85%) loss_emb: 0.0025  loss: 1.2478  acc: 0.6652  lr: 0.0000 
Validation time:
Validation loss:1.315, accuracy:0.659
ep/it:429-  42 niter:164350  694m 24s (- 114m 42s) completed: 85%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6644  lr: 0.0000 
ep/it:429-  92 niter:164400  694m 36s (- 114m 30s) completed: 85%) loss_emb: 0.0026  loss: 1.2460  acc: 0.6633  lr: 0.0000 
ep/it:429- 142 niter:164450  694m 49s (- 114m 17s) completed: 85%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6554  lr: 0.0000 
ep/it:429- 192 niter:164500  695m 1s (- 114m 4s) completed: 85%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6596  lr: 0.0000 
ep/it:429- 242 niter:164550  695m 15s (- 113m 52s) completed: 85%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6593  lr: 0.0000 
ep/it:429- 292 niter:164600  695m 28s (- 113m 39s) completed: 85%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6579  lr: 0.0000 
ep/it:429- 342 niter:164650  695m 42s (- 113m 27s) completed: 85%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6638  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.660
--> 	 Eva. Ep 430 :, FID. 10.5350, Diversity Real. 9.6467, Diversity. 6.4664, R_precision_real. [0.5099734  0.69614362 0.79720745], R_precision. [0.24734043 0.39228723 0.49135638], matching_score_real. 2.8882524967193604, matching_score_pred. 5.183018684387207
ep/it:430-   9 niter:164700  696m 5s (- 113m 16s) completed: 86%) loss_emb: 0.0026  loss: 1.3001  acc: 0.6538  lr: 0.0000 
ep/it:430-  59 niter:164750  696m 17s (- 113m 3s) completed: 86%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6624  lr: 0.0000 
ep/it:430- 109 niter:164800  696m 31s (- 112m 50s) completed: 86%) loss_emb: 0.0025  loss: 1.2401  acc: 0.6648  lr: 0.0000 
ep/it:430- 159 niter:164850  696m 44s (- 112m 38s) completed: 86%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6567  lr: 0.0000 
ep/it:430- 209 niter:164900  696m 56s (- 112m 25s) completed: 86%) loss_emb: 0.0026  loss: 1.2690  acc: 0.6599  lr: 0.0000 
ep/it:430- 259 niter:164950  697m 8s (- 112m 12s) completed: 86%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6574  lr: 0.0000 
ep/it:430- 309 niter:165000  697m 20s (- 111m 59s) completed: 86%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6571  lr: 0.0000 
ep/it:430- 359 niter:165050  697m 32s (- 111m 47s) completed: 86%) loss_emb: 0.0026  loss: 1.2811  acc: 0.6526  lr: 0.0000 
Validation time:
Validation loss:1.292, accuracy:0.663
ep/it:431-  26 niter:165100  697m 47s (- 111m 34s) completed: 86%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6628  lr: 0.0000 
ep/it:431-  76 niter:165150  697m 59s (- 111m 21s) completed: 86%) loss_emb: 0.0026  loss: 1.2748  acc: 0.6557  lr: 0.0000 
ep/it:431- 126 niter:165200  698m 11s (- 111m 9s) completed: 86%) loss_emb: 0.0026  loss: 1.2688  acc: 0.6590  lr: 0.0000 
ep/it:431- 176 niter:165250  698m 24s (- 110m 56s) completed: 86%) loss_emb: 0.0026  loss: 1.2564  acc: 0.6610  lr: 0.0000 
ep/it:431- 226 niter:165300  698m 37s (- 110m 43s) completed: 86%) loss_emb: 0.0026  loss: 1.2756  acc: 0.6583  lr: 0.0000 
ep/it:431- 276 niter:165350  698m 49s (- 110m 31s) completed: 86%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6649  lr: 0.0000 
ep/it:431- 326 niter:165400  699m 1s (- 110m 18s) completed: 86%) loss_emb: 0.0026  loss: 1.3022  acc: 0.6499  lr: 0.0000 
ep/it:431- 376 niter:165450  699m 13s (- 110m 5s) completed: 86%) loss_emb: 0.0026  loss: 1.2748  acc: 0.6578  lr: 0.0000 
Validation time:
Validation loss:1.298, accuracy:0.664
ep/it:432-  43 niter:165500  699m 27s (- 109m 53s) completed: 86%) loss_emb: 0.0026  loss: 1.2675  acc: 0.6594  lr: 0.0000 
ep/it:432-  93 niter:165550  699m 40s (- 109m 40s) completed: 86%) loss_emb: 0.0026  loss: 1.2416  acc: 0.6636  lr: 0.0000 
ep/it:432- 143 niter:165600  699m 52s (- 109m 27s) completed: 86%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6633  lr: 0.0000 
ep/it:432- 193 niter:165650  700m 4s (- 109m 14s) completed: 86%) loss_emb: 0.0025  loss: 1.2320  acc: 0.6680  lr: 0.0000 
ep/it:432- 243 niter:165700  700m 17s (- 109m 2s) completed: 86%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6598  lr: 0.0000 
ep/it:432- 293 niter:165750  700m 29s (- 108m 49s) completed: 86%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6586  lr: 0.0000 
ep/it:432- 343 niter:165800  700m 41s (- 108m 36s) completed: 86%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6582  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.656
ep/it:433-  10 niter:165850  700m 55s (- 108m 24s) completed: 86%) loss_emb: 0.0026  loss: 1.2662  acc: 0.6585  lr: 0.0000 
ep/it:433-  60 niter:165900  701m 8s (- 108m 11s) completed: 86%) loss_emb: 0.0026  loss: 1.2805  acc: 0.6551  lr: 0.0000 
ep/it:433- 110 niter:165950  701m 20s (- 107m 58s) completed: 86%) loss_emb: 0.0026  loss: 1.2503  acc: 0.6590  lr: 0.0000 
ep/it:433- 160 niter:166000  701m 32s (- 107m 46s) completed: 86%) loss_emb: 0.0026  loss: 1.2799  acc: 0.6559  lr: 0.0000 
ep/it:433- 210 niter:166050  701m 45s (- 107m 33s) completed: 86%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6596  lr: 0.0000 
ep/it:433- 260 niter:166100  701m 57s (- 107m 20s) completed: 86%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6591  lr: 0.0000 
ep/it:433- 310 niter:166150  702m 9s (- 107m 7s) completed: 86%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6568  lr: 0.0000 
ep/it:433- 360 niter:166200  702m 21s (- 106m 55s) completed: 86%) loss_emb: 0.0026  loss: 1.2638  acc: 0.6602  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.660
ep/it:434-  27 niter:166250  702m 35s (- 106m 42s) completed: 86%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6609  lr: 0.0000 
ep/it:434-  77 niter:166300  702m 47s (- 106m 29s) completed: 86%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6546  lr: 0.0000 
ep/it:434- 127 niter:166350  703m 0s (- 106m 17s) completed: 86%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6562  lr: 0.0000 
ep/it:434- 177 niter:166400  703m 12s (- 106m 4s) completed: 86%) loss_emb: 0.0026  loss: 1.2553  acc: 0.6620  lr: 0.0000 
ep/it:434- 227 niter:166450  703m 24s (- 105m 51s) completed: 86%) loss_emb: 0.0025  loss: 1.2434  acc: 0.6645  lr: 0.0000 
ep/it:434- 277 niter:166500  703m 36s (- 105m 38s) completed: 86%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6570  lr: 0.0000 
ep/it:434- 327 niter:166550  703m 49s (- 105m 26s) completed: 86%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6606  lr: 0.0000 
ep/it:434- 377 niter:166600  704m 1s (- 105m 13s) completed: 86%) loss_emb: 0.0026  loss: 1.2557  acc: 0.6628  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.658
--> 	 Eva. Ep 435 :, FID. 10.5327, Diversity Real. 9.6242, Diversity. 6.4653, R_precision_real. [0.5099734  0.69348404 0.79521277], R_precision. [0.24202128 0.3962766  0.50531915], matching_score_real. 2.9391355514526367, matching_score_pred. 5.214284420013428
ep/it:435-  44 niter:166650  704m 23s (- 105m 2s) completed: 87%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6624  lr: 0.0000 
ep/it:435-  94 niter:166700  704m 35s (- 104m 49s) completed: 87%) loss_emb: 0.0026  loss: 1.2422  acc: 0.6619  lr: 0.0000 
ep/it:435- 144 niter:166750  704m 47s (- 104m 36s) completed: 87%) loss_emb: 0.0026  loss: 1.2621  acc: 0.6593  lr: 0.0000 
ep/it:435- 194 niter:166800  705m 0s (- 104m 23s) completed: 87%) loss_emb: 0.0026  loss: 1.2656  acc: 0.6569  lr: 0.0000 
ep/it:435- 244 niter:166850  705m 12s (- 104m 11s) completed: 87%) loss_emb: 0.0025  loss: 1.2428  acc: 0.6657  lr: 0.0000 
ep/it:435- 294 niter:166900  705m 25s (- 103m 58s) completed: 87%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6599  lr: 0.0000 
ep/it:435- 344 niter:166950  705m 38s (- 103m 45s) completed: 87%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6604  lr: 0.0000 
Validation time:
Validation loss:1.320, accuracy:0.660
ep/it:436-  11 niter:167000  705m 53s (- 103m 33s) completed: 87%) loss_emb: 0.0026  loss: 1.2512  acc: 0.6636  lr: 0.0000 
ep/it:436-  61 niter:167050  706m 5s (- 103m 20s) completed: 87%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6604  lr: 0.0000 
ep/it:436- 111 niter:167100  706m 17s (- 103m 8s) completed: 87%) loss_emb: 0.0025  loss: 1.2502  acc: 0.6648  lr: 0.0000 
ep/it:436- 161 niter:167150  706m 29s (- 102m 55s) completed: 87%) loss_emb: 0.0025  loss: 1.2484  acc: 0.6643  lr: 0.0000 
ep/it:436- 211 niter:167200  706m 42s (- 102m 42s) completed: 87%) loss_emb: 0.0026  loss: 1.2761  acc: 0.6584  lr: 0.0000 
ep/it:436- 261 niter:167250  706m 54s (- 102m 29s) completed: 87%) loss_emb: 0.0026  loss: 1.2821  acc: 0.6554  lr: 0.0000 
ep/it:436- 311 niter:167300  707m 6s (- 102m 17s) completed: 87%) loss_emb: 0.0026  loss: 1.2727  acc: 0.6583  lr: 0.0000 
ep/it:436- 361 niter:167350  707m 18s (- 102m 4s) completed: 87%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6587  lr: 0.0000 
Validation time:
Validation loss:1.317, accuracy:0.652
ep/it:437-  28 niter:167400  707m 33s (- 101m 51s) completed: 87%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6630  lr: 0.0000 
ep/it:437-  78 niter:167450  707m 45s (- 101m 39s) completed: 87%) loss_emb: 0.0026  loss: 1.2618  acc: 0.6595  lr: 0.0000 
ep/it:437- 128 niter:167500  707m 58s (- 101m 26s) completed: 87%) loss_emb: 0.0026  loss: 1.2777  acc: 0.6570  lr: 0.0000 
ep/it:437- 178 niter:167550  708m 11s (- 101m 13s) completed: 87%) loss_emb: 0.0026  loss: 1.2859  acc: 0.6544  lr: 0.0000 
ep/it:437- 228 niter:167600  708m 23s (- 101m 1s) completed: 87%) loss_emb: 0.0025  loss: 1.2336  acc: 0.6678  lr: 0.0000 
ep/it:437- 278 niter:167650  708m 36s (- 100m 48s) completed: 87%) loss_emb: 0.0026  loss: 1.2570  acc: 0.6606  lr: 0.0000 
ep/it:437- 328 niter:167700  708m 48s (- 100m 35s) completed: 87%) loss_emb: 0.0026  loss: 1.2538  acc: 0.6605  lr: 0.0000 
ep/it:437- 378 niter:167750  709m 1s (- 100m 23s) completed: 87%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6579  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.661
ep/it:438-  45 niter:167800  709m 15s (- 100m 10s) completed: 87%) loss_emb: 0.0026  loss: 1.2718  acc: 0.6589  lr: 0.0000 
ep/it:438-  95 niter:167850  709m 28s (- 99m 57s) completed: 87%) loss_emb: 0.0026  loss: 1.2830  acc: 0.6556  lr: 0.0000 
ep/it:438- 145 niter:167900  709m 40s (- 99m 45s) completed: 87%) loss_emb: 0.0026  loss: 1.2584  acc: 0.6603  lr: 0.0000 
ep/it:438- 195 niter:167950  709m 53s (- 99m 32s) completed: 87%) loss_emb: 0.0026  loss: 1.2746  acc: 0.6582  lr: 0.0000 
ep/it:438- 245 niter:168000  710m 6s (- 99m 19s) completed: 87%) loss_emb: 0.0026  loss: 1.2554  acc: 0.6598  lr: 0.0000 
ep/it:438- 295 niter:168050  710m 19s (- 99m 7s) completed: 87%) loss_emb: 0.0026  loss: 1.2979  acc: 0.6497  lr: 0.0000 
ep/it:438- 345 niter:168100  710m 32s (- 98m 54s) completed: 87%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6613  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.658
ep/it:439-  12 niter:168150  710m 46s (- 98m 42s) completed: 87%) loss_emb: 0.0026  loss: 1.2742  acc: 0.6576  lr: 0.0000 
ep/it:439-  62 niter:168200  710m 58s (- 98m 29s) completed: 87%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6556  lr: 0.0000 
ep/it:439- 112 niter:168250  711m 11s (- 98m 16s) completed: 87%) loss_emb: 0.0026  loss: 1.2577  acc: 0.6618  lr: 0.0000 
ep/it:439- 162 niter:168300  711m 23s (- 98m 3s) completed: 87%) loss_emb: 0.0026  loss: 1.2568  acc: 0.6608  lr: 0.0000 
ep/it:439- 212 niter:168350  711m 35s (- 97m 51s) completed: 87%) loss_emb: 0.0026  loss: 1.2682  acc: 0.6612  lr: 0.0000 
ep/it:439- 262 niter:168400  711m 48s (- 97m 38s) completed: 87%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6615  lr: 0.0000 
ep/it:439- 312 niter:168450  712m 1s (- 97m 25s) completed: 87%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6588  lr: 0.0000 
ep/it:439- 362 niter:168500  712m 14s (- 97m 13s) completed: 87%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6609  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.665
--> 	 Eva. Ep 440 :, FID. 9.8866, Diversity Real. 9.7249, Diversity. 6.3101, R_precision_real. [0.51396277 0.70678191 0.79521277], R_precision. [0.25199468 0.41555851 0.52859043], matching_score_real. 2.939396858215332, matching_score_pred. 5.051397323608398
--> --> 	 matching_score Improved from 5.07527 to 5.05140 !!!
--> --> 	 Top3 Improved from 0.5279 to 0.5286 !!!
ep/it:440-  29 niter:168550  712m 36s (- 97m 1s) completed: 88%) loss_emb: 0.0026  loss: 1.2788  acc: 0.6553  lr: 0.0000 
ep/it:440-  79 niter:168600  712m 49s (- 96m 49s) completed: 88%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6588  lr: 0.0000 
ep/it:440- 129 niter:168650  713m 1s (- 96m 36s) completed: 88%) loss_emb: 0.0025  loss: 1.2435  acc: 0.6644  lr: 0.0000 
ep/it:440- 179 niter:168700  713m 14s (- 96m 23s) completed: 88%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6624  lr: 0.0000 
ep/it:440- 229 niter:168750  713m 27s (- 96m 11s) completed: 88%) loss_emb: 0.0026  loss: 1.2775  acc: 0.6578  lr: 0.0000 
ep/it:440- 279 niter:168800  713m 39s (- 95m 58s) completed: 88%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6585  lr: 0.0000 
ep/it:440- 329 niter:168850  713m 53s (- 95m 45s) completed: 88%) loss_emb: 0.0026  loss: 1.2738  acc: 0.6562  lr: 0.0000 
ep/it:440- 379 niter:168900  714m 5s (- 95m 33s) completed: 88%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6586  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.662
ep/it:441-  46 niter:168950  714m 20s (- 95m 20s) completed: 88%) loss_emb: 0.0026  loss: 1.2686  acc: 0.6582  lr: 0.0000 
ep/it:441-  96 niter:169000  714m 32s (- 95m 7s) completed: 88%) loss_emb: 0.0026  loss: 1.2831  acc: 0.6557  lr: 0.0000 
ep/it:441- 146 niter:169050  714m 45s (- 94m 55s) completed: 88%) loss_emb: 0.0026  loss: 1.2689  acc: 0.6564  lr: 0.0000 
ep/it:441- 196 niter:169100  714m 58s (- 94m 42s) completed: 88%) loss_emb: 0.0026  loss: 1.2613  acc: 0.6583  lr: 0.0000 
ep/it:441- 246 niter:169150  715m 10s (- 94m 29s) completed: 88%) loss_emb: 0.0026  loss: 1.2679  acc: 0.6568  lr: 0.0000 
ep/it:441- 296 niter:169200  715m 22s (- 94m 17s) completed: 88%) loss_emb: 0.0025  loss: 1.2452  acc: 0.6660  lr: 0.0000 
ep/it:441- 346 niter:169250  715m 34s (- 94m 4s) completed: 88%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6593  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.659
ep/it:442-  13 niter:169300  715m 49s (- 93m 51s) completed: 88%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6596  lr: 0.0000 
ep/it:442-  63 niter:169350  716m 1s (- 93m 39s) completed: 88%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6611  lr: 0.0000 
ep/it:442- 113 niter:169400  716m 13s (- 93m 26s) completed: 88%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6619  lr: 0.0000 
ep/it:442- 163 niter:169450  716m 26s (- 93m 13s) completed: 88%) loss_emb: 0.0026  loss: 1.2547  acc: 0.6633  lr: 0.0000 
ep/it:442- 213 niter:169500  716m 39s (- 93m 1s) completed: 88%) loss_emb: 0.0026  loss: 1.2706  acc: 0.6579  lr: 0.0000 
ep/it:442- 263 niter:169550  716m 51s (- 92m 48s) completed: 88%) loss_emb: 0.0026  loss: 1.2573  acc: 0.6623  lr: 0.0000 
ep/it:442- 313 niter:169600  717m 4s (- 92m 35s) completed: 88%) loss_emb: 0.0026  loss: 1.2494  acc: 0.6612  lr: 0.0000 
ep/it:442- 363 niter:169650  717m 17s (- 92m 22s) completed: 88%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6552  lr: 0.0000 
Validation time:
Validation loss:1.341, accuracy:0.653
ep/it:443-  30 niter:169700  717m 31s (- 92m 10s) completed: 88%) loss_emb: 0.0026  loss: 1.2470  acc: 0.6637  lr: 0.0000 
ep/it:443-  80 niter:169750  717m 44s (- 91m 57s) completed: 88%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6595  lr: 0.0000 
ep/it:443- 130 niter:169800  717m 57s (- 91m 45s) completed: 88%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6581  lr: 0.0000 
ep/it:443- 180 niter:169850  718m 10s (- 91m 32s) completed: 88%) loss_emb: 0.0026  loss: 1.2596  acc: 0.6595  lr: 0.0000 
ep/it:443- 230 niter:169900  718m 22s (- 91m 19s) completed: 88%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6598  lr: 0.0000 
ep/it:443- 280 niter:169950  718m 35s (- 91m 7s) completed: 88%) loss_emb: 0.0026  loss: 1.2916  acc: 0.6500  lr: 0.0000 
ep/it:443- 330 niter:170000  718m 48s (- 90m 54s) completed: 88%) loss_emb: 0.0026  loss: 1.2499  acc: 0.6617  lr: 0.0000 
ep/it:443- 380 niter:170050  719m 1s (- 90m 41s) completed: 88%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6625  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.658
ep/it:444-  47 niter:170100  719m 15s (- 90m 29s) completed: 88%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6599  lr: 0.0000 
ep/it:444-  97 niter:170150  719m 28s (- 90m 16s) completed: 88%) loss_emb: 0.0025  loss: 1.2444  acc: 0.6654  lr: 0.0000 
ep/it:444- 147 niter:170200  719m 40s (- 90m 3s) completed: 88%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6570  lr: 0.0000 
ep/it:444- 197 niter:170250  719m 53s (- 89m 51s) completed: 88%) loss_emb: 0.0026  loss: 1.2738  acc: 0.6579  lr: 0.0000 
ep/it:444- 247 niter:170300  720m 6s (- 89m 38s) completed: 88%) loss_emb: 0.0026  loss: 1.2603  acc: 0.6608  lr: 0.0000 
ep/it:444- 297 niter:170350  720m 18s (- 89m 25s) completed: 88%) loss_emb: 0.0026  loss: 1.2772  acc: 0.6534  lr: 0.0000 
ep/it:444- 347 niter:170400  720m 31s (- 89m 13s) completed: 88%) loss_emb: 0.0026  loss: 1.2574  acc: 0.6618  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.664
--> 	 Eva. Ep 445 :, FID. 10.7974, Diversity Real. 9.3891, Diversity. 6.2044, R_precision_real. [0.50199468 0.7087766  0.80718085], R_precision. [0.24401596 0.40026596 0.50332447], matching_score_real. 2.852203130722046, matching_score_pred. 5.19901180267334
ep/it:445-  14 niter:170450  720m 53s (- 89m 1s) completed: 89%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6576  lr: 0.0000 
ep/it:445-  64 niter:170500  721m 5s (- 88m 48s) completed: 89%) loss_emb: 0.0026  loss: 1.2445  acc: 0.6633  lr: 0.0000 
ep/it:445- 114 niter:170550  721m 18s (- 88m 36s) completed: 89%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6614  lr: 0.0000 
ep/it:445- 164 niter:170600  721m 31s (- 88m 23s) completed: 89%) loss_emb: 0.0025  loss: 1.2210  acc: 0.6688  lr: 0.0000 
ep/it:445- 214 niter:170650  721m 43s (- 88m 10s) completed: 89%) loss_emb: 0.0026  loss: 1.2651  acc: 0.6595  lr: 0.0000 
ep/it:445- 264 niter:170700  721m 56s (- 87m 58s) completed: 89%) loss_emb: 0.0026  loss: 1.2661  acc: 0.6565  lr: 0.0000 
ep/it:445- 314 niter:170750  722m 8s (- 87m 45s) completed: 89%) loss_emb: 0.0026  loss: 1.2618  acc: 0.6590  lr: 0.0000 
ep/it:445- 364 niter:170800  722m 20s (- 87m 32s) completed: 89%) loss_emb: 0.0026  loss: 1.2463  acc: 0.6624  lr: 0.0000 
Validation time:
Validation loss:1.300, accuracy:0.661
ep/it:446-  31 niter:170850  722m 35s (- 87m 20s) completed: 89%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6572  lr: 0.0000 
ep/it:446-  81 niter:170900  722m 47s (- 87m 7s) completed: 89%) loss_emb: 0.0025  loss: 1.2407  acc: 0.6674  lr: 0.0000 
ep/it:446- 131 niter:170950  722m 59s (- 86m 54s) completed: 89%) loss_emb: 0.0026  loss: 1.2639  acc: 0.6581  lr: 0.0000 
ep/it:446- 181 niter:171000  723m 11s (- 86m 41s) completed: 89%) loss_emb: 0.0026  loss: 1.2448  acc: 0.6640  lr: 0.0000 
ep/it:446- 231 niter:171050  723m 23s (- 86m 29s) completed: 89%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6583  lr: 0.0000 
ep/it:446- 281 niter:171100  723m 36s (- 86m 16s) completed: 89%) loss_emb: 0.0026  loss: 1.2842  acc: 0.6547  lr: 0.0000 
ep/it:446- 331 niter:171150  723m 49s (- 86m 3s) completed: 89%) loss_emb: 0.0026  loss: 1.2924  acc: 0.6525  lr: 0.0000 
ep/it:446- 381 niter:171200  724m 0s (- 85m 51s) completed: 89%) loss_emb: 0.0026  loss: 1.2433  acc: 0.6640  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.665
ep/it:447-  48 niter:171250  724m 15s (- 85m 38s) completed: 89%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6611  lr: 0.0000 
ep/it:447-  98 niter:171300  724m 27s (- 85m 25s) completed: 89%) loss_emb: 0.0026  loss: 1.2703  acc: 0.6559  lr: 0.0000 
ep/it:447- 148 niter:171350  724m 39s (- 85m 12s) completed: 89%) loss_emb: 0.0026  loss: 1.2437  acc: 0.6637  lr: 0.0000 
ep/it:447- 198 niter:171400  724m 51s (- 85m 0s) completed: 89%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6588  lr: 0.0000 
ep/it:447- 248 niter:171450  725m 3s (- 84m 47s) completed: 89%) loss_emb: 0.0026  loss: 1.2678  acc: 0.6585  lr: 0.0000 
ep/it:447- 298 niter:171500  725m 15s (- 84m 34s) completed: 89%) loss_emb: 0.0026  loss: 1.2854  acc: 0.6515  lr: 0.0000 
ep/it:447- 348 niter:171550  725m 27s (- 84m 21s) completed: 89%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6605  lr: 0.0000 
Validation time:
Validation loss:1.329, accuracy:0.653
ep/it:448-  15 niter:171600  725m 42s (- 84m 9s) completed: 89%) loss_emb: 0.0026  loss: 1.2526  acc: 0.6629  lr: 0.0000 
ep/it:448-  65 niter:171650  725m 54s (- 83m 56s) completed: 89%) loss_emb: 0.0026  loss: 1.2435  acc: 0.6629  lr: 0.0000 
ep/it:448- 115 niter:171700  726m 6s (- 83m 44s) completed: 89%) loss_emb: 0.0026  loss: 1.2682  acc: 0.6595  lr: 0.0000 
ep/it:448- 165 niter:171750  726m 18s (- 83m 31s) completed: 89%) loss_emb: 0.0026  loss: 1.2699  acc: 0.6559  lr: 0.0000 
ep/it:448- 215 niter:171800  726m 31s (- 83m 18s) completed: 89%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6630  lr: 0.0000 
ep/it:448- 265 niter:171850  726m 43s (- 83m 5s) completed: 89%) loss_emb: 0.0025  loss: 1.2350  acc: 0.6659  lr: 0.0000 
ep/it:448- 315 niter:171900  726m 55s (- 82m 53s) completed: 89%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6616  lr: 0.0000 
ep/it:448- 365 niter:171950  727m 7s (- 82m 40s) completed: 89%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6565  lr: 0.0000 
Validation time:
Validation loss:1.278, accuracy:0.670
ep/it:449-  32 niter:172000  727m 21s (- 82m 27s) completed: 89%) loss_emb: 0.0026  loss: 1.2567  acc: 0.6601  lr: 0.0000 
ep/it:449-  82 niter:172050  727m 33s (- 82m 15s) completed: 89%) loss_emb: 0.0025  loss: 1.2558  acc: 0.6636  lr: 0.0000 
ep/it:449- 132 niter:172100  727m 46s (- 82m 2s) completed: 89%) loss_emb: 0.0026  loss: 1.2693  acc: 0.6583  lr: 0.0000 
ep/it:449- 182 niter:172150  727m 58s (- 81m 49s) completed: 89%) loss_emb: 0.0026  loss: 1.2587  acc: 0.6605  lr: 0.0000 
ep/it:449- 232 niter:172200  728m 10s (- 81m 36s) completed: 89%) loss_emb: 0.0026  loss: 1.2523  acc: 0.6614  lr: 0.0000 
ep/it:449- 282 niter:172250  728m 22s (- 81m 24s) completed: 89%) loss_emb: 0.0025  loss: 1.2385  acc: 0.6647  lr: 0.0000 
ep/it:449- 332 niter:172300  728m 35s (- 81m 11s) completed: 89%) loss_emb: 0.0026  loss: 1.2452  acc: 0.6629  lr: 0.0000 
ep/it:449- 382 niter:172350  728m 47s (- 80m 58s) completed: 90%) loss_emb: 0.0026  loss: 1.2779  acc: 0.6565  lr: 0.0000 
Validation time:
Validation loss:1.283, accuracy:0.664
--> 	 Eva. Ep 450 :, FID. 10.5902, Diversity Real. 9.5727, Diversity. 6.2496, R_precision_real. [0.52593085 0.71077128 0.79920213], R_precision. [0.2393617  0.38031915 0.49667553], matching_score_real. 2.9022011756896973, matching_score_pred. 5.21860933303833
ep/it:450-  49 niter:172400  729m 10s (- 80m 47s) completed: 90%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6611  lr: 0.0000 
ep/it:450-  99 niter:172450  729m 22s (- 80m 34s) completed: 90%) loss_emb: 0.0026  loss: 1.2609  acc: 0.6578  lr: 0.0000 
ep/it:450- 149 niter:172500  729m 34s (- 80m 21s) completed: 90%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6601  lr: 0.0000 
ep/it:450- 199 niter:172550  729m 46s (- 80m 8s) completed: 90%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6623  lr: 0.0000 
ep/it:450- 249 niter:172600  729m 58s (- 79m 56s) completed: 90%) loss_emb: 0.0026  loss: 1.2677  acc: 0.6582  lr: 0.0000 
ep/it:450- 299 niter:172650  730m 11s (- 79m 43s) completed: 90%) loss_emb: 0.0026  loss: 1.2825  acc: 0.6532  lr: 0.0000 
ep/it:450- 349 niter:172700  730m 23s (- 79m 30s) completed: 90%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6583  lr: 0.0000 
Validation time:
Validation loss:1.325, accuracy:0.656
ep/it:451-  16 niter:172750  730m 37s (- 79m 18s) completed: 90%) loss_emb: 0.0026  loss: 1.2660  acc: 0.6574  lr: 0.0000 
ep/it:451-  66 niter:172800  730m 49s (- 79m 5s) completed: 90%) loss_emb: 0.0025  loss: 1.2309  acc: 0.6655  lr: 0.0000 
ep/it:451- 116 niter:172850  731m 1s (- 78m 52s) completed: 90%) loss_emb: 0.0026  loss: 1.2757  acc: 0.6552  lr: 0.0000 
ep/it:451- 166 niter:172900  731m 14s (- 78m 39s) completed: 90%) loss_emb: 0.0025  loss: 1.2302  acc: 0.6679  lr: 0.0000 
ep/it:451- 216 niter:172950  731m 27s (- 78m 27s) completed: 90%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6548  lr: 0.0000 
ep/it:451- 266 niter:173000  731m 39s (- 78m 14s) completed: 90%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6629  lr: 0.0000 
ep/it:451- 316 niter:173050  731m 51s (- 78m 1s) completed: 90%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6595  lr: 0.0000 
ep/it:451- 366 niter:173100  732m 3s (- 77m 48s) completed: 90%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6619  lr: 0.0000 
Validation time:
Validation loss:1.277, accuracy:0.669
ep/it:452-  33 niter:173150  732m 17s (- 77m 36s) completed: 90%) loss_emb: 0.0025  loss: 1.2390  acc: 0.6670  lr: 0.0000 
ep/it:452-  83 niter:173200  732m 30s (- 77m 23s) completed: 90%) loss_emb: 0.0026  loss: 1.2564  acc: 0.6620  lr: 0.0000 
ep/it:452- 133 niter:173250  732m 42s (- 77m 10s) completed: 90%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6604  lr: 0.0000 
ep/it:452- 183 niter:173300  732m 54s (- 76m 58s) completed: 90%) loss_emb: 0.0026  loss: 1.2545  acc: 0.6598  lr: 0.0000 
ep/it:452- 233 niter:173350  733m 6s (- 76m 45s) completed: 90%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6586  lr: 0.0000 
ep/it:452- 283 niter:173400  733m 18s (- 76m 32s) completed: 90%) loss_emb: 0.0026  loss: 1.2554  acc: 0.6608  lr: 0.0000 
ep/it:452- 333 niter:173450  733m 31s (- 76m 20s) completed: 90%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6608  lr: 0.0000 
Validation time:
Validation loss:1.347, accuracy:0.653
ep/it:453-   0 niter:173500  733m 45s (- 76m 7s) completed: 90%) loss_emb: 0.0026  loss: 1.2627  acc: 0.6584  lr: 0.0000 
ep/it:453-  50 niter:173550  733m 57s (- 75m 54s) completed: 90%) loss_emb: 0.0026  loss: 1.2766  acc: 0.6548  lr: 0.0000 
ep/it:453- 100 niter:173600  734m 9s (- 75m 42s) completed: 90%) loss_emb: 0.0026  loss: 1.2604  acc: 0.6603  lr: 0.0000 
ep/it:453- 150 niter:173650  734m 21s (- 75m 29s) completed: 90%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6595  lr: 0.0000 
ep/it:453- 200 niter:173700  734m 34s (- 75m 16s) completed: 90%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6644  lr: 0.0000 
ep/it:453- 250 niter:173750  734m 46s (- 75m 3s) completed: 90%) loss_emb: 0.0026  loss: 1.2475  acc: 0.6617  lr: 0.0000 
ep/it:453- 300 niter:173800  734m 58s (- 74m 51s) completed: 90%) loss_emb: 0.0026  loss: 1.2526  acc: 0.6611  lr: 0.0000 
ep/it:453- 350 niter:173850  735m 10s (- 74m 38s) completed: 90%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6588  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.661
ep/it:454-  17 niter:173900  735m 25s (- 74m 25s) completed: 90%) loss_emb: 0.0026  loss: 1.2652  acc: 0.6586  lr: 0.0000 
ep/it:454-  67 niter:173950  735m 37s (- 74m 13s) completed: 90%) loss_emb: 0.0026  loss: 1.2711  acc: 0.6574  lr: 0.0000 
ep/it:454- 117 niter:174000  735m 49s (- 74m 0s) completed: 90%) loss_emb: 0.0026  loss: 1.2687  acc: 0.6583  lr: 0.0000 
ep/it:454- 167 niter:174050  736m 2s (- 73m 47s) completed: 90%) loss_emb: 0.0026  loss: 1.2634  acc: 0.6603  lr: 0.0000 
ep/it:454- 217 niter:174100  736m 14s (- 73m 34s) completed: 90%) loss_emb: 0.0026  loss: 1.2679  acc: 0.6579  lr: 0.0000 
ep/it:454- 267 niter:174150  736m 26s (- 73m 22s) completed: 90%) loss_emb: 0.0026  loss: 1.2943  acc: 0.6528  lr: 0.0000 
ep/it:454- 317 niter:174200  736m 39s (- 73m 9s) completed: 90%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6610  lr: 0.0000 
ep/it:454- 367 niter:174250  736m 51s (- 72m 56s) completed: 90%) loss_emb: 0.0026  loss: 1.2524  acc: 0.6627  lr: 0.0000 
Validation time:
Validation loss:1.354, accuracy:0.653
--> 	 Eva. Ep 455 :, FID. 10.5929, Diversity Real. 9.5285, Diversity. 6.4220, R_precision_real. [0.50598404 0.69680851 0.79853723], R_precision. [0.24401596 0.41023936 0.5212766 ], matching_score_real. 2.9122700691223145, matching_score_pred. 5.169308185577393
ep/it:455-  34 niter:174300  737m 12s (- 72m 44s) completed: 91%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6598  lr: 0.0000 
ep/it:455-  84 niter:174350  737m 24s (- 72m 32s) completed: 91%) loss_emb: 0.0026  loss: 1.2447  acc: 0.6633  lr: 0.0000 
ep/it:455- 134 niter:174400  737m 36s (- 72m 19s) completed: 91%) loss_emb: 0.0026  loss: 1.2544  acc: 0.6631  lr: 0.0000 
ep/it:455- 184 niter:174450  737m 48s (- 72m 6s) completed: 91%) loss_emb: 0.0026  loss: 1.2474  acc: 0.6641  lr: 0.0000 
ep/it:455- 234 niter:174500  738m 1s (- 71m 53s) completed: 91%) loss_emb: 0.0026  loss: 1.2493  acc: 0.6634  lr: 0.0000 
ep/it:455- 284 niter:174550  738m 13s (- 71m 41s) completed: 91%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6596  lr: 0.0000 
ep/it:455- 334 niter:174600  738m 25s (- 71m 28s) completed: 91%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6624  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.661
ep/it:456-   1 niter:174650  738m 40s (- 71m 15s) completed: 91%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6634  lr: 0.0000 
ep/it:456-  51 niter:174700  738m 52s (- 71m 3s) completed: 91%) loss_emb: 0.0026  loss: 1.2683  acc: 0.6588  lr: 0.0000 
ep/it:456- 101 niter:174750  739m 4s (- 70m 50s) completed: 91%) loss_emb: 0.0026  loss: 1.2647  acc: 0.6560  lr: 0.0000 
ep/it:456- 151 niter:174800  739m 16s (- 70m 37s) completed: 91%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6644  lr: 0.0000 
ep/it:456- 201 niter:174850  739m 28s (- 70m 24s) completed: 91%) loss_emb: 0.0026  loss: 1.2773  acc: 0.6564  lr: 0.0000 
ep/it:456- 251 niter:174900  739m 40s (- 70m 12s) completed: 91%) loss_emb: 0.0026  loss: 1.2758  acc: 0.6562  lr: 0.0000 
ep/it:456- 301 niter:174950  739m 52s (- 69m 59s) completed: 91%) loss_emb: 0.0026  loss: 1.2541  acc: 0.6616  lr: 0.0000 
ep/it:456- 351 niter:175000  740m 4s (- 69m 46s) completed: 91%) loss_emb: 0.0026  loss: 1.2679  acc: 0.6586  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.658
ep/it:457-  18 niter:175050  740m 19s (- 69m 34s) completed: 91%) loss_emb: 0.0026  loss: 1.2847  acc: 0.6549  lr: 0.0000 
ep/it:457-  68 niter:175100  740m 32s (- 69m 21s) completed: 91%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6540  lr: 0.0000 
ep/it:457- 118 niter:175150  740m 44s (- 69m 8s) completed: 91%) loss_emb: 0.0026  loss: 1.2663  acc: 0.6562  lr: 0.0000 
ep/it:457- 168 niter:175200  740m 56s (- 68m 56s) completed: 91%) loss_emb: 0.0026  loss: 1.2726  acc: 0.6551  lr: 0.0000 
ep/it:457- 218 niter:175250  741m 8s (- 68m 43s) completed: 91%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6625  lr: 0.0000 
ep/it:457- 268 niter:175300  741m 21s (- 68m 30s) completed: 91%) loss_emb: 0.0026  loss: 1.2872  acc: 0.6542  lr: 0.0000 
ep/it:457- 318 niter:175350  741m 34s (- 68m 18s) completed: 91%) loss_emb: 0.0026  loss: 1.2457  acc: 0.6634  lr: 0.0000 
ep/it:457- 368 niter:175400  741m 47s (- 68m 5s) completed: 91%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6628  lr: 0.0000 
Validation time:
Validation loss:1.313, accuracy:0.660
ep/it:458-  35 niter:175450  742m 2s (- 67m 52s) completed: 91%) loss_emb: 0.0025  loss: 1.2373  acc: 0.6659  lr: 0.0000 
ep/it:458-  85 niter:175500  742m 14s (- 67m 40s) completed: 91%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6564  lr: 0.0000 
ep/it:458- 135 niter:175550  742m 27s (- 67m 27s) completed: 91%) loss_emb: 0.0026  loss: 1.2478  acc: 0.6641  lr: 0.0000 
ep/it:458- 185 niter:175600  742m 39s (- 67m 14s) completed: 91%) loss_emb: 0.0026  loss: 1.2744  acc: 0.6563  lr: 0.0000 
ep/it:458- 235 niter:175650  742m 52s (- 67m 2s) completed: 91%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6561  lr: 0.0000 
ep/it:458- 285 niter:175700  743m 4s (- 66m 49s) completed: 91%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6618  lr: 0.0000 
ep/it:458- 335 niter:175750  743m 17s (- 66m 36s) completed: 91%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6600  lr: 0.0000 
Validation time:
Validation loss:1.359, accuracy:0.648
ep/it:459-   2 niter:175800  743m 31s (- 66m 24s) completed: 91%) loss_emb: 0.0025  loss: 1.2362  acc: 0.6652  lr: 0.0000 
ep/it:459-  52 niter:175850  743m 43s (- 66m 11s) completed: 91%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6611  lr: 0.0000 
ep/it:459- 102 niter:175900  743m 55s (- 65m 58s) completed: 91%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6593  lr: 0.0000 
ep/it:459- 152 niter:175950  744m 7s (- 65m 45s) completed: 91%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6615  lr: 0.0000 
ep/it:459- 202 niter:176000  744m 20s (- 65m 33s) completed: 91%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6594  lr: 0.0000 
ep/it:459- 252 niter:176050  744m 32s (- 65m 20s) completed: 91%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6586  lr: 0.0000 
ep/it:459- 302 niter:176100  744m 44s (- 65m 7s) completed: 91%) loss_emb: 0.0026  loss: 1.2684  acc: 0.6589  lr: 0.0000 
ep/it:459- 352 niter:176150  744m 57s (- 64m 54s) completed: 91%) loss_emb: 0.0026  loss: 1.2848  acc: 0.6557  lr: 0.0000 
Validation time:
Validation loss:1.321, accuracy:0.659
--> 	 Eva. Ep 460 :, FID. 10.8592, Diversity Real. 9.4809, Diversity. 6.0737, R_precision_real. [0.51928191 0.68949468 0.78590426], R_precision. [0.24468085 0.39095745 0.50731383], matching_score_real. 2.9490578174591064, matching_score_pred. 5.1811299324035645
ep/it:460-  19 niter:176200  745m 19s (- 64m 43s) completed: 92%) loss_emb: 0.0025  loss: 1.2358  acc: 0.6659  lr: 0.0000 
ep/it:460-  69 niter:176250  745m 31s (- 64m 30s) completed: 92%) loss_emb: 0.0026  loss: 1.2729  acc: 0.6544  lr: 0.0000 
ep/it:460- 119 niter:176300  745m 43s (- 64m 17s) completed: 92%) loss_emb: 0.0026  loss: 1.2572  acc: 0.6600  lr: 0.0000 
ep/it:460- 169 niter:176350  745m 55s (- 64m 4s) completed: 92%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6544  lr: 0.0000 
ep/it:460- 219 niter:176400  746m 8s (- 63m 52s) completed: 92%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6606  lr: 0.0000 
ep/it:460- 269 niter:176450  746m 20s (- 63m 39s) completed: 92%) loss_emb: 0.0026  loss: 1.2789  acc: 0.6570  lr: 0.0000 
ep/it:460- 319 niter:176500  746m 33s (- 63m 26s) completed: 92%) loss_emb: 0.0026  loss: 1.2486  acc: 0.6630  lr: 0.0000 
ep/it:460- 369 niter:176550  746m 46s (- 63m 14s) completed: 92%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6607  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.662
ep/it:461-  36 niter:176600  747m 1s (- 63m 1s) completed: 92%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6598  lr: 0.0000 
ep/it:461-  86 niter:176650  747m 14s (- 62m 48s) completed: 92%) loss_emb: 0.0025  loss: 1.2336  acc: 0.6678  lr: 0.0000 
ep/it:461- 136 niter:176700  747m 26s (- 62m 36s) completed: 92%) loss_emb: 0.0026  loss: 1.2442  acc: 0.6618  lr: 0.0000 
ep/it:461- 186 niter:176750  747m 39s (- 62m 23s) completed: 92%) loss_emb: 0.0026  loss: 1.2546  acc: 0.6610  lr: 0.0000 
ep/it:461- 236 niter:176800  747m 52s (- 62m 10s) completed: 92%) loss_emb: 0.0026  loss: 1.2556  acc: 0.6623  lr: 0.0000 
ep/it:461- 286 niter:176850  748m 4s (- 61m 58s) completed: 92%) loss_emb: 0.0025  loss: 1.2349  acc: 0.6660  lr: 0.0000 
ep/it:461- 336 niter:176900  748m 17s (- 61m 45s) completed: 92%) loss_emb: 0.0026  loss: 1.2779  acc: 0.6564  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.663
ep/it:462-   3 niter:176950  748m 33s (- 61m 33s) completed: 92%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6619  lr: 0.0000 
ep/it:462-  53 niter:177000  748m 45s (- 61m 20s) completed: 92%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6594  lr: 0.0000 
ep/it:462- 103 niter:177050  748m 59s (- 61m 7s) completed: 92%) loss_emb: 0.0026  loss: 1.2694  acc: 0.6563  lr: 0.0000 
ep/it:462- 153 niter:177100  749m 12s (- 60m 55s) completed: 92%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6604  lr: 0.0000 
ep/it:462- 203 niter:177150  749m 25s (- 60m 42s) completed: 92%) loss_emb: 0.0026  loss: 1.2608  acc: 0.6574  lr: 0.0000 
ep/it:462- 253 niter:177200  749m 38s (- 60m 29s) completed: 92%) loss_emb: 0.0026  loss: 1.2696  acc: 0.6566  lr: 0.0000 
ep/it:462- 303 niter:177250  749m 50s (- 60m 17s) completed: 92%) loss_emb: 0.0025  loss: 1.2384  acc: 0.6686  lr: 0.0000 
ep/it:462- 353 niter:177300  750m 4s (- 60m 4s) completed: 92%) loss_emb: 0.0026  loss: 1.2519  acc: 0.6634  lr: 0.0000 
Validation time:
Validation loss:1.353, accuracy:0.652
ep/it:463-  20 niter:177350  750m 19s (- 59m 51s) completed: 92%) loss_emb: 0.0025  loss: 1.2296  acc: 0.6652  lr: 0.0000 
ep/it:463-  70 niter:177400  750m 32s (- 59m 39s) completed: 92%) loss_emb: 0.0026  loss: 1.2551  acc: 0.6616  lr: 0.0000 
ep/it:463- 120 niter:177450  750m 45s (- 59m 26s) completed: 92%) loss_emb: 0.0025  loss: 1.2408  acc: 0.6649  lr: 0.0000 
ep/it:463- 170 niter:177500  750m 58s (- 59m 13s) completed: 92%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6596  lr: 0.0000 
ep/it:463- 220 niter:177550  751m 11s (- 59m 1s) completed: 92%) loss_emb: 0.0026  loss: 1.2775  acc: 0.6527  lr: 0.0000 
ep/it:463- 270 niter:177600  751m 24s (- 58m 48s) completed: 92%) loss_emb: 0.0026  loss: 1.2671  acc: 0.6581  lr: 0.0000 
ep/it:463- 320 niter:177650  751m 37s (- 58m 35s) completed: 92%) loss_emb: 0.0025  loss: 1.2309  acc: 0.6675  lr: 0.0000 
ep/it:463- 370 niter:177700  751m 50s (- 58m 23s) completed: 92%) loss_emb: 0.0025  loss: 1.2416  acc: 0.6651  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.660
ep/it:464-  37 niter:177750  752m 5s (- 58m 10s) completed: 92%) loss_emb: 0.0026  loss: 1.2645  acc: 0.6607  lr: 0.0000 
ep/it:464-  87 niter:177800  752m 18s (- 57m 58s) completed: 92%) loss_emb: 0.0026  loss: 1.2713  acc: 0.6572  lr: 0.0000 
ep/it:464- 137 niter:177850  752m 30s (- 57m 45s) completed: 92%) loss_emb: 0.0026  loss: 1.2762  acc: 0.6578  lr: 0.0000 
ep/it:464- 187 niter:177900  752m 43s (- 57m 32s) completed: 92%) loss_emb: 0.0026  loss: 1.2614  acc: 0.6595  lr: 0.0000 
ep/it:464- 237 niter:177950  752m 56s (- 57m 19s) completed: 92%) loss_emb: 0.0026  loss: 1.2734  acc: 0.6583  lr: 0.0000 
ep/it:464- 287 niter:178000  753m 9s (- 57m 7s) completed: 92%) loss_emb: 0.0025  loss: 1.2442  acc: 0.6638  lr: 0.0000 
ep/it:464- 337 niter:178050  753m 22s (- 56m 54s) completed: 92%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6586  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.664
--> 	 Eva. Ep 465 :, FID. 10.3561, Diversity Real. 9.5011, Diversity. 6.0760, R_precision_real. [0.52726064 0.69680851 0.78590426], R_precision. [0.24468085 0.40292553 0.50598404], matching_score_real. 2.9400267601013184, matching_score_pred. 5.148677349090576
ep/it:465-   4 niter:178100  753m 45s (- 56m 42s) completed: 93%) loss_emb: 0.0026  loss: 1.2578  acc: 0.6603  lr: 0.0000 
ep/it:465-  54 niter:178150  753m 58s (- 56m 29s) completed: 93%) loss_emb: 0.0025  loss: 1.2299  acc: 0.6686  lr: 0.0000 
ep/it:465- 104 niter:178200  754m 10s (- 56m 17s) completed: 93%) loss_emb: 0.0025  loss: 1.2350  acc: 0.6677  lr: 0.0000 
ep/it:465- 154 niter:178250  754m 22s (- 56m 4s) completed: 93%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6562  lr: 0.0000 
ep/it:465- 204 niter:178300  754m 35s (- 55m 51s) completed: 93%) loss_emb: 0.0025  loss: 1.2375  acc: 0.6672  lr: 0.0000 
ep/it:465- 254 niter:178350  754m 48s (- 55m 39s) completed: 93%) loss_emb: 0.0026  loss: 1.2667  acc: 0.6586  lr: 0.0000 
ep/it:465- 304 niter:178400  755m 0s (- 55m 26s) completed: 93%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6632  lr: 0.0000 
ep/it:465- 354 niter:178450  755m 13s (- 55m 13s) completed: 93%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6598  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.662
ep/it:466-  21 niter:178500  755m 29s (- 55m 1s) completed: 93%) loss_emb: 0.0026  loss: 1.2771  acc: 0.6540  lr: 0.0000 
ep/it:466-  71 niter:178550  755m 42s (- 54m 48s) completed: 93%) loss_emb: 0.0026  loss: 1.2638  acc: 0.6583  lr: 0.0000 
ep/it:466- 121 niter:178600  755m 55s (- 54m 35s) completed: 93%) loss_emb: 0.0025  loss: 1.2461  acc: 0.6661  lr: 0.0000 
ep/it:466- 171 niter:178650  756m 7s (- 54m 23s) completed: 93%) loss_emb: 0.0026  loss: 1.2376  acc: 0.6641  lr: 0.0000 
ep/it:466- 221 niter:178700  756m 21s (- 54m 10s) completed: 93%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6589  lr: 0.0000 
ep/it:466- 271 niter:178750  756m 33s (- 53m 57s) completed: 93%) loss_emb: 0.0026  loss: 1.2657  acc: 0.6589  lr: 0.0000 
ep/it:466- 321 niter:178800  756m 46s (- 53m 45s) completed: 93%) loss_emb: 0.0026  loss: 1.2477  acc: 0.6626  lr: 0.0000 
ep/it:466- 371 niter:178850  756m 59s (- 53m 32s) completed: 93%) loss_emb: 0.0026  loss: 1.2419  acc: 0.6606  lr: 0.0000 
Validation time:
Validation loss:1.330, accuracy:0.658
ep/it:467-  38 niter:178900  757m 14s (- 53m 19s) completed: 93%) loss_emb: 0.0026  loss: 1.2514  acc: 0.6636  lr: 0.0000 
ep/it:467-  88 niter:178950  757m 26s (- 53m 7s) completed: 93%) loss_emb: 0.0026  loss: 1.2824  acc: 0.6546  lr: 0.0000 
ep/it:467- 138 niter:179000  757m 39s (- 52m 54s) completed: 93%) loss_emb: 0.0026  loss: 1.2621  acc: 0.6578  lr: 0.0000 
ep/it:467- 188 niter:179050  757m 53s (- 52m 41s) completed: 93%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6623  lr: 0.0000 
ep/it:467- 238 niter:179100  758m 6s (- 52m 29s) completed: 93%) loss_emb: 0.0026  loss: 1.2700  acc: 0.6572  lr: 0.0000 
ep/it:467- 288 niter:179150  758m 19s (- 52m 16s) completed: 93%) loss_emb: 0.0025  loss: 1.2371  acc: 0.6658  lr: 0.0000 
ep/it:467- 338 niter:179200  758m 31s (- 52m 3s) completed: 93%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6581  lr: 0.0000 
Validation time:
Validation loss:1.323, accuracy:0.658
ep/it:468-   5 niter:179250  758m 46s (- 51m 51s) completed: 93%) loss_emb: 0.0026  loss: 1.2427  acc: 0.6644  lr: 0.0000 
ep/it:468-  55 niter:179300  758m 59s (- 51m 38s) completed: 93%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6626  lr: 0.0000 
ep/it:468- 105 niter:179350  759m 12s (- 51m 25s) completed: 93%) loss_emb: 0.0025  loss: 1.2442  acc: 0.6657  lr: 0.0000 
ep/it:468- 155 niter:179400  759m 24s (- 51m 13s) completed: 93%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6558  lr: 0.0000 
ep/it:468- 205 niter:179450  759m 37s (- 51m 0s) completed: 93%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6584  lr: 0.0000 
ep/it:468- 255 niter:179500  759m 50s (- 50m 47s) completed: 93%) loss_emb: 0.0025  loss: 1.2228  acc: 0.6697  lr: 0.0000 
ep/it:468- 305 niter:179550  760m 3s (- 50m 35s) completed: 93%) loss_emb: 0.0026  loss: 1.2722  acc: 0.6559  lr: 0.0000 
ep/it:468- 355 niter:179600  760m 16s (- 50m 22s) completed: 93%) loss_emb: 0.0026  loss: 1.2514  acc: 0.6603  lr: 0.0000 
Validation time:
Validation loss:1.332, accuracy:0.658
ep/it:469-  22 niter:179650  760m 31s (- 50m 9s) completed: 93%) loss_emb: 0.0026  loss: 1.2668  acc: 0.6569  lr: 0.0000 
ep/it:469-  72 niter:179700  760m 45s (- 49m 57s) completed: 93%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6588  lr: 0.0000 
ep/it:469- 122 niter:179750  760m 58s (- 49m 44s) completed: 93%) loss_emb: 0.0026  loss: 1.2629  acc: 0.6575  lr: 0.0000 
ep/it:469- 172 niter:179800  761m 11s (- 49m 31s) completed: 93%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6609  lr: 0.0000 
ep/it:469- 222 niter:179850  761m 24s (- 49m 19s) completed: 93%) loss_emb: 0.0026  loss: 1.2412  acc: 0.6641  lr: 0.0000 
ep/it:469- 272 niter:179900  761m 37s (- 49m 6s) completed: 93%) loss_emb: 0.0025  loss: 1.2390  acc: 0.6675  lr: 0.0000 
ep/it:469- 322 niter:179950  761m 51s (- 48m 53s) completed: 93%) loss_emb: 0.0026  loss: 1.2591  acc: 0.6585  lr: 0.0000 
ep/it:469- 372 niter:180000  762m 4s (- 48m 41s) completed: 93%) loss_emb: 0.0025  loss: 1.2339  acc: 0.6654  lr: 0.0000 
Validation time:
Validation loss:1.319, accuracy:0.657
--> 	 Eva. Ep 470 :, FID. 10.1375, Diversity Real. 9.6064, Diversity. 6.2586, R_precision_real. [0.50465426 0.71210106 0.80917553], R_precision. [0.23803191 0.38630319 0.49534574], matching_score_real. 2.886195421218872, matching_score_pred. 5.1298956871032715
ep/it:470-  39 niter:180050  762m 27s (- 48m 29s) completed: 94%) loss_emb: 0.0026  loss: 1.2681  acc: 0.6558  lr: 0.0000 
ep/it:470-  89 niter:180100  762m 40s (- 48m 16s) completed: 94%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6615  lr: 0.0000 
ep/it:470- 139 niter:180150  762m 53s (- 48m 3s) completed: 94%) loss_emb: 0.0025  loss: 1.2359  acc: 0.6677  lr: 0.0000 
ep/it:470- 189 niter:180200  763m 6s (- 47m 51s) completed: 94%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6601  lr: 0.0000 
ep/it:470- 239 niter:180250  763m 19s (- 47m 38s) completed: 94%) loss_emb: 0.0025  loss: 1.2468  acc: 0.6638  lr: 0.0000 
ep/it:470- 289 niter:180300  763m 33s (- 47m 25s) completed: 94%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6562  lr: 0.0000 
ep/it:470- 339 niter:180350  763m 46s (- 47m 13s) completed: 94%) loss_emb: 0.0026  loss: 1.2640  acc: 0.6572  lr: 0.0000 
Validation time:
Validation loss:1.291, accuracy:0.667
ep/it:471-   6 niter:180400  764m 2s (- 47m 0s) completed: 94%) loss_emb: 0.0026  loss: 1.2388  acc: 0.6628  lr: 0.0000 
ep/it:471-  56 niter:180450  764m 15s (- 46m 47s) completed: 94%) loss_emb: 0.0025  loss: 1.2353  acc: 0.6657  lr: 0.0000 
ep/it:471- 106 niter:180500  764m 28s (- 46m 35s) completed: 94%) loss_emb: 0.0026  loss: 1.2604  acc: 0.6582  lr: 0.0000 
ep/it:471- 156 niter:180550  764m 42s (- 46m 22s) completed: 94%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6611  lr: 0.0000 
ep/it:471- 206 niter:180600  764m 55s (- 46m 9s) completed: 94%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6589  lr: 0.0000 
ep/it:471- 256 niter:180650  765m 8s (- 45m 57s) completed: 94%) loss_emb: 0.0026  loss: 1.2676  acc: 0.6584  lr: 0.0000 
ep/it:471- 306 niter:180700  765m 21s (- 45m 44s) completed: 94%) loss_emb: 0.0026  loss: 1.2639  acc: 0.6586  lr: 0.0000 
ep/it:471- 356 niter:180750  765m 34s (- 45m 31s) completed: 94%) loss_emb: 0.0026  loss: 1.2535  acc: 0.6622  lr: 0.0000 
Validation time:
Validation loss:1.267, accuracy:0.669
ep/it:472-  23 niter:180800  765m 49s (- 45m 19s) completed: 94%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6608  lr: 0.0000 
ep/it:472-  73 niter:180850  766m 2s (- 45m 6s) completed: 94%) loss_emb: 0.0025  loss: 1.2337  acc: 0.6657  lr: 0.0000 
ep/it:472- 123 niter:180900  766m 16s (- 44m 54s) completed: 94%) loss_emb: 0.0026  loss: 1.2705  acc: 0.6580  lr: 0.0000 
ep/it:472- 173 niter:180950  766m 29s (- 44m 41s) completed: 94%) loss_emb: 0.0026  loss: 1.2922  acc: 0.6502  lr: 0.0000 
ep/it:472- 223 niter:181000  766m 42s (- 44m 28s) completed: 94%) loss_emb: 0.0026  loss: 1.2621  acc: 0.6584  lr: 0.0000 
ep/it:472- 273 niter:181050  766m 56s (- 44m 16s) completed: 94%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6600  lr: 0.0000 
ep/it:472- 323 niter:181100  767m 9s (- 44m 3s) completed: 94%) loss_emb: 0.0026  loss: 1.2561  acc: 0.6584  lr: 0.0000 
ep/it:472- 373 niter:181150  767m 22s (- 43m 50s) completed: 94%) loss_emb: 0.0026  loss: 1.2518  acc: 0.6631  lr: 0.0000 
Validation time:
Validation loss:1.293, accuracy:0.661
ep/it:473-  40 niter:181200  767m 38s (- 43m 38s) completed: 94%) loss_emb: 0.0026  loss: 1.2740  acc: 0.6544  lr: 0.0000 
ep/it:473-  90 niter:181250  767m 51s (- 43m 25s) completed: 94%) loss_emb: 0.0025  loss: 1.2396  acc: 0.6665  lr: 0.0000 
ep/it:473- 140 niter:181300  768m 4s (- 43m 12s) completed: 94%) loss_emb: 0.0026  loss: 1.2732  acc: 0.6546  lr: 0.0000 
ep/it:473- 190 niter:181350  768m 17s (- 43m 0s) completed: 94%) loss_emb: 0.0026  loss: 1.2532  acc: 0.6642  lr: 0.0000 
ep/it:473- 240 niter:181400  768m 30s (- 42m 47s) completed: 94%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6575  lr: 0.0000 
ep/it:473- 290 niter:181450  768m 44s (- 42m 34s) completed: 94%) loss_emb: 0.0026  loss: 1.2669  acc: 0.6589  lr: 0.0000 
ep/it:473- 340 niter:181500  768m 57s (- 42m 21s) completed: 94%) loss_emb: 0.0026  loss: 1.2754  acc: 0.6563  lr: 0.0000 
Validation time:
Validation loss:1.305, accuracy:0.658
ep/it:474-   7 niter:181550  769m 12s (- 42m 9s) completed: 94%) loss_emb: 0.0026  loss: 1.2658  acc: 0.6588  lr: 0.0000 
ep/it:474-  57 niter:181600  769m 25s (- 41m 56s) completed: 94%) loss_emb: 0.0026  loss: 1.2735  acc: 0.6577  lr: 0.0000 
ep/it:474- 107 niter:181650  769m 38s (- 41m 44s) completed: 94%) loss_emb: 0.0026  loss: 1.2450  acc: 0.6623  lr: 0.0000 
ep/it:474- 157 niter:181700  769m 51s (- 41m 31s) completed: 94%) loss_emb: 0.0026  loss: 1.2566  acc: 0.6579  lr: 0.0000 
ep/it:474- 207 niter:181750  770m 4s (- 41m 18s) completed: 94%) loss_emb: 0.0026  loss: 1.2685  acc: 0.6584  lr: 0.0000 
ep/it:474- 257 niter:181800  770m 17s (- 41m 5s) completed: 94%) loss_emb: 0.0025  loss: 1.2335  acc: 0.6669  lr: 0.0000 
ep/it:474- 307 niter:181850  770m 30s (- 40m 53s) completed: 94%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6572  lr: 0.0000 
ep/it:474- 357 niter:181900  770m 42s (- 40m 40s) completed: 94%) loss_emb: 0.0025  loss: 1.2246  acc: 0.6688  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.669
--> 	 Eva. Ep 475 :, FID. 10.9665, Diversity Real. 9.4109, Diversity. 6.0322, R_precision_real. [0.52726064 0.71343085 0.80518617], R_precision. [0.24601064 0.39893617 0.51263298], matching_score_real. 2.9060659408569336, matching_score_pred. 5.240836143493652
ep/it:475-  24 niter:181950  771m 4s (- 40m 28s) completed: 95%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6608  lr: 0.0000 
ep/it:475-  74 niter:182000  771m 18s (- 40m 15s) completed: 95%) loss_emb: 0.0026  loss: 1.2659  acc: 0.6568  lr: 0.0000 
ep/it:475- 124 niter:182050  771m 31s (- 40m 2s) completed: 95%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6632  lr: 0.0000 
ep/it:475- 174 niter:182100  771m 44s (- 39m 50s) completed: 95%) loss_emb: 0.0026  loss: 1.2635  acc: 0.6614  lr: 0.0000 
ep/it:475- 224 niter:182150  771m 57s (- 39m 37s) completed: 95%) loss_emb: 0.0026  loss: 1.2615  acc: 0.6585  lr: 0.0000 
ep/it:475- 274 niter:182200  772m 11s (- 39m 24s) completed: 95%) loss_emb: 0.0026  loss: 1.2644  acc: 0.6587  lr: 0.0000 
ep/it:475- 324 niter:182250  772m 24s (- 39m 12s) completed: 95%) loss_emb: 0.0026  loss: 1.2598  acc: 0.6625  lr: 0.0000 
ep/it:475- 374 niter:182300  772m 36s (- 38m 59s) completed: 95%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6602  lr: 0.0000 
Validation time:
Validation loss:1.308, accuracy:0.658
ep/it:476-  41 niter:182350  772m 51s (- 38m 46s) completed: 95%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6628  lr: 0.0000 
ep/it:476-  91 niter:182400  773m 4s (- 38m 34s) completed: 95%) loss_emb: 0.0026  loss: 1.2366  acc: 0.6643  lr: 0.0000 
ep/it:476- 141 niter:182450  773m 16s (- 38m 21s) completed: 95%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6587  lr: 0.0000 
ep/it:476- 191 niter:182500  773m 28s (- 38m 8s) completed: 95%) loss_emb: 0.0026  loss: 1.2536  acc: 0.6569  lr: 0.0000 
ep/it:476- 241 niter:182550  773m 40s (- 37m 55s) completed: 95%) loss_emb: 0.0026  loss: 1.2616  acc: 0.6623  lr: 0.0000 
ep/it:476- 291 niter:182600  773m 54s (- 37m 43s) completed: 95%) loss_emb: 0.0026  loss: 1.2803  acc: 0.6538  lr: 0.0000 
ep/it:476- 341 niter:182650  774m 7s (- 37m 30s) completed: 95%) loss_emb: 0.0026  loss: 1.2654  acc: 0.6579  lr: 0.0000 
Validation time:
Validation loss:1.338, accuracy:0.655
ep/it:477-   8 niter:182700  774m 21s (- 37m 17s) completed: 95%) loss_emb: 0.0026  loss: 1.2672  acc: 0.6570  lr: 0.0000 
ep/it:477-  58 niter:182750  774m 34s (- 37m 5s) completed: 95%) loss_emb: 0.0026  loss: 1.2728  acc: 0.6559  lr: 0.0000 
ep/it:477- 108 niter:182800  774m 47s (- 36m 52s) completed: 95%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6617  lr: 0.0000 
ep/it:477- 158 niter:182850  775m 0s (- 36m 39s) completed: 95%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6607  lr: 0.0000 
ep/it:477- 208 niter:182900  775m 13s (- 36m 27s) completed: 95%) loss_emb: 0.0026  loss: 1.2626  acc: 0.6603  lr: 0.0000 
ep/it:477- 258 niter:182950  775m 26s (- 36m 14s) completed: 95%) loss_emb: 0.0025  loss: 1.2447  acc: 0.6658  lr: 0.0000 
ep/it:477- 308 niter:183000  775m 39s (- 36m 1s) completed: 95%) loss_emb: 0.0026  loss: 1.2749  acc: 0.6549  lr: 0.0000 
ep/it:477- 358 niter:183050  775m 52s (- 35m 48s) completed: 95%) loss_emb: 0.0025  loss: 1.2341  acc: 0.6646  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.667
ep/it:478-  25 niter:183100  776m 7s (- 35m 36s) completed: 95%) loss_emb: 0.0026  loss: 1.2607  acc: 0.6611  lr: 0.0000 
ep/it:478-  75 niter:183150  776m 20s (- 35m 23s) completed: 95%) loss_emb: 0.0026  loss: 1.2643  acc: 0.6561  lr: 0.0000 
ep/it:478- 125 niter:183200  776m 32s (- 35m 10s) completed: 95%) loss_emb: 0.0026  loss: 1.2686  acc: 0.6579  lr: 0.0000 
ep/it:478- 175 niter:183250  776m 45s (- 34m 58s) completed: 95%) loss_emb: 0.0026  loss: 1.2370  acc: 0.6639  lr: 0.0000 
ep/it:478- 225 niter:183300  776m 58s (- 34m 45s) completed: 95%) loss_emb: 0.0026  loss: 1.2600  acc: 0.6613  lr: 0.0000 
ep/it:478- 275 niter:183350  777m 11s (- 34m 32s) completed: 95%) loss_emb: 0.0026  loss: 1.2559  acc: 0.6621  lr: 0.0000 
ep/it:478- 325 niter:183400  777m 23s (- 34m 20s) completed: 95%) loss_emb: 0.0026  loss: 1.2544  acc: 0.6597  lr: 0.0000 
ep/it:478- 375 niter:183450  777m 36s (- 34m 7s) completed: 95%) loss_emb: 0.0026  loss: 1.2744  acc: 0.6562  lr: 0.0000 
Validation time:
Validation loss:1.324, accuracy:0.657
ep/it:479-  42 niter:183500  777m 50s (- 33m 54s) completed: 95%) loss_emb: 0.0025  loss: 1.2269  acc: 0.6655  lr: 0.0000 
ep/it:479-  92 niter:183550  778m 3s (- 33m 41s) completed: 95%) loss_emb: 0.0026  loss: 1.2601  acc: 0.6607  lr: 0.0000 
ep/it:479- 142 niter:183600  778m 16s (- 33m 29s) completed: 95%) loss_emb: 0.0025  loss: 1.2320  acc: 0.6660  lr: 0.0000 
ep/it:479- 192 niter:183650  778m 28s (- 33m 16s) completed: 95%) loss_emb: 0.0026  loss: 1.2534  acc: 0.6615  lr: 0.0000 
ep/it:479- 242 niter:183700  778m 41s (- 33m 3s) completed: 95%) loss_emb: 0.0025  loss: 1.2359  acc: 0.6668  lr: 0.0000 
ep/it:479- 292 niter:183750  778m 54s (- 32m 51s) completed: 95%) loss_emb: 0.0026  loss: 1.2779  acc: 0.6562  lr: 0.0000 
ep/it:479- 342 niter:183800  779m 6s (- 32m 38s) completed: 95%) loss_emb: 0.0026  loss: 1.2632  acc: 0.6587  lr: 0.0000 
Validation time:
Validation loss:1.312, accuracy:0.659
--> 	 Eva. Ep 480 :, FID. 10.2520, Diversity Real. 9.5050, Diversity. 6.4654, R_precision_real. [0.52327128 0.69946809 0.79920213], R_precision. [0.24401596 0.38962766 0.50265957], matching_score_real. 2.934077739715576, matching_score_pred. 5.214561462402344
ep/it:480-   9 niter:183850  779m 29s (- 32m 26s) completed: 96%) loss_emb: 0.0026  loss: 1.2549  acc: 0.6626  lr: 0.0000 
ep/it:480-  59 niter:183900  779m 42s (- 32m 13s) completed: 96%) loss_emb: 0.0026  loss: 1.2602  acc: 0.6584  lr: 0.0000 
ep/it:480- 109 niter:183950  779m 55s (- 32m 0s) completed: 96%) loss_emb: 0.0026  loss: 1.2856  acc: 0.6524  lr: 0.0000 
ep/it:480- 159 niter:184000  780m 7s (- 31m 47s) completed: 96%) loss_emb: 0.0026  loss: 1.2487  acc: 0.6626  lr: 0.0000 
ep/it:480- 209 niter:184050  780m 20s (- 31m 35s) completed: 96%) loss_emb: 0.0026  loss: 1.2588  acc: 0.6578  lr: 0.0000 
ep/it:480- 259 niter:184100  780m 33s (- 31m 22s) completed: 96%) loss_emb: 0.0026  loss: 1.2850  acc: 0.6550  lr: 0.0000 
ep/it:480- 309 niter:184150  780m 45s (- 31m 9s) completed: 96%) loss_emb: 0.0026  loss: 1.2583  acc: 0.6575  lr: 0.0000 
ep/it:480- 359 niter:184200  780m 58s (- 30m 57s) completed: 96%) loss_emb: 0.0026  loss: 1.2443  acc: 0.6637  lr: 0.0000 
Validation time:
Validation loss:1.262, accuracy:0.673
ep/it:481-  26 niter:184250  781m 13s (- 30m 44s) completed: 96%) loss_emb: 0.0026  loss: 1.2813  acc: 0.6562  lr: 0.0000 
ep/it:481-  76 niter:184300  781m 25s (- 30m 31s) completed: 96%) loss_emb: 0.0026  loss: 1.2455  acc: 0.6625  lr: 0.0000 
ep/it:481- 126 niter:184350  781m 37s (- 30m 18s) completed: 96%) loss_emb: 0.0026  loss: 1.2552  acc: 0.6619  lr: 0.0000 
ep/it:481- 176 niter:184400  781m 50s (- 30m 6s) completed: 96%) loss_emb: 0.0026  loss: 1.2451  acc: 0.6634  lr: 0.0000 
ep/it:481- 226 niter:184450  782m 3s (- 29m 53s) completed: 96%) loss_emb: 0.0026  loss: 1.2523  acc: 0.6608  lr: 0.0000 
ep/it:481- 276 niter:184500  782m 16s (- 29m 40s) completed: 96%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6604  lr: 0.0000 
ep/it:481- 326 niter:184550  782m 29s (- 29m 28s) completed: 96%) loss_emb: 0.0025  loss: 1.2275  acc: 0.6666  lr: 0.0000 
ep/it:481- 376 niter:184600  782m 41s (- 29m 15s) completed: 96%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6578  lr: 0.0000 
Validation time:
Validation loss:1.301, accuracy:0.662
ep/it:482-  43 niter:184650  782m 55s (- 29m 2s) completed: 96%) loss_emb: 0.0026  loss: 1.2529  acc: 0.6622  lr: 0.0000 
ep/it:482-  93 niter:184700  783m 8s (- 28m 49s) completed: 96%) loss_emb: 0.0025  loss: 1.2070  acc: 0.6722  lr: 0.0000 
ep/it:482- 143 niter:184750  783m 21s (- 28m 37s) completed: 96%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6624  lr: 0.0000 
ep/it:482- 193 niter:184800  783m 33s (- 28m 24s) completed: 96%) loss_emb: 0.0026  loss: 1.2464  acc: 0.6631  lr: 0.0000 
ep/it:482- 243 niter:184850  783m 45s (- 28m 11s) completed: 96%) loss_emb: 0.0025  loss: 1.2459  acc: 0.6668  lr: 0.0000 
ep/it:482- 293 niter:184900  783m 57s (- 27m 59s) completed: 96%) loss_emb: 0.0026  loss: 1.2622  acc: 0.6611  lr: 0.0000 
ep/it:482- 343 niter:184950  784m 9s (- 27m 46s) completed: 96%) loss_emb: 0.0026  loss: 1.2719  acc: 0.6536  lr: 0.0000 
Validation time:
Validation loss:1.310, accuracy:0.659
ep/it:483-  10 niter:185000  784m 23s (- 27m 33s) completed: 96%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6561  lr: 0.0000 
ep/it:483-  60 niter:185050  784m 36s (- 27m 20s) completed: 96%) loss_emb: 0.0026  loss: 1.2853  acc: 0.6533  lr: 0.0000 
ep/it:483- 110 niter:185100  784m 48s (- 27m 8s) completed: 96%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6596  lr: 0.0000 
ep/it:483- 160 niter:185150  785m 0s (- 26m 55s) completed: 96%) loss_emb: 0.0025  loss: 1.2286  acc: 0.6676  lr: 0.0000 
ep/it:483- 210 niter:185200  785m 12s (- 26m 42s) completed: 96%) loss_emb: 0.0026  loss: 1.2763  acc: 0.6565  lr: 0.0000 
ep/it:483- 260 niter:185250  785m 24s (- 26m 29s) completed: 96%) loss_emb: 0.0026  loss: 1.2503  acc: 0.6619  lr: 0.0000 
ep/it:483- 310 niter:185300  785m 36s (- 26m 17s) completed: 96%) loss_emb: 0.0026  loss: 1.2482  acc: 0.6634  lr: 0.0000 
ep/it:483- 360 niter:185350  785m 49s (- 26m 4s) completed: 96%) loss_emb: 0.0025  loss: 1.2267  acc: 0.6688  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.656
ep/it:484-  27 niter:185400  786m 3s (- 25m 51s) completed: 96%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6589  lr: 0.0000 
ep/it:484-  77 niter:185450  786m 16s (- 25m 39s) completed: 96%) loss_emb: 0.0026  loss: 1.2593  acc: 0.6613  lr: 0.0000 
ep/it:484- 127 niter:185500  786m 28s (- 25m 26s) completed: 96%) loss_emb: 0.0026  loss: 1.2641  acc: 0.6551  lr: 0.0000 
ep/it:484- 177 niter:185550  786m 40s (- 25m 13s) completed: 96%) loss_emb: 0.0025  loss: 1.2371  acc: 0.6653  lr: 0.0000 
ep/it:484- 227 niter:185600  786m 53s (- 25m 0s) completed: 96%) loss_emb: 0.0026  loss: 1.2709  acc: 0.6567  lr: 0.0000 
ep/it:484- 277 niter:185650  787m 5s (- 24m 48s) completed: 96%) loss_emb: 0.0026  loss: 1.2801  acc: 0.6557  lr: 0.0000 
ep/it:484- 327 niter:185700  787m 18s (- 24m 35s) completed: 96%) loss_emb: 0.0025  loss: 1.2346  acc: 0.6668  lr: 0.0000 
ep/it:484- 377 niter:185750  787m 31s (- 24m 22s) completed: 96%) loss_emb: 0.0026  loss: 1.2716  acc: 0.6560  lr: 0.0000 
Validation time:
Validation loss:1.307, accuracy:0.662
--> 	 Eva. Ep 485 :, FID. 10.4611, Diversity Real. 9.4105, Diversity. 6.4176, R_precision_real. [0.54654255 0.72539894 0.80984043], R_precision. [0.24867021 0.40026596 0.51595745], matching_score_real. 2.8839662075042725, matching_score_pred. 5.18390417098999
ep/it:485-  44 niter:185800  787m 53s (- 24m 10s) completed: 97%) loss_emb: 0.0026  loss: 1.2425  acc: 0.6629  lr: 0.0000 
ep/it:485-  94 niter:185850  788m 5s (- 23m 57s) completed: 97%) loss_emb: 0.0026  loss: 1.2575  acc: 0.6607  lr: 0.0000 
ep/it:485- 144 niter:185900  788m 17s (- 23m 44s) completed: 97%) loss_emb: 0.0026  loss: 1.2470  acc: 0.6612  lr: 0.0000 
ep/it:485- 194 niter:185950  788m 29s (- 23m 32s) completed: 97%) loss_emb: 0.0026  loss: 1.2501  acc: 0.6618  lr: 0.0000 
ep/it:485- 244 niter:186000  788m 41s (- 23m 19s) completed: 97%) loss_emb: 0.0026  loss: 1.2724  acc: 0.6576  lr: 0.0000 
ep/it:485- 294 niter:186050  788m 53s (- 23m 6s) completed: 97%) loss_emb: 0.0026  loss: 1.2707  acc: 0.6559  lr: 0.0000 
ep/it:485- 344 niter:186100  789m 6s (- 22m 53s) completed: 97%) loss_emb: 0.0026  loss: 1.2517  acc: 0.6615  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.665
ep/it:486-  11 niter:186150  789m 21s (- 22m 41s) completed: 97%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6580  lr: 0.0000 
ep/it:486-  61 niter:186200  789m 33s (- 22m 28s) completed: 97%) loss_emb: 0.0026  loss: 1.2666  acc: 0.6622  lr: 0.0000 
ep/it:486- 111 niter:186250  789m 45s (- 22m 15s) completed: 97%) loss_emb: 0.0025  loss: 1.2480  acc: 0.6644  lr: 0.0000 
ep/it:486- 161 niter:186300  789m 58s (- 22m 2s) completed: 97%) loss_emb: 0.0026  loss: 1.2569  acc: 0.6599  lr: 0.0000 
ep/it:486- 211 niter:186350  790m 10s (- 21m 50s) completed: 97%) loss_emb: 0.0026  loss: 1.2483  acc: 0.6627  lr: 0.0000 
ep/it:486- 261 niter:186400  790m 22s (- 21m 37s) completed: 97%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6529  lr: 0.0000 
ep/it:486- 311 niter:186450  790m 34s (- 21m 24s) completed: 97%) loss_emb: 0.0026  loss: 1.2590  acc: 0.6603  lr: 0.0000 
ep/it:486- 361 niter:186500  790m 46s (- 21m 12s) completed: 97%) loss_emb: 0.0026  loss: 1.2498  acc: 0.6615  lr: 0.0000 
Validation time:
Validation loss:1.289, accuracy:0.664
ep/it:487-  28 niter:186550  791m 0s (- 20m 59s) completed: 97%) loss_emb: 0.0026  loss: 1.2648  acc: 0.6576  lr: 0.0000 
ep/it:487-  78 niter:186600  791m 13s (- 20m 46s) completed: 97%) loss_emb: 0.0026  loss: 1.2554  acc: 0.6609  lr: 0.0000 
ep/it:487- 128 niter:186650  791m 26s (- 20m 33s) completed: 97%) loss_emb: 0.0025  loss: 1.2488  acc: 0.6642  lr: 0.0000 
ep/it:487- 178 niter:186700  791m 38s (- 20m 21s) completed: 97%) loss_emb: 0.0026  loss: 1.2701  acc: 0.6548  lr: 0.0000 
ep/it:487- 228 niter:186750  791m 50s (- 20m 8s) completed: 97%) loss_emb: 0.0026  loss: 1.2796  acc: 0.6554  lr: 0.0000 
ep/it:487- 278 niter:186800  792m 2s (- 19m 55s) completed: 97%) loss_emb: 0.0026  loss: 1.2456  acc: 0.6634  lr: 0.0000 
ep/it:487- 328 niter:186850  792m 14s (- 19m 42s) completed: 97%) loss_emb: 0.0026  loss: 1.2510  acc: 0.6619  lr: 0.0000 
ep/it:487- 378 niter:186900  792m 26s (- 19m 30s) completed: 97%) loss_emb: 0.0025  loss: 1.2292  acc: 0.6682  lr: 0.0000 
Validation time:
Validation loss:1.309, accuracy:0.659
ep/it:488-  45 niter:186950  792m 41s (- 19m 17s) completed: 97%) loss_emb: 0.0026  loss: 1.2586  acc: 0.6610  lr: 0.0000 
ep/it:488-  95 niter:187000  792m 53s (- 19m 4s) completed: 97%) loss_emb: 0.0026  loss: 1.2642  acc: 0.6580  lr: 0.0000 
ep/it:488- 145 niter:187050  793m 5s (- 18m 52s) completed: 97%) loss_emb: 0.0026  loss: 1.2513  acc: 0.6622  lr: 0.0000 
ep/it:488- 195 niter:187100  793m 17s (- 18m 39s) completed: 97%) loss_emb: 0.0026  loss: 1.2606  acc: 0.6586  lr: 0.0000 
ep/it:488- 245 niter:187150  793m 30s (- 18m 26s) completed: 97%) loss_emb: 0.0026  loss: 1.2723  acc: 0.6558  lr: 0.0000 
ep/it:488- 295 niter:187200  793m 43s (- 18m 13s) completed: 97%) loss_emb: 0.0026  loss: 1.2484  acc: 0.6591  lr: 0.0000 
ep/it:488- 345 niter:187250  793m 56s (- 18m 1s) completed: 97%) loss_emb: 0.0026  loss: 1.2633  acc: 0.6571  lr: 0.0000 
Validation time:
Validation loss:1.318, accuracy:0.660
ep/it:489-  12 niter:187300  794m 11s (- 17m 48s) completed: 97%) loss_emb: 0.0026  loss: 1.2743  acc: 0.6542  lr: 0.0000 
ep/it:489-  62 niter:187350  794m 23s (- 17m 35s) completed: 97%) loss_emb: 0.0025  loss: 1.2342  acc: 0.6658  lr: 0.0000 
ep/it:489- 112 niter:187400  794m 36s (- 17m 23s) completed: 97%) loss_emb: 0.0026  loss: 1.2585  acc: 0.6587  lr: 0.0000 
ep/it:489- 162 niter:187450  794m 48s (- 17m 10s) completed: 97%) loss_emb: 0.0026  loss: 1.2751  acc: 0.6559  lr: 0.0000 
ep/it:489- 212 niter:187500  795m 1s (- 16m 57s) completed: 97%) loss_emb: 0.0026  loss: 1.2605  acc: 0.6583  lr: 0.0000 
ep/it:489- 262 niter:187550  795m 14s (- 16m 44s) completed: 97%) loss_emb: 0.0026  loss: 1.2698  acc: 0.6586  lr: 0.0000 
ep/it:489- 312 niter:187600  795m 26s (- 16m 32s) completed: 97%) loss_emb: 0.0026  loss: 1.2695  acc: 0.6556  lr: 0.0000 
ep/it:489- 362 niter:187650  795m 39s (- 16m 19s) completed: 97%) loss_emb: 0.0025  loss: 1.2343  acc: 0.6665  lr: 0.0000 
Validation time:
Validation loss:1.327, accuracy:0.655
--> 	 Eva. Ep 490 :, FID. 9.9721, Diversity Real. 9.6887, Diversity. 6.3127, R_precision_real. [0.51329787 0.71875    0.81050532], R_precision. [0.25       0.40558511 0.50664894], matching_score_real. 2.9417786598205566, matching_score_pred. 5.124715805053711
ep/it:490-  29 niter:187700  796m 1s (- 16m 6s) completed: 98%) loss_emb: 0.0026  loss: 1.2653  acc: 0.6584  lr: 0.0000 
ep/it:490-  79 niter:187750  796m 14s (- 15m 54s) completed: 98%) loss_emb: 0.0026  loss: 1.2638  acc: 0.6586  lr: 0.0000 
ep/it:490- 129 niter:187800  796m 26s (- 15m 41s) completed: 98%) loss_emb: 0.0026  loss: 1.2521  acc: 0.6613  lr: 0.0000 
ep/it:490- 179 niter:187850  796m 38s (- 15m 28s) completed: 98%) loss_emb: 0.0025  loss: 1.2333  acc: 0.6670  lr: 0.0000 
ep/it:490- 229 niter:187900  796m 50s (- 15m 16s) completed: 98%) loss_emb: 0.0026  loss: 1.2620  acc: 0.6582  lr: 0.0000 
ep/it:490- 279 niter:187950  797m 3s (- 15m 3s) completed: 98%) loss_emb: 0.0026  loss: 1.2489  acc: 0.6596  lr: 0.0000 
ep/it:490- 329 niter:188000  797m 15s (- 14m 50s) completed: 98%) loss_emb: 0.0026  loss: 1.2589  acc: 0.6591  lr: 0.0000 
ep/it:490- 379 niter:188050  797m 27s (- 14m 37s) completed: 98%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6629  lr: 0.0000 
Validation time:
Validation loss:1.328, accuracy:0.653
ep/it:491-  46 niter:188100  797m 41s (- 14m 25s) completed: 98%) loss_emb: 0.0025  loss: 1.2375  acc: 0.6653  lr: 0.0000 
ep/it:491-  96 niter:188150  797m 54s (- 14m 12s) completed: 98%) loss_emb: 0.0026  loss: 1.2814  acc: 0.6534  lr: 0.0000 
ep/it:491- 146 niter:188200  798m 7s (- 13m 59s) completed: 98%) loss_emb: 0.0026  loss: 1.2439  acc: 0.6628  lr: 0.0000 
ep/it:491- 196 niter:188250  798m 19s (- 13m 46s) completed: 98%) loss_emb: 0.0026  loss: 1.2436  acc: 0.6634  lr: 0.0000 
ep/it:491- 246 niter:188300  798m 32s (- 13m 34s) completed: 98%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6615  lr: 0.0000 
ep/it:491- 296 niter:188350  798m 45s (- 13m 21s) completed: 98%) loss_emb: 0.0026  loss: 1.2625  acc: 0.6581  lr: 0.0000 
ep/it:491- 346 niter:188400  798m 58s (- 13m 8s) completed: 98%) loss_emb: 0.0026  loss: 1.2697  acc: 0.6594  lr: 0.0000 
Validation time:
Validation loss:1.311, accuracy:0.661
ep/it:492-  13 niter:188450  799m 12s (- 12m 56s) completed: 98%) loss_emb: 0.0025  loss: 1.2162  acc: 0.6723  lr: 0.0000 
ep/it:492-  63 niter:188500  799m 24s (- 12m 43s) completed: 98%) loss_emb: 0.0025  loss: 1.2294  acc: 0.6669  lr: 0.0000 
ep/it:492- 113 niter:188550  799m 37s (- 12m 30s) completed: 98%) loss_emb: 0.0025  loss: 1.2395  acc: 0.6647  lr: 0.0000 
ep/it:492- 163 niter:188600  799m 49s (- 12m 17s) completed: 98%) loss_emb: 0.0025  loss: 1.2266  acc: 0.6657  lr: 0.0000 
ep/it:492- 213 niter:188650  800m 2s (- 12m 5s) completed: 98%) loss_emb: 0.0025  loss: 1.2332  acc: 0.6676  lr: 0.0000 
ep/it:492- 263 niter:188700  800m 15s (- 11m 52s) completed: 98%) loss_emb: 0.0026  loss: 1.2554  acc: 0.6599  lr: 0.0000 
ep/it:492- 313 niter:188750  800m 28s (- 11m 39s) completed: 98%) loss_emb: 0.0027  loss: 1.3056  acc: 0.6499  lr: 0.0000 
ep/it:492- 363 niter:188800  800m 40s (- 11m 27s) completed: 98%) loss_emb: 0.0026  loss: 1.2670  acc: 0.6589  lr: 0.0000 
Validation time:
Validation loss:1.260, accuracy:0.676
Improved accuracy from 0.67 to 0.6757643974345663!!!
ep/it:493-  30 niter:188850  800m 55s (- 11m 14s) completed: 98%) loss_emb: 0.0026  loss: 1.2565  acc: 0.6599  lr: 0.0000 
ep/it:493-  80 niter:188900  801m 8s (- 11m 1s) completed: 98%) loss_emb: 0.0025  loss: 1.2364  acc: 0.6668  lr: 0.0000 
ep/it:493- 130 niter:188950  801m 20s (- 10m 48s) completed: 98%) loss_emb: 0.0026  loss: 1.2655  acc: 0.6578  lr: 0.0000 
ep/it:493- 180 niter:189000  801m 33s (- 10m 36s) completed: 98%) loss_emb: 0.0026  loss: 1.2537  acc: 0.6602  lr: 0.0000 
ep/it:493- 230 niter:189050  801m 45s (- 10m 23s) completed: 98%) loss_emb: 0.0025  loss: 1.2242  acc: 0.6662  lr: 0.0000 
ep/it:493- 280 niter:189100  801m 58s (- 10m 10s) completed: 98%) loss_emb: 0.0026  loss: 1.2819  acc: 0.6546  lr: 0.0000 
ep/it:493- 330 niter:189150  802m 10s (- 9m 57s) completed: 98%) loss_emb: 0.0025  loss: 1.2401  acc: 0.6661  lr: 0.0000 
ep/it:493- 380 niter:189200  802m 22s (- 9m 45s) completed: 98%) loss_emb: 0.0026  loss: 1.2548  acc: 0.6599  lr: 0.0000 
Validation time:
Validation loss:1.302, accuracy:0.661
ep/it:494-  47 niter:189250  802m 37s (- 9m 32s) completed: 98%) loss_emb: 0.0026  loss: 1.2543  acc: 0.6608  lr: 0.0000 
ep/it:494-  97 niter:189300  802m 50s (- 9m 19s) completed: 98%) loss_emb: 0.0026  loss: 1.2594  acc: 0.6590  lr: 0.0000 
ep/it:494- 147 niter:189350  803m 3s (- 9m 7s) completed: 98%) loss_emb: 0.0026  loss: 1.2650  acc: 0.6580  lr: 0.0000 
ep/it:494- 197 niter:189400  803m 15s (- 8m 54s) completed: 98%) loss_emb: 0.0026  loss: 1.2581  acc: 0.6593  lr: 0.0000 
ep/it:494- 247 niter:189450  803m 28s (- 8m 41s) completed: 98%) loss_emb: 0.0025  loss: 1.2424  acc: 0.6645  lr: 0.0000 
ep/it:494- 297 niter:189500  803m 41s (- 8m 28s) completed: 98%) loss_emb: 0.0026  loss: 1.2614  acc: 0.6593  lr: 0.0000 
ep/it:494- 347 niter:189550  803m 54s (- 8m 16s) completed: 98%) loss_emb: 0.0025  loss: 1.2418  acc: 0.6661  lr: 0.0000 
Validation time:
Validation loss:1.321, accuracy:0.657
--> 	 Eva. Ep 495 :, FID. 10.9557, Diversity Real. 9.8740, Diversity. 6.2199, R_precision_real. [0.50332447 0.68882979 0.79055851], R_precision. [0.24335106 0.38364362 0.51130319], matching_score_real. 2.925112247467041, matching_score_pred. 5.2220306396484375
ep/it:495-  14 niter:189600  804m 17s (- 8m 3s) completed: 99%) loss_emb: 0.0025  loss: 1.2426  acc: 0.6656  lr: 0.0000 
ep/it:495-  64 niter:189650  804m 29s (- 7m 50s) completed: 99%) loss_emb: 0.0025  loss: 1.2446  acc: 0.6654  lr: 0.0000 
ep/it:495- 114 niter:189700  804m 42s (- 7m 38s) completed: 99%) loss_emb: 0.0026  loss: 1.2562  acc: 0.6633  lr: 0.0000 
ep/it:495- 164 niter:189750  804m 54s (- 7m 25s) completed: 99%) loss_emb: 0.0026  loss: 1.2680  acc: 0.6567  lr: 0.0000 
ep/it:495- 214 niter:189800  805m 6s (- 7m 12s) completed: 99%) loss_emb: 0.0026  loss: 1.2531  acc: 0.6629  lr: 0.0000 
ep/it:495- 264 niter:189850  805m 18s (- 6m 59s) completed: 99%) loss_emb: 0.0026  loss: 1.2485  acc: 0.6642  lr: 0.0000 
ep/it:495- 314 niter:189900  805m 31s (- 6m 47s) completed: 99%) loss_emb: 0.0025  loss: 1.2423  acc: 0.6652  lr: 0.0000 
ep/it:495- 364 niter:189950  805m 44s (- 6m 34s) completed: 99%) loss_emb: 0.0026  loss: 1.2619  acc: 0.6606  lr: 0.0000 
Validation time:
Validation loss:1.295, accuracy:0.663
ep/it:496-  31 niter:190000  805m 59s (- 6m 21s) completed: 99%) loss_emb: 0.0026  loss: 1.2941  acc: 0.6502  lr: 0.0000 
ep/it:496-  81 niter:190050  806m 11s (- 6m 9s) completed: 99%) loss_emb: 0.0026  loss: 1.2511  acc: 0.6601  lr: 0.0000 
ep/it:496- 131 niter:190100  806m 24s (- 5m 56s) completed: 99%) loss_emb: 0.0026  loss: 1.2527  acc: 0.6618  lr: 0.0000 
ep/it:496- 181 niter:190150  806m 36s (- 5m 43s) completed: 99%) loss_emb: 0.0026  loss: 1.2533  acc: 0.6610  lr: 0.0000 
ep/it:496- 231 niter:190200  806m 49s (- 5m 30s) completed: 99%) loss_emb: 0.0026  loss: 1.2509  acc: 0.6628  lr: 0.0000 
ep/it:496- 281 niter:190250  807m 1s (- 5m 18s) completed: 99%) loss_emb: 0.0026  loss: 1.2481  acc: 0.6624  lr: 0.0000 
ep/it:496- 331 niter:190300  807m 14s (- 5m 5s) completed: 99%) loss_emb: 0.0025  loss: 1.2381  acc: 0.6643  lr: 0.0000 
ep/it:496- 381 niter:190350  807m 26s (- 4m 52s) completed: 99%) loss_emb: 0.0025  loss: 1.2431  acc: 0.6644  lr: 0.0000 
Validation time:
Validation loss:1.316, accuracy:0.663
ep/it:497-  48 niter:190400  807m 41s (- 4m 39s) completed: 99%) loss_emb: 0.0025  loss: 1.2310  acc: 0.6677  lr: 0.0000 
ep/it:497-  98 niter:190450  807m 54s (- 4m 27s) completed: 99%) loss_emb: 0.0026  loss: 1.2515  acc: 0.6621  lr: 0.0000 
ep/it:497- 148 niter:190500  808m 6s (- 4m 14s) completed: 99%) loss_emb: 0.0026  loss: 1.2430  acc: 0.6627  lr: 0.0000 
ep/it:497- 198 niter:190550  808m 19s (- 4m 1s) completed: 99%) loss_emb: 0.0026  loss: 1.2715  acc: 0.6576  lr: 0.0000 
ep/it:497- 248 niter:190600  808m 31s (- 3m 49s) completed: 99%) loss_emb: 0.0026  loss: 1.2726  acc: 0.6573  lr: 0.0000 
ep/it:497- 298 niter:190650  808m 44s (- 3m 36s) completed: 99%) loss_emb: 0.0026  loss: 1.2473  acc: 0.6624  lr: 0.0000 
ep/it:497- 348 niter:190700  808m 57s (- 3m 23s) completed: 99%) loss_emb: 0.0026  loss: 1.2505  acc: 0.6611  lr: 0.0000 
Validation time:
Validation loss:1.303, accuracy:0.663
ep/it:498-  15 niter:190750  809m 12s (- 3m 10s) completed: 99%) loss_emb: 0.0026  loss: 1.2472  acc: 0.6634  lr: 0.0000 
ep/it:498-  65 niter:190800  809m 24s (- 2m 58s) completed: 99%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6617  lr: 0.0000 
ep/it:498- 115 niter:190850  809m 37s (- 2m 45s) completed: 99%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6577  lr: 0.0000 
ep/it:498- 165 niter:190900  809m 50s (- 2m 32s) completed: 99%) loss_emb: 0.0026  loss: 1.2863  acc: 0.6525  lr: 0.0000 
ep/it:498- 215 niter:190950  810m 3s (- 2m 19s) completed: 99%) loss_emb: 0.0026  loss: 1.2746  acc: 0.6557  lr: 0.0000 
ep/it:498- 265 niter:191000  810m 15s (- 2m 7s) completed: 99%) loss_emb: 0.0026  loss: 1.2465  acc: 0.6621  lr: 0.0000 
ep/it:498- 315 niter:191050  810m 28s (- 1m 54s) completed: 99%) loss_emb: 0.0026  loss: 1.2420  acc: 0.6640  lr: 0.0000 
ep/it:498- 365 niter:191100  810m 41s (- 1m 41s) completed: 99%) loss_emb: 0.0025  loss: 1.2419  acc: 0.6659  lr: 0.0000 
Validation time:
Validation loss:1.356, accuracy:0.648
ep/it:499-  32 niter:191150  810m 55s (- 1m 29s) completed: 99%) loss_emb: 0.0026  loss: 1.2769  acc: 0.6570  lr: 0.0000 
ep/it:499-  82 niter:191200  811m 7s (- 1m 16s) completed: 99%) loss_emb: 0.0026  loss: 1.2497  acc: 0.6605  lr: 0.0000 
ep/it:499- 132 niter:191250  811m 20s (- 1m 3s) completed: 99%) loss_emb: 0.0026  loss: 1.2599  acc: 0.6580  lr: 0.0000 
ep/it:499- 182 niter:191300  811m 32s (- 0m 50s) completed: 99%) loss_emb: 0.0025  loss: 1.2403  acc: 0.6666  lr: 0.0000 
ep/it:499- 232 niter:191350  811m 44s (- 0m 38s) completed: 99%) loss_emb: 0.0026  loss: 1.2595  acc: 0.6622  lr: 0.0000 
ep/it:499- 282 niter:191400  811m 56s (- 0m 25s) completed: 99%) loss_emb: 0.0026  loss: 1.2636  acc: 0.6577  lr: 0.0000 
ep/it:499- 332 niter:191450  812m 8s (- 0m 12s) completed: 99%) loss_emb: 0.0026  loss: 1.2528  acc: 0.6627  lr: 0.0000 
ep/it:499- 382 niter:191500  812m 20s (- 0m 0s) completed:100%) loss_emb: 0.0026  loss: 1.2490  acc: 0.6611  lr: 0.0000 
Validation time:
Validation loss:1.288, accuracy:0.666
--> 	 Eva. Ep 500 :, FID. 10.6731, Diversity Real. 9.8566, Diversity. 6.1349, R_precision_real. [0.51795213 0.70678191 0.80319149], R_precision. [0.2287234  0.38896277 0.49800532], matching_score_real. 2.8813021183013916, matching_score_pred. 5.242516040802002