FAMO icon indicating copy to clipboard operation
FAMO copied to clipboard
verified publisher icon Cranial-XIX

MTRL success rate metrics

Open KlZOnmyway opened this issue 1 year ago • 8 comments

Hi, I'm trying to replicate the results of MT10 in the paper, I'm just wondering is the final results obtained from the Su of the 2M steps eval log? Current logging is in the following format: | eval | E: 1000 | S: 150000 | R: 196.9513 | Su: 0.1000 | R_0: 423.5090 | R_1: 17.4805 | R_2: 17.3281 | R_3: 226.9124 | R_4: 160.9296 | R_5: 278.4259 | R_6: 284.1059 | R_7: 343.2499 | R_8: 61.9947 | R_9: 155.5771 | Su_0: 0.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 0.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9

KlZOnmyway avatar Jan 15 '25 22:01 KlZOnmyway

Yeah, i believe so

Cranial-XIX avatar Jan 15 '25 22:01 Cranial-XIX

Hi, thanks for the reply, however, I found my experiment can hardly reach even 0.75 as shown in the paper after 1M step. My run.sh is as follows,

mkdir -p ./trainlogs

#### MT10 ####

gamma=0.001
wlr=0.025
seed=0

export CUDA_VISIBLE_DEVICES=7 && python -u main.py setup=metaworld env=metaworld-mt10 agent=famo_state_sac experiment.num_eval_episodes=1 experiment.num_train_steps=2000000 setup.seed=$seed replay_buffer.batch_size=1280 agent.multitask.num_envs=10 agent.multitask.should_use_disentangled_alpha=False agent.multitask.should_use_task_encoder=False agent.multitask.actor_cfg.should_condition_encoder_on_task_info=False agent.multitask.actor_cfg.should_concatenate_task_info_with_encoder=False agent.encoder.type_to_select=identity agent.builder.gamma=$gamma agent.builder.w_lr=$wlr > trainlogs/mt10_famo_gamma$gamma\_wlr$wlr\_sd$seed.log 2>&1 &

and my train log looks like:

| eval | E: 10600 | S: 1590000 | R: 608.3183 | Su: 0.3000 | R_0: 504.4613 | R_1: 72.1707 | R_2: 472.9631 | R_3: 117.4579 | R_4: 633.9662 | R_5: 301.2570 | R_6: 260.1497 | R_7: 192.1055 | R_8: 3080.0021 | R_9: 448.6494 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9

KlZOnmyway avatar Jan 16 '25 17:01 KlZOnmyway

Have you checked out to the mtrl and metaworld branch I was using?

Cranial-XIX avatar Jan 16 '25 18:01 Cranial-XIX

Oh I see! could you please provide me the pip requirment.txt that specifically support the branch commit number in your readme? I have tried to install your suggestions, but it failed while pip install that metaworld branch. The env I'm currently use is from the metaworld commit for reproducing their paper with hydra==1.0, 'cython==3.0.0a10'.

KlZOnmyway avatar Jan 16 '25 18:01 KlZOnmyway

You can see my other repo https://github.com/Cranial-XIX/CAGrad, see instructions there : )

Cranial-XIX avatar Jan 16 '25 19:01 Cranial-XIX

Hi, I installed the env successfully, thanks. However, I encountered another issue which is FAMO critic loss exploded before 1M steps. I attached the log below, current hyperparam for famo is gamma=0.01, wlr=0.025, seed=0

| [33mtrain[0m | E: 6201 | S: 930150 | D: 7.3 s | Su: 0.3000 | BR: 0.8843 | ALOSS: -559.0986 | CLOSS: 367463.3800 | R_0: 422.6831 | R_1: 26.5501 | R_2: 33.2158 | R_3: 179.1004 | R_4: 63.5416 | R_5: -0.0232 | R_6: 21.0950 | R_7: 23.4300 | R_8: 42.0674 | R_9: 172.0015 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 0.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6202 | S: 930300 | D: 6.0 s | Su: 0.4000 | BR: 0.8826 | ALOSS: -575.9124 | CLOSS: 679387.5722 | R_0: 428.4031 | R_1: 31.4124 | R_2: 53.2031 | R_3: 99.2309 | R_4: 358.7818 | R_5: -0.0176 | R_6: 200.9474 | R_7: -8.4559 | R_8: 66.5697 | R_9: 4.5370 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6203 | S: 930450 | D: 5.9 s | Su: 0.4000 | BR: 0.8841 | ALOSS: -599.9328 | CLOSS: 869290.9837 | R_0: 413.3123 | R_1: 21.5160 | R_2: -7.6629 | R_3: 56.5686 | R_4: 38.7753 | R_5: -0.0276 | R_6: 227.9368 | R_7: 31.8676 | R_8: -0.0773 | R_9: 0.5357 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6204 | S: 930600 | D: 6.2 s | Su: 0.4000 | BR: 0.8835 | ALOSS: -589.3657 | CLOSS: 568042.3602 | R_0: 434.4151 | R_1: 28.9715 | R_2: -9.5848 | R_3: 178.5318 | R_4: 42.5184 | R_5: -0.0320 | R_6: 224.8719 | R_7: -21.2344 | R_8: 56.0078 | R_9: 92.2047 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6205 | S: 930750 | D: 6.2 s | Su: 0.4000 | BR: 0.8889 | ALOSS: -582.5140 | CLOSS: 850602.8740 | R_0: 376.7758 | R_1: 17.1173 | R_2: 181.9739 | R_3: 191.4779 | R_4: 43.8525 | R_5: -0.0284 | R_6: 135.0391 | R_7: 25.9596 | R_8: 165.7027 | R_9: 10.3482 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6206 | S: 930900 | D: 5.4 s | Su: 0.5000 | BR: 0.8898 | ALOSS: -604.3423 | CLOSS: 776027.4510 | R_0: 400.6806 | R_1: 50.0497 | R_2: 85.6735 | R_3: 113.8705 | R_4: 37.2666 | R_5: -0.0346 | R_6: 28.1429 | R_7: 0.3979 | R_8: 6.2000 | R_9: 199.5345 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6207 | S: 931050 | D: 5.2 s | Su: 0.4000 | BR: 0.8905 | ALOSS: -589.9549 | CLOSS: 797130.8087 | R_0: 417.4987 | R_1: 12.2254 | R_2: 31.0118 | R_3: 177.7426 | R_4: 43.6938 | R_5: -0.0348 | R_6: 223.8685 | R_7: 11.2090 | R_8: 161.1899 | R_9: 5.8556 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6208 | S: 931200 | D: 4.9 s | Su: 0.4000 | BR: 0.8880 | ALOSS: -593.6795 | CLOSS: 1032906.7609 | R_0: 406.9533 | R_1: 12.2226 | R_2: -0.7883 | R_3: 6.6312 | R_4: 96.4627 | R_5: -0.0373 | R_6: 188.4105 | R_7: 4.7545 | R_8: 210.9921 | R_9: 1.3620 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6209 | S: 931350 | D: 5.2 s | Su: 0.4000 | BR: 0.8845 | ALOSS: -608.5369 | CLOSS: 891102.3708 | R_0: 408.5832 | R_1: 20.0962 | R_2: 6.0446 | R_3: 162.1518 | R_4: 58.9708 | R_5: -0.0455 | R_6: 218.3173 | R_7: -24.8663 | R_8: 48.5071 | R_9: 197.0590 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6210 | S: 931500 | D: 5.1 s | Su: 0.4000 | BR: 0.8847 | ALOSS: -592.0638 | CLOSS: 417077.4466 | R_0: 407.6586 | R_1: -8.6656 | R_2: 97.4468 | R_3: 123.0291 | R_4: 63.7265 | R_5: -0.0632 | R_6: 211.9760 | R_7: 3.2564 | R_8: 3.8796 | R_9: 10.5537 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6211 | S: 931650 | D: 5.3 s | Su: 0.4000 | BR: 0.8852 | ALOSS: -602.9027 | CLOSS: 836252.8393 | R_0: 409.0104 | R_1: -12.0297 | R_2: 14.7090 | R_3: 185.4681 | R_4: 407.5657 | R_5: -0.0494 | R_6: 199.1178 | R_7: -16.8795 | R_8: 0.8228 | R_9: 1.2798 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6212 | S: 931800 | D: 5.5 s | Su: 0.3000 | BR: 0.8807 | ALOSS: -571.1988 | CLOSS: 820115.6502 | R_0: 406.4188 | R_1: 22.0139 | R_2: 195.5233 | R_3: 46.3365 | R_4: 40.6207 | R_5: -0.0474 | R_6: 185.9985 | R_7: -10.7381 | R_8: -0.0306 | R_9: -0.0286 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6213 | S: 931950 | D: 5.3 s | Su: 0.4000 | BR: 0.8858 | ALOSS: -592.7868 | CLOSS: 609560.1485 | R_0: 404.5198 | R_1: 84.4578 | R_2: 4.1305 | R_3: 195.7042 | R_4: 36.3902 | R_5: -0.0520 | R_6: 200.2009 | R_7: -8.5989 | R_8: 15.7004 | R_9: 158.3528 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6214 | S: 932100 | D: 5.8 s | Su: 0.4000 | BR: 0.8917 | ALOSS: -599.3997 | CLOSS: 586096.6258 | R_0: 408.3052 | R_1: 14.9568 | R_2: 3.0756 | R_3: 25.5459 | R_4: 34.5938 | R_5: -0.0642 | R_6: 232.0260 | R_7: -16.2862 | R_8: 209.8316 | R_9: 84.3029 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6215 | S: 932250 | D: 5.9 s | Su: 0.3000 | BR: 0.8882 | ALOSS: -611.7481 | CLOSS: 899097.4723 | R_0: 402.2207 | R_1: 7.1542 | R_2: 0.0941 | R_3: 5.1566 | R_4: 48.9382 | R_5: -0.0679 | R_6: 238.0857 | R_7: -10.2275 | R_8: 98.6717 | R_9: -0.1188 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6216 | S: 932400 | D: 5.5 s | Su: 0.3000 | BR: 0.8863 | ALOSS: -601.0450 | CLOSS: 657125.3255 | R_0: 404.5450 | R_1: -6.4124 | R_2: 0.9583 | R_3: 176.6763 | R_4: 9.9214 | R_5: -0.0642 | R_6: 229.3957 | R_7: -43.1606 | R_8: 20.6909 | R_9: 1.3209 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6217 | S: 932550 | D: 6.1 s | Su: 0.5000 | BR: 0.8868 | ALOSS: -593.6144 | CLOSS: 681109.5458 | R_0: 392.6898 | R_1: 5.0869 | R_2: 6.4744 | R_3: 172.3138 | R_4: 37.2071 | R_5: -0.0719 | R_6: 236.4729 | R_7: -10.3065 | R_8: 104.7924 | R_9: 127.5793 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6218 | S: 932700 | D: 5.9 s | Su: 0.7000 | BR: 0.8859 | ALOSS: -607.2021 | CLOSS: 1065132.5827 | R_0: 403.9145 | R_1: -9.2504 | R_2: 7.9096 | R_3: 30.1661 | R_4: 261.3576 | R_5: -0.0771 | R_6: 229.0935 | R_7: 10.7831 | R_8: 157.0594 | R_9: 113.2806 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6219 | S: 932850 | D: 5.7 s | Su: 0.4000 | BR: 0.8896 | ALOSS: -613.8071 | CLOSS: 796294.0631 | R_0: 398.0694 | R_1: -12.9473 | R_2: 0.8453 | R_3: 77.0045 | R_4: 62.4070 | R_5: -0.1061 | R_6: 184.6810 | R_7: -40.6586 | R_8: 3.6427 | R_9: 43.6631 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6220 | S: 933000 | D: 5.5 s | Su: 0.5000 | BR: 0.8844 | ALOSS: -616.7371 | CLOSS: 1001772.8745 | R_0: 394.1331 | R_1: -15.5941 | R_2: 46.7052 | R_3: 166.1753 | R_4: 48.1668 | R_5: -0.0670 | R_6: 217.1453 | R_7: -63.7356 | R_8: -0.0258 | R_9: 187.7652 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6221 | S: 933150 | D: 5.8 s | Su: 0.5000 | BR: 0.8845 | ALOSS: -611.3135 | CLOSS: 663344.8140 | R_0: 395.7020 | R_1: -15.8996 | R_2: 90.0398 | R_3: 34.3088 | R_4: 52.7818 | R_5: 18.2983 | R_6: 229.2824 | R_7: -16.4934 | R_8: 3.3441 | R_9: 175.3515 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6222 | S: 933300 | D: 5.9 s | Su: 0.3000 | BR: 0.8824 | ALOSS: -609.3883 | CLOSS: 975886.6611 | R_0: 429.3543 | R_1: -30.7679 | R_2: 28.7498 | R_3: 5.2567 | R_4: 316.6157 | R_5: -0.1138 | R_6: 240.9012 | R_7: -18.9760 | R_8: 6.6904 | R_9: 77.0572 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6223 | S: 933450 | D: 5.9 s | Su: 0.4000 | BR: 0.8848 | ALOSS: -600.9374 | CLOSS: 1439816.3913 | R_0: 385.1778 | R_1: -53.3425 | R_2: 1.4516 | R_3: 92.7099 | R_4: -0.0165 | R_5: -0.1133 | R_6: 230.6619 | R_7: -38.8400 | R_8: 32.7145 | R_9: 154.1660 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6224 | S: 933600 | D: 5.9 s | Su: 0.6000 | BR: 0.8906 | ALOSS: -607.4679 | CLOSS: 792559.9958 | R_0: 392.4774 | R_1: 48.3487 | R_2: 41.4398 | R_3: 165.6300 | R_4: 40.0444 | R_5: -0.1233 | R_6: 220.2564 | R_7: -81.2107 | R_8: 132.4388 | R_9: 41.8038 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 1.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6225 | S: 933750 | D: 5.6 s | Su: 0.5000 | BR: 0.8892 | ALOSS: -606.2330 | CLOSS: 766197.4061 | R_0: 390.4302 | R_1: -60.3150 | R_2: 0.2688 | R_3: 158.7041 | R_4: 46.1280 | R_5: -0.1361 | R_6: 238.1107 | R_7: -31.2261 | R_8: 50.2540 | R_9: 140.6185 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6226 | S: 933900 | D: 5.1 s | Su: 0.3000 | BR: 0.8891 | ALOSS: -608.2027 | CLOSS: 1393794.2224 | R_0: 384.0207 | R_1: -29.7658 | R_2: 10.1275 | R_3: 1.5430 | R_4: 49.4711 | R_5: -0.1653 | R_6: 206.8105 | R_7: -66.7754 | R_8: 2.4079 | R_9: 51.1767 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6227 | S: 934050 | D: 5.3 s | Su: 0.4000 | BR: 0.8844 | ALOSS: -625.6065 | CLOSS: 1327974.8873 | R_0: 385.9091 | R_1: 4.6933 | R_2: 5.7909 | R_3: 160.5886 | R_4: 52.3092 | R_5: -0.1587 | R_6: 231.4791 | R_7: -95.7971 | R_8: 0.0830 | R_9: 44.8162 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6228 | S: 934200 | D: 5.4 s | Su: 0.4000 | BR: 0.8940 | ALOSS: -611.1068 | CLOSS: 850456.4715 | R_0: 371.4334 | R_1: 55.1439 | R_2: 2.3517 | R_3: 192.4656 | R_4: 41.0881 | R_5: -0.1691 | R_6: 227.9707 | R_7: -67.4204 | R_8: 3.4031 | R_9: 90.0298 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6229 | S: 934350 | D: 5.4 s | Su: 0.5000 | BR: 0.8865 | ALOSS: -617.4168 | CLOSS: 916377.1483 | R_0: 386.9649 | R_1: 22.0237 | R_2: 3.1312 | R_3: 179.9578 | R_4: 12.1532 | R_5: -0.1635 | R_6: 221.2055 | R_7: -106.6426 | R_8: 98.3719 | R_9: 72.4705 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6230 | S: 934500 | D: 5.5 s | Su: 0.4000 | BR: 0.8873 | ALOSS: -617.6900 | CLOSS: 1048353.3625 | R_0: 389.5807 | R_1: 19.4170 | R_2: 8.3567 | R_3: 129.6730 | R_4: 312.0482 | R_5: -0.2018 | R_6: 222.1809 | R_7: 297.2647 | R_8: 15.1063 | R_9: -0.0221 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6231 | S: 934650 | D: 5.8 s | Su: 0.4000 | BR: 0.8872 | ALOSS: -619.0994 | CLOSS: 618821.4214 | R_0: 374.7566 | R_1: -4.8208 | R_2: -5.0200 | R_3: 6.9660 | R_4: 227.9117 | R_5: -0.2163 | R_6: 205.8993 | R_7: -15.5387 | R_8: 12.1545 | R_9: 126.4805 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6232 | S: 934800 | D: 5.4 s | Su: 0.3000 | BR: 0.8902 | ALOSS: -621.9579 | CLOSS: 729626.3471 | R_0: 398.8782 | R_1: -15.1810 | R_2: 1.3782 | R_3: 142.2945 | R_4: 29.8322 | R_5: -0.2312 | R_6: 223.1305 | R_7: -24.5311 | R_8: 4.1451 | R_9: 32.8144 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6233 | S: 934950 | D: 5.7 s | Su: 0.4000 | BR: 0.8837 | ALOSS: -621.2356 | CLOSS: 1159517.2211 | R_0: 389.6553 | R_1: 21.7869 | R_2: -7.0755 | R_3: 185.2097 | R_4: 41.4965 | R_5: -0.2542 | R_6: 219.5480 | R_7: -16.3403 | R_8: 42.8270 | R_9: 20.3496 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6234 | S: 935100 | D: 6.1 s | Su: 0.5000 | BR: 0.8913 | ALOSS: -619.7167 | CLOSS: 844301.1969 | R_0: 374.7575 | R_1: -23.3280 | R_2: -6.4060 | R_3: 179.6662 | R_4: 44.0633 | R_5: -0.1881 | R_6: 239.0138 | R_7: -9.1905 | R_8: 4.4212 | R_9: 141.2679 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6235 | S: 935250 | D: 5.5 s | Su: 0.4000 | BR: 0.8888 | ALOSS: -621.0340 | CLOSS: 844205.7490 | R_0: 357.7464 | R_1: -67.4252 | R_2: 6.1981 | R_3: 180.7585 | R_4: 383.3509 | R_5: -0.3064 | R_6: 220.4460 | R_7: 142.0163 | R_8: 29.6490 | R_9: 14.4985 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6236 | S: 935400 | D: 5.1 s | Su: 0.4000 | BR: 0.8858 | ALOSS: -624.0618 | CLOSS: 1281705.5944 | R_0: 386.1237 | R_1: -75.9465 | R_2: 3.1295 | R_3: 166.3531 | R_4: 33.2839 | R_5: -0.3309 | R_6: 237.0589 | R_7: 106.3338 | R_8: 32.8934 | R_9: 44.0560 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6237 | S: 935550 | D: 5.3 s | Su: 0.4000 | BR: 0.8878 | ALOSS: -617.6531 | CLOSS: 1059170.6422 | R_0: 391.2701 | R_1: -78.5889 | R_2: 67.5154 | R_3: 135.2015 | R_4: 30.5933 | R_5: -0.3860 | R_6: 222.9902 | R_7: -3.0903 | R_8: 175.4240 | R_9: 79.7964 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6238 | S: 935700 | D: 5.3 s | Su: 0.5000 | BR: 0.8896 | ALOSS: -635.2190 | CLOSS: 722600.4556 | R_0: 387.2348 | R_1: -84.2026 | R_2: 25.9947 | R_3: 100.5069 | R_4: 22.5736 | R_5: 64.6914 | R_6: 231.5053 | R_7: 111.2940 | R_8: 75.0148 | R_9: 142.3280 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6239 | S: 935850 | D: 5.6 s | Su: 0.4000 | BR: 0.8925 | ALOSS: -640.5329 | CLOSS: 1165606.1529 | R_0: 383.6067 | R_1: -90.4032 | R_2: 18.3342 | R_3: 169.4375 | R_4: 263.9810 | R_5: -0.3352 | R_6: 147.3931 | R_7: -7.4751 | R_8: 96.4656 | R_9: 29.8796 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 0.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6240 | S: 936000 | D: 5.4 s | Su: 0.6000 | BR: 0.8916 | ALOSS: -632.0021 | CLOSS: 1369848.6050 | R_0: 389.9918 | R_1: -99.9518 | R_2: 52.8224 | R_3: 100.8604 | R_4: 115.6217 | R_5: -0.3721 | R_6: 218.3387 | R_7: -8.6407 | R_8: 192.1165 | R_9: 139.3697 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6241 | S: 936150 | D: 5.2 s | Su: 0.4000 | BR: 0.8907 | ALOSS: -642.8647 | CLOSS: 878627.2546 | R_0: 380.6717 | R_1: -102.5465 | R_2: 98.0835 | R_3: 165.1189 | R_4: 35.3836 | R_5: -0.3677 | R_6: 202.7694 | R_7: -11.3957 | R_8: 15.0360 | R_9: 136.6672 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6242 | S: 936300 | D: 5.3 s | Su: 0.4000 | BR: 0.8878 | ALOSS: -626.9028 | CLOSS: 1268288.8579 | R_0: 389.2351 | R_1: -0.2995 | R_2: 27.5501 | R_3: 131.8778 | R_4: 2.5633 | R_5: -0.4240 | R_6: 216.2488 | R_7: 64.8238 | R_8: 13.8351 | R_9: 177.7396 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6243 | S: 936450 | D: 5.3 s | Su: 0.5000 | BR: 0.8913 | ALOSS: -639.4379 | CLOSS: 1369845.4539 | R_0: 381.3917 | R_1: -56.8095 | R_2: -9.4928 | R_3: 107.8488 | R_4: 200.3754 | R_5: -0.5489 | R_6: 190.4572 | R_7: -11.0110 | R_8: 51.1480 | R_9: 175.0633 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6244 | S: 936600 | D: 5.7 s | Su: 0.5000 | BR: 0.8844 | ALOSS: -639.1249 | CLOSS: 1143849.9182 | R_0: 390.2686 | R_1: 21.7837 | R_2: 30.5406 | R_3: 74.8760 | R_4: 145.0114 | R_5: -0.6276 | R_6: 200.0589 | R_7: 69.3797 | R_8: 54.4780 | R_9: 3.5041 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6245 | S: 936750 | D: 5.9 s | Su: 0.6000 | BR: 0.8913 | ALOSS: -637.4691 | CLOSS: 1245614.3833 | R_0: 394.0597 | R_1: 28.9545 | R_2: -3.6234 | R_3: 162.7101 | R_4: 67.2830 | R_5: -0.6298 | R_6: 208.6314 | R_7: -8.5175 | R_8: 3.3837 | R_9: 146.7382 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6246 | S: 936900 | D: 5.7 s | Su: 0.3000 | BR: 0.8899 | ALOSS: -643.8933 | CLOSS: 957267.1777 | R_0: 379.7792 | R_1: 107.8089 | R_2: 8.9647 | R_3: 179.6356 | R_4: 20.9098 | R_5: -0.7165 | R_6: 233.0104 | R_7: -6.9462 | R_8: 80.7912 | R_9: 6.3984 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6247 | S: 937050 | D: 5.3 s | Su: 0.6000 | BR: 0.8930 | ALOSS: -642.0263 | CLOSS: 879685.8784 | R_0: 394.4048 | R_1: 43.8268 | R_2: 3.1906 | R_3: 110.3125 | R_4: 97.9392 | R_5: -0.7532 | R_6: 212.3353 | R_7: 144.2873 | R_8: 1.3632 | R_9: 49.5779 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6248 | S: 937200 | D: 5.0 s | Su: 0.4000 | BR: 0.8868 | ALOSS: -652.1000 | CLOSS: 811673.2033 | R_0: 393.1444 | R_1: 1.6039 | R_2: -13.2137 | R_3: 131.1344 | R_4: 34.7004 | R_5: -0.7319 | R_6: 237.4376 | R_7: -9.9917 | R_8: 110.3333 | R_9: 0.3405 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6249 | S: 937350 | D: 5.9 s | Su: 0.4000 | BR: 0.8941 | ALOSS: -631.7027 | CLOSS: 1603400.2361 | R_0: 382.0993 | R_1: 32.0282 | R_2: -13.7600 | R_3: 114.9391 | R_4: 23.2778 | R_5: -0.9029 | R_6: 228.6506 | R_7: -10.2349 | R_8: 28.7613 | R_9: 30.7352 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6250 | S: 937500 | D: 5.3 s | Su: 0.5000 | BR: 0.8903 | ALOSS: -650.7987 | CLOSS: 842930.6239 | R_0: 395.7008 | R_1: -9.0951 | R_2: 124.8560 | R_3: 51.0892 | R_4: 139.3187 | R_5: -0.9857 | R_6: 168.0763 | R_7: -9.5279 | R_8: 7.6915 | R_9: 3.5599 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6251 | S: 937650 | D: 5.3 s | Su: 0.5000 | BR: 0.8925 | ALOSS: -649.7073 | CLOSS: 993870.2016 | R_0: 386.5234 | R_1: 13.2654 | R_2: 143.5831 | R_3: 32.7085 | R_4: 183.3890 | R_5: -1.0425 | R_6: 220.3584 | R_7: 79.5231 | R_8: 53.6977 | R_9: 167.1314 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6252 | S: 937800 | D: 5.7 s | Su: 0.3000 | BR: 0.8942 | ALOSS: -654.8891 | CLOSS: 1844727.3040 | R_0: 370.9701 | R_1: 23.7405 | R_2: 9.8662 | R_3: 152.5344 | R_4: 29.9056 | R_5: -1.0689 | R_6: 232.8699 | R_7: -10.5542 | R_8: 143.8288 | R_9: 69.3891 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6253 | S: 937950 | D: 5.6 s | Su: 0.4000 | BR: 0.8957 | ALOSS: -667.2738 | CLOSS: 1132058.2222 | R_0: 384.6645 | R_1: 17.8788 | R_2: 151.9269 | R_3: 47.1550 | R_4: 22.9046 | R_5: -1.1691 | R_6: 250.4619 | R_7: -11.3715 | R_8: -0.1694 | R_9: 3.7017 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6254 | S: 938100 | D: 5.3 s | Su: 0.4000 | BR: 0.8977 | ALOSS: -664.9108 | CLOSS: 1297273.3469 | R_0: 365.5558 | R_1: 22.2797 | R_2: -10.5518 | R_3: 88.9335 | R_4: 38.7760 | R_5: -1.2594 | R_6: 235.5307 | R_7: -10.5574 | R_8: 147.3842 | R_9: 146.7597 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6255 | S: 938250 | D: 5.8 s | Su: 0.5000 | BR: 0.8906 | ALOSS: -650.8364 | CLOSS: 407899.1944 | R_0: 383.0034 | R_1: 30.8758 | R_2: 49.6385 | R_3: 58.2166 | R_4: 245.5263 | R_5: -1.2794 | R_6: 198.0757 | R_7: -13.9314 | R_8: 78.8732 | R_9: 97.0992 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6256 | S: 938400 | D: 5.5 s | Su: 0.5000 | BR: 0.8925 | ALOSS: -662.9239 | CLOSS: 923649.6150 | R_0: 377.2358 | R_1: 135.9676 | R_2: -11.0422 | R_3: 189.7517 | R_4: 125.3574 | R_5: -1.4656 | R_6: 165.8741 | R_7: 110.1199 | R_8: 318.4648 | R_9: 21.2276 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6257 | S: 938550 | D: 5.2 s | Su: 0.5000 | BR: 0.8960 | ALOSS: -638.8702 | CLOSS: 555185.4272 | R_0: 376.2014 | R_1: 72.1463 | R_2: 35.8681 | R_3: 62.0821 | R_4: 32.6642 | R_5: -1.5843 | R_6: 235.5546 | R_7: -11.3821 | R_8: 23.6276 | R_9: 150.1550 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6258 | S: 938700 | D: 5.3 s | Su: 0.5000 | BR: 0.8897 | ALOSS: -660.7977 | CLOSS: 790075.2593 | R_0: 403.7793 | R_1: 123.4115 | R_2: 6.4626 | R_3: 192.6837 | R_4: 4.8322 | R_5: -1.6960 | R_6: 225.9091 | R_7: -7.4336 | R_8: 103.5640 | R_9: 171.1541 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6259 | S: 938850 | D: 5.2 s | Su: 0.6000 | BR: 0.8912 | ALOSS: -650.7665 | CLOSS: 800357.6946 | R_0: 366.4934 | R_1: 14.3891 | R_2: -8.2709 | R_3: 114.2164 | R_4: 37.7272 | R_5: -1.8095 | R_6: 235.8215 | R_7: 156.2184 | R_8: 185.9709 | R_9: 208.1400 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6260 | S: 939000 | D: 5.7 s | Su: 0.6000 | BR: 0.8902 | ALOSS: -676.0476 | CLOSS: 885221.0529 | R_0: 365.9670 | R_1: 72.0692 | R_2: 101.0426 | R_3: 3.8083 | R_4: 184.5753 | R_5: -1.9207 | R_6: 215.2636 | R_7: -9.6099 | R_8: 119.0086 | R_9: 118.7211 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6261 | S: 939150 | D: 5.5 s | Su: 0.5000 | BR: 0.8917 | ALOSS: -665.9346 | CLOSS: 896571.6151 | R_0: 378.8337 | R_1: 8.0354 | R_2: -16.3322 | R_3: 132.4970 | R_4: 40.7342 | R_5: -1.9723 | R_6: 166.8344 | R_7: -10.2606 | R_8: 86.8131 | R_9: 130.3724 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6262 | S: 939300 | D: 5.5 s | Su: 0.5000 | BR: 0.8917 | ALOSS: -668.6361 | CLOSS: 1703583.6149 | R_0: 355.1888 | R_1: 19.7370 | R_2: 3.9496 | R_3: 95.7849 | R_4: 148.3147 | R_5: -2.2784 | R_6: 223.8307 | R_7: 118.1284 | R_8: 82.7713 | R_9: 52.0446 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6263 | S: 939450 | D: 5.4 s | Su: 0.4000 | BR: 0.8924 | ALOSS: -678.1087 | CLOSS: 1892766.0548 | R_0: 376.5301 | R_1: 29.8313 | R_2: 6.5025 | R_3: 130.1149 | R_4: 29.6534 | R_5: -2.1616 | R_6: 198.0940 | R_7: -2.1922 | R_8: 50.6105 | R_9: 158.5146 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6264 | S: 939600 | D: 5.4 s | Su: 0.5000 | BR: 0.8903 | ALOSS: -665.1570 | CLOSS: 824124.0214 | R_0: 381.2432 | R_1: 42.3281 | R_2: 145.6143 | R_3: 190.4476 | R_4: 176.8655 | R_5: -2.3653 | R_6: 191.5455 | R_7: 92.8251 | R_8: 4.5624 | R_9: 151.6851 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6265 | S: 939750 | D: 5.5 s | Su: 0.4000 | BR: 0.8986 | ALOSS: -682.7952 | CLOSS: 1427804.0500 | R_0: 378.9663 | R_1: 14.4338 | R_2: -20.2966 | R_3: 160.7700 | R_4: 26.6861 | R_5: -2.4707 | R_6: 234.5307 | R_7: 111.7763 | R_8: 140.3713 | R_9: 47.4638 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6266 | S: 939900 | D: 5.8 s | Su: 0.2000 | BR: 0.8913 | ALOSS: -677.7790 | CLOSS: 833997.4839 | R_0: 368.0099 | R_1: 15.0250 | R_2: 120.0728 | R_3: 2.3943 | R_4: 36.2805 | R_5: -3.0391 | R_6: 179.8153 | R_7: -7.7098 | R_8: 38.3570 | R_9: 78.4429 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6267 | S: 940050 | D: 5.4 s | Su: 0.3000 | BR: 0.8965 | ALOSS: -684.3739 | CLOSS: 1746879.7374 | R_0: 372.9916 | R_1: 33.1096 | R_2: -21.4761 | R_3: 142.6435 | R_4: 32.4084 | R_5: -3.0257 | R_6: 231.1064 | R_7: 89.6069 | R_8: 9.0698 | R_9: 1.6752 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6268 | S: 940200 | D: 5.6 s | Su: 0.4000 | BR: 0.8870 | ALOSS: -678.1550 | CLOSS: 1789900.3223 | R_0: 368.4999 | R_1: 14.9189 | R_2: 35.4971 | R_3: 14.7393 | R_4: 143.5701 | R_5: -3.2770 | R_6: 241.4595 | R_7: 113.7172 | R_8: 9.0260 | R_9: 7.4576 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6269 | S: 940350 | D: 5.5 s | Su: 0.2000 | BR: 0.8921 | ALOSS: -700.1712 | CLOSS: 1549508.1578 | R_0: 370.9410 | R_1: 30.8590 | R_2: 38.1606 | R_3: 0.5333 | R_4: 20.5362 | R_5: -3.9804 | R_6: 241.5223 | R_7: 102.4424 | R_8: 55.6796 | R_9: 6.9773 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6270 | S: 940500 | D: 5.5 s | Su: 0.6000 | BR: 0.8901 | ALOSS: -706.9837 | CLOSS: 1281625.6318 | R_0: 381.7301 | R_1: 61.7493 | R_2: -3.6590 | R_3: 131.1201 | R_4: 313.9455 | R_5: -4.0498 | R_6: 218.6761 | R_7: 83.8039 | R_8: 50.7737 | R_9: 10.3466 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6271 | S: 940650 | D: 5.6 s | Su: 0.4000 | BR: 0.8892 | ALOSS: -688.5786 | CLOSS: 1036349.3667 | R_0: 375.1179 | R_1: 30.1291 | R_2: 39.3287 | R_3: 83.2833 | R_4: 26.4961 | R_5: -4.2791 | R_6: 138.1094 | R_7: 81.5154 | R_8: 164.8412 | R_9: 0.5477 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6272 | S: 940800 | D: 5.5 s | Su: 0.4000 | BR: 0.8898 | ALOSS: -693.2707 | CLOSS: 1341821.7997 | R_0: 383.0769 | R_1: 24.2955 | R_2: 240.8146 | R_3: 6.5583 | R_4: 25.9832 | R_5: -4.3527 | R_6: 197.0247 | R_7: 85.1821 | R_8: 179.6462 | R_9: 5.2265 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6273 | S: 940950 | D: 5.7 s | Su: 0.6000 | BR: 0.8844 | ALOSS: -701.1645 | CLOSS: 1979307.4204 | R_0: 373.6996 | R_1: 26.6988 | R_2: 47.8699 | R_3: 139.2475 | R_4: 231.6982 | R_5: -4.8516 | R_6: 225.8552 | R_7: 77.9826 | R_8: 9.2730 | R_9: 200.6169 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6274 | S: 941100 | D: 5.6 s | Su: 0.5000 | BR: 0.8872 | ALOSS: -688.0493 | CLOSS: 2292194.8610 | R_0: 362.8626 | R_1: 26.9453 | R_2: 46.1568 | R_3: 115.2041 | R_4: 34.7841 | R_5: -5.4679 | R_6: 215.9802 | R_7: 74.3766 | R_8: 66.4043 | R_9: 70.1557 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6275 | S: 941250 | D: 5.3 s | Su: 0.5000 | BR: 0.8898 | ALOSS: -701.3834 | CLOSS: 876780.2086 | R_0: 388.3282 | R_1: 9.8585 | R_2: 224.8881 | R_3: 174.6538 | R_4: 65.3574 | R_5: -5.4669 | R_6: 203.8033 | R_7: 56.4681 | R_8: -0.0558 | R_9: 0.3206 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6276 | S: 941400 | D: 5.5 s | Su: 0.4000 | BR: 0.8901 | ALOSS: -711.7134 | CLOSS: 1432986.1548 | R_0: 354.5514 | R_1: 42.9911 | R_2: 44.0008 | R_3: 138.9980 | R_4: 254.4233 | R_5: -6.4552 | R_6: 221.9875 | R_7: 71.1658 | R_8: 101.1943 | R_9: 17.7599 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6277 | S: 941550 | D: 5.4 s | Su: 0.4000 | BR: 0.8908 | ALOSS: -700.0735 | CLOSS: 2239886.0662 | R_0: 393.4442 | R_1: 19.2640 | R_2: 52.0960 | R_3: 151.2330 | R_4: 28.2411 | R_5: -5.7161 | R_6: 172.6261 | R_7: 60.6934 | R_8: 27.7045 | R_9: 5.4229 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6278 | S: 941700 | D: 5.2 s | Su: 0.4000 | BR: 0.8879 | ALOSS: -712.5066 | CLOSS: 781065.0931 | R_0: 393.6104 | R_1: -32.9244 | R_2: 103.4709 | R_3: 162.9137 | R_4: 23.9766 | R_5: -6.6289 | R_6: 141.9374 | R_7: 58.9386 | R_8: 49.5972 | R_9: 10.3483 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6279 | S: 941850 | D: 5.1 s | Su: 0.5000 | BR: 0.8818 | ALOSS: -725.2346 | CLOSS: 1011766.5890 | R_0: 382.9980 | R_1: 10.3974 | R_2: 22.7932 | R_3: 145.1979 | R_4: 29.6447 | R_5: -6.6899 | R_6: 229.3047 | R_7: 70.2092 | R_8: 198.6011 | R_9: 105.6887 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6280 | S: 942000 | D: 5.2 s | Su: 0.4000 | BR: 0.8847 | ALOSS: -721.2875 | CLOSS: 1558553.9422 | R_0: 382.5556 | R_1: 18.2846 | R_2: 5.2970 | R_3: 82.2710 | R_4: 29.7303 | R_5: 67.4342 | R_6: 231.7603 | R_7: 64.8982 | R_8: 67.6281 | R_9: 18.4063 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6281 | S: 942150 | D: 5.6 s | Su: 0.4000 | BR: 0.8855 | ALOSS: -728.6286 | CLOSS: 1408917.4336 | R_0: 389.3088 | R_1: 14.4308 | R_2: 138.9878 | R_3: 94.4132 | R_4: 13.5990 | R_5: -0.1595 | R_6: 204.2483 | R_7: 61.2891 | R_8: 124.6340 | R_9: 203.9968 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6282 | S: 942300 | D: 5.5 s | Su: 0.3000 | BR: 0.8833 | ALOSS: -712.1798 | CLOSS: 1603109.3052 | R_0: 377.0497 | R_1: 25.9650 | R_2: 10.9998 | R_3: 80.5915 | R_4: 32.3341 | R_5: -0.1794 | R_6: 149.7381 | R_7: -8.9220 | R_8: 93.4219 | R_9: 14.9305 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6283 | S: 942450 | D: 5.5 s | Su: 0.3000 | BR: 0.8864 | ALOSS: -735.2696 | CLOSS: 1172945.3642 | R_0: 400.2928 | R_1: 34.0922 | R_2: 162.5654 | R_3: 4.4430 | R_4: 46.3374 | R_5: -0.1560 | R_6: 215.7001 | R_7: -8.7761 | R_8: 14.3069 | R_9: 47.9064 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6284 | S: 942600 | D: 5.2 s | Su: 0.4000 | BR: 0.8847 | ALOSS: -731.5813 | CLOSS: 826284.1054 | R_0: 364.7795 | R_1: 22.9889 | R_2: 86.3214 | R_3: 67.7379 | R_4: 70.0362 | R_5: -0.1683 | R_6: 194.0688 | R_7: -8.8025 | R_8: 32.6387 | R_9: 76.3542 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6285 | S: 942750 | D: 5.8 s | Su: 0.3000 | BR: 0.8868 | ALOSS: -710.4878 | CLOSS: 2142913.1717 | R_0: 389.0975 | R_1: 38.2379 | R_2: 45.7159 | R_3: 198.3068 | R_4: 47.3407 | R_5: -0.2373 | R_6: 158.6804 | R_7: -17.9517 | R_8: 39.5297 | R_9: 104.7527 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6286 | S: 942900 | D: 6.0 s | Su: 0.5000 | BR: 0.8834 | ALOSS: -735.2888 | CLOSS: 1657277.6301 | R_0: 339.0851 | R_1: 26.5269 | R_2: 61.7089 | R_3: 141.5770 | R_4: 384.2107 | R_5: -0.2331 | R_6: 214.9606 | R_7: -10.3403 | R_8: 110.2793 | R_9: 60.8878 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6287 | S: 943050 | D: 6.0 s | Su: 0.3000 | BR: 0.8849 | ALOSS: -728.9371 | CLOSS: 2596576.6262 | R_0: 386.7422 | R_1: 4.1344 | R_2: 102.7215 | R_3: 132.2434 | R_4: 32.7186 | R_5: 2.7372 | R_6: 200.2895 | R_7: 81.7868 | R_8: 27.8070 | R_9: 3.3096 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6288 | S: 943200 | D: 6.1 s | Su: 0.5000 | BR: 0.8826 | ALOSS: -732.7301 | CLOSS: 1724079.7183 | R_0: 368.3628 | R_1: 16.1017 | R_2: -6.5491 | R_3: 181.2847 | R_4: 3.0776 | R_5: -0.3006 | R_6: 203.4310 | R_7: -10.1513 | R_8: 30.4107 | R_9: 265.7730 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6289 | S: 943350 | D: 6.0 s | Su: 0.4000 | BR: 0.8790 | ALOSS: -739.6633 | CLOSS: 1980661.7165 | R_0: 378.3289 | R_1: 16.6503 | R_2: 50.2317 | R_3: 159.3848 | R_4: 37.7211 | R_5: 306.7088 | R_6: 222.8494 | R_7: 71.5418 | R_8: 108.8277 | R_9: 29.8647 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6290 | S: 943500 | D: 5.9 s | Su: 0.4000 | BR: 0.8829 | ALOSS: -723.8951 | CLOSS: 1259391.6192 | R_0: 404.4242 | R_1: 18.6348 | R_2: -1.9603 | R_3: 128.5986 | R_4: 37.5626 | R_5: -0.0502 | R_6: 182.2525 | R_7: -13.4954 | R_8: 33.0671 | R_9: 114.4240 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6291 | S: 943650 | D: 5.9 s | Su: 0.3000 | BR: 0.8830 | ALOSS: -733.9193 | CLOSS: 1311879.9536 | R_0: 400.4976 | R_1: 135.1279 | R_2: -10.2246 | R_3: 100.9708 | R_4: 35.9384 | R_5: -0.0486 | R_6: 218.1772 | R_7: -14.1811 | R_8: 44.8936 | R_9: 80.2093 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6292 | S: 943800 | D: 5.8 s | Su: 0.5000 | BR: 0.8820 | ALOSS: -722.8644 | CLOSS: 2611227.3854 | R_0: 354.8193 | R_1: 7.1639 | R_2: 87.9005 | R_3: 74.0900 | R_4: 151.7948 | R_5: -0.0486 | R_6: 214.8024 | R_7: 99.9605 | R_8: 125.5043 | R_9: 154.8420 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6293 | S: 943950 | D: 5.6 s | Su: 0.5000 | BR: 0.8785 | ALOSS: -718.1173 | CLOSS: 1887672.3718 | R_0: 374.1278 | R_1: 10.0631 | R_2: 208.9864 | R_3: 17.2119 | R_4: 141.2051 | R_5: -0.0564 | R_6: 231.0121 | R_7: 97.2310 | R_8: 225.9170 | R_9: 2.4696 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6294 | S: 944100 | D: 5.5 s | Su: 0.3000 | BR: 0.8838 | ALOSS: -732.2596 | CLOSS: 1123541.2701 | R_0: 373.5906 | R_1: 8.6119 | R_2: 62.6808 | R_3: 82.2702 | R_4: 17.9343 | R_5: -0.0654 | R_6: 221.1433 | R_7: -9.5451 | R_8: 47.6228 | R_9: 7.6051 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6295 | S: 944250 | D: 5.5 s | Su: 0.4000 | BR: 0.8804 | ALOSS: -740.9069 | CLOSS: 1879295.6961 | R_0: 388.1003 | R_1: 27.4322 | R_2: 3.9187 | R_3: 164.2664 | R_4: 34.0749 | R_5: -0.0685 | R_6: 235.8605 | R_7: 77.2750 | R_8: 55.9003 | R_9: 25.3445 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6296 | S: 944400 | D: 6.2 s | Su: 0.5000 | BR: 0.8730 | ALOSS: -754.9583 | CLOSS: 2239403.3525 | R_0: 401.3511 | R_1: 7.2815 | R_2: 4.1456 | R_3: 152.8769 | R_4: 288.1546 | R_5: 18.0057 | R_6: 212.6159 | R_7: 78.1401 | R_8: 129.6452 | R_9: 2.0685 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 1.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6297 | S: 944550 | D: 6.0 s | Su: 0.3000 | BR: 0.8758 | ALOSS: -777.4928 | CLOSS: 1984885.2301 | R_0: 365.2040 | R_1: 36.9315 | R_2: 119.5265 | R_3: 68.3208 | R_4: 33.6629 | R_5: -0.0665 | R_6: 180.4518 | R_7: -11.1227 | R_8: 5.7672 | R_9: 71.3618 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6298 | S: 944700 | D: 6.0 s | Su: 0.4000 | BR: 0.8768 | ALOSS: -764.0950 | CLOSS: 1759697.3013 | R_0: 377.0379 | R_1: 28.6919 | R_2: 179.2408 | R_3: 168.5970 | R_4: 26.2318 | R_5: -0.0817 | R_6: 219.7825 | R_7: -10.2930 | R_8: 5.3033 | R_9: 125.4739 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6299 | S: 944850 | D: 6.0 s | Su: 0.4000 | BR: 0.8828 | ALOSS: -755.9640 | CLOSS: 1869500.0880 | R_0: 389.7322 | R_1: 21.1912 | R_2: 237.9496 | R_3: 100.7891 | R_4: 32.8337 | R_5: -0.0793 | R_6: 230.9387 | R_7: -7.6145 | R_8: 167.6694 | R_9: 76.5096 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6300 | S: 945000 | D: 6.0 s | Su: 0.5000 | BR: 0.8803 | ALOSS: -758.8795 | CLOSS: 1481105.4670 | R_0: 385.4996 | R_1: 5.8006 | R_2: -9.2654 | R_3: 21.7653 | R_4: 9.6259 | R_5: -0.0841 | R_6: 226.4124 | R_7: -12.3191 | R_8: 218.5424 | R_9: 116.3068 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6301 | S: 945150 | D: 6.2 s | Su: 0.4000 | BR: 0.8766 | ALOSS: -788.8638 | CLOSS: 1940513.0331 | R_0: 350.8462 | R_1: -5.5825 | R_2: 169.7785 | R_3: 64.2359 | R_4: 258.6474 | R_5: -0.0944 | R_6: 216.0452 | R_7: 120.1613 | R_8: 113.5475 | R_9: 126.4924 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6302 | S: 945300 | D: 6.0 s | Su: 0.3000 | BR: 0.8806 | ALOSS: -794.6951 | CLOSS: 2275142.4652 | R_0: 387.0925 | R_1: 38.1208 | R_2: 25.9877 | R_3: 0.0775 | R_4: 39.7273 | R_5: -0.0966 | R_6: 204.9803 | R_7: 91.2925 | R_8: 123.7628 | R_9: 23.6380 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6303 | S: 945450 | D: 5.9 s | Su: 0.3000 | BR: 0.8774 | ALOSS: -777.4887 | CLOSS: 2753739.2656 | R_0: 309.0486 | R_1: 12.1923 | R_2: 157.3327 | R_3: 16.4216 | R_4: 31.5648 | R_5: -0.1063 | R_6: 229.0702 | R_7: 315.0312 | R_8: 2.5991 | R_9: 208.4947 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6304 | S: 945600 | D: 6.1 s | Su: 0.3000 | BR: 0.8784 | ALOSS: -800.3293 | CLOSS: 2363225.1753 | R_0: 364.8298 | R_1: 60.2350 | R_2: -0.9906 | R_3: 4.5654 | R_4: 4.4488 | R_5: -0.1163 | R_6: 225.2842 | R_7: 61.7685 | R_8: 88.6461 | R_9: 122.9245 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6305 | S: 945750 | D: 5.9 s | Su: 0.4000 | BR: 0.8782 | ALOSS: -800.2443 | CLOSS: 2482927.0187 | R_0: 375.1972 | R_1: 45.2734 | R_2: -14.4083 | R_3: 150.4932 | R_4: 1.7426 | R_5: -0.1290 | R_6: 218.2853 | R_7: 156.1491 | R_8: 85.6238 | R_9: 136.3021 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6306 | S: 945900 | D: 6.1 s | Su: 0.3000 | BR: 0.8759 | ALOSS: -779.8505 | CLOSS: 2562960.1372 | R_0: 342.8176 | R_1: 9.3586 | R_2: 15.5155 | R_3: 86.5797 | R_4: 35.1995 | R_5: -0.1433 | R_6: 234.9024 | R_7: 73.1572 | R_8: 6.9113 | R_9: 85.6927 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6307 | S: 946050 | D: 6.0 s | Su: 0.3000 | BR: 0.8776 | ALOSS: -806.9961 | CLOSS: 2742232.3975 | R_0: 328.9880 | R_1: -9.3039 | R_2: 148.3143 | R_3: 178.0676 | R_4: 54.3321 | R_5: -0.1493 | R_6: 213.8399 | R_7: -9.5819 | R_8: 1.3831 | R_9: 112.9363 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6308 | S: 946200 | D: 5.8 s | Su: 0.3000 | BR: 0.8760 | ALOSS: -816.2346 | CLOSS: 1593686.3861 | R_0: 365.2758 | R_1: -23.8876 | R_2: 28.4717 | R_3: 63.2659 | R_4: 59.3242 | R_5: -0.1510 | R_6: 239.1817 | R_7: 103.4371 | R_8: -0.0502 | R_9: 4.8987 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6309 | S: 946350 | D: 5.7 s | Su: 0.3000 | BR: 0.8711 | ALOSS: -799.3852 | CLOSS: 1757241.4319 | R_0: 361.1646 | R_1: -35.2896 | R_2: 76.7865 | R_3: 170.6377 | R_4: 27.4891 | R_5: -0.1684 | R_6: 205.5862 | R_7: 4.0145 | R_8: 118.9815 | R_9: 37.3252 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6310 | S: 946500 | D: 6.2 s | Su: 0.4000 | BR: 0.8716 | ALOSS: -780.2287 | CLOSS: 2103285.2364 | R_0: 335.4543 | R_1: 18.1811 | R_2: 22.5105 | R_3: 59.6322 | R_4: 40.0338 | R_5: -0.1757 | R_6: 218.5145 | R_7: -1.6876 | R_8: 3.7029 | R_9: 187.5746 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6311 | S: 946650 | D: 6.1 s | Su: 0.3000 | BR: 0.8699 | ALOSS: -794.9993 | CLOSS: 1536320.6533 | R_0: 354.0948 | R_1: -18.7442 | R_2: 174.3958 | R_3: 172.7112 | R_4: 62.8215 | R_5: -0.1804 | R_6: 230.8469 | R_7: -11.8194 | R_8: 58.6194 | R_9: 118.6909 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6312 | S: 946800 | D: 5.9 s | Su: 0.3000 | BR: 0.8733 | ALOSS: -813.9521 | CLOSS: 2664578.7401 | R_0: 384.9055 | R_1: -11.7379 | R_2: 16.0932 | R_3: 76.2249 | R_4: 73.2998 | R_5: -0.1960 | R_6: 226.8095 | R_7: -1.6385 | R_8: 101.1780 | R_9: 102.2691 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6313 | S: 946950 | D: 5.9 s | Su: 0.3000 | BR: 0.8723 | ALOSS: -814.1306 | CLOSS: 1550772.6627 | R_0: 346.3756 | R_1: -10.5185 | R_2: -9.9879 | R_3: 179.0361 | R_4: 80.5060 | R_5: -0.2089 | R_6: 136.2761 | R_7: -2.5399 | R_8: 100.7338 | R_9: 95.0085 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6314 | S: 947100 | D: 6.0 s | Su: 0.4000 | BR: 0.8774 | ALOSS: -821.0172 | CLOSS: 2147459.9848 | R_0: 332.7572 | R_1: 13.4038 | R_2: -66.0829 | R_3: 112.3022 | R_4: 44.5868 | R_5: -0.2268 | R_6: 223.2755 | R_7: -13.6385 | R_8: 168.3817 | R_9: 122.5812 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6315 | S: 947250 | D: 5.8 s | Su: 0.4000 | BR: 0.8738 | ALOSS: -798.2813 | CLOSS: 2097075.5615 | R_0: 339.7309 | R_1: -6.2662 | R_2: 190.7594 | R_3: 88.3626 | R_4: 25.5528 | R_5: -0.2560 | R_6: 231.0535 | R_7: -1.2177 | R_8: 64.0025 | R_9: 189.4328 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6316 | S: 947400 | D: 6.1 s | Su: 0.3000 | BR: 0.8697 | ALOSS: -802.4439 | CLOSS: 1980976.6989 | R_0: 363.1321 | R_1: 10.2917 | R_2: -66.8299 | R_3: 61.2003 | R_4: 12.2607 | R_5: -0.2689 | R_6: 184.3340 | R_7: -1.5623 | R_8: 99.2272 | R_9: 3.8726 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6317 | S: 947550 | D: 5.9 s | Su: 0.2000 | BR: 0.8764 | ALOSS: -846.8013 | CLOSS: 1774140.3350 | R_0: 354.8846 | R_1: 4.7819 | R_2: 55.2900 | R_3: 4.8953 | R_4: 33.9309 | R_5: -0.2941 | R_6: 213.7764 | R_7: -3.4150 | R_8: 153.8385 | R_9: 12.4797 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6318 | S: 947700 | D: 5.0 s | Su: 0.2000 | BR: 0.8707 | ALOSS: -832.6598 | CLOSS: 2023476.4428 | R_0: 353.6125 | R_1: -61.3090 | R_2: 108.9789 | R_3: 0.7482 | R_4: 51.9775 | R_5: -0.3249 | R_6: 184.3892 | R_7: -2.1296 | R_8: 33.7749 | R_9: 45.3119 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6319 | S: 947850 | D: 5.3 s | Su: 0.3000 | BR: 0.8730 | ALOSS: -826.6872 | CLOSS: 1728527.2863 | R_0: 328.8440 | R_1: 16.9762 | R_2: 169.0179 | R_3: 129.9691 | R_4: -0.1889 | R_5: -0.3648 | R_6: 226.3475 | R_7: -2.3405 | R_8: -0.3621 | R_9: 24.7599 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6320 | S: 948000 | D: 5.2 s | Su: 0.4000 | BR: 0.8662 | ALOSS: -852.4075 | CLOSS: 2074425.9684 | R_0: 359.8751 | R_1: 12.6164 | R_2: 15.1395 | R_3: 51.1463 | R_4: 76.1213 | R_5: -0.3713 | R_6: 220.4022 | R_7: -2.2641 | R_8: 115.8357 | R_9: 187.5604 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6321 | S: 948150 | D: 6.0 s | Su: 0.5000 | BR: 0.8657 | ALOSS: -834.0910 | CLOSS: 898583.0860 | R_0: 333.8426 | R_1: -44.9991 | R_2: 20.5841 | R_3: 80.8320 | R_4: 252.4687 | R_5: -0.3706 | R_6: 226.4056 | R_7: -3.6258 | R_8: 3.3350 | R_9: 177.0441 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6322 | S: 948300 | D: 5.8 s | Su: 0.4000 | BR: 0.8709 | ALOSS: -887.9324 | CLOSS: 1332381.1261 | R_0: 349.8997 | R_1: 19.3842 | R_2: 39.0774 | R_3: 155.2239 | R_4: 47.1504 | R_5: -0.4111 | R_6: 225.8645 | R_7: -3.6077 | R_8: 174.2355 | R_9: 72.2522 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6323 | S: 948450 | D: 5.4 s | Su: 0.3000 | BR: 0.8622 | ALOSS: -846.7937 | CLOSS: 1224223.8582 | R_0: 328.7322 | R_1: 4.7491 | R_2: 86.9152 | R_3: 126.0012 | R_4: 34.0845 | R_5: -0.4659 | R_6: 226.9993 | R_7: -4.3026 | R_8: 5.1565 | R_9: 96.5389 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6324 | S: 948600 | D: 5.6 s | Su: 0.2000 | BR: 0.8669 | ALOSS: -866.3408 | CLOSS: 1951253.1420 | R_0: 328.7259 | R_1: 35.0555 | R_2: 148.0949 | R_3: 17.9748 | R_4: 28.1744 | R_5: -0.5074 | R_6: 199.0844 | R_7: -29.2648 | R_8: 121.8425 | R_9: 45.7470 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 0.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6325 | S: 948750 | D: 6.1 s | Su: 0.4000 | BR: 0.8698 | ALOSS: -857.8942 | CLOSS: 1726322.7682 | R_0: 347.8566 | R_1: 33.0032 | R_2: 0.7290 | R_3: 129.4126 | R_4: 489.3398 | R_5: -0.5497 | R_6: 215.8712 | R_7: -3.4430 | R_8: 4.3530 | R_9: 71.9886 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 1.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6326 | S: 948900 | D: 6.0 s | Su: 0.3000 | BR: 0.8703 | ALOSS: -877.4930 | CLOSS: 2074120.7886 | R_0: 308.8844 | R_1: 26.3491 | R_2: -1.1543 | R_3: 125.0034 | R_4: 41.2075 | R_5: -0.5624 | R_6: 212.8873 | R_7: -4.3416 | R_8: -0.0580 | R_9: 1.8120 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6327 | S: 949050 | D: 5.6 s | Su: 0.4000 | BR: 0.8680 | ALOSS: -846.5223 | CLOSS: 1157363.0902 | R_0: 348.2120 | R_1: 14.9044 | R_2: 0.5904 | R_3: 133.5063 | R_4: 22.3049 | R_5: -0.6266 | R_6: 212.3422 | R_7: -5.8406 | R_8: 176.3136 | R_9: 79.4437 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 1.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6328 | S: 949200 | D: 5.6 s | Su: 0.4000 | BR: 0.8690 | ALOSS: -847.9455 | CLOSS: 2044163.4146 | R_0: 289.9759 | R_1: -13.6883 | R_2: -5.5383 | R_3: 32.8290 | R_4: 29.9344 | R_5: -0.7241 | R_6: 216.9341 | R_7: -6.6739 | R_8: 77.6451 | R_9: 146.7539 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 1.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
| [33mtrain[0m | E: 6329 | S: 949350 | D: 5.3 s | Su: 0.3000 | BR: 0.8639 | ALOSS: -871.7977 | CLOSS: 2581411.5647 | R_0: 323.5084 | R_1: 14.8724 | R_2: 49.5780 | R_3: 176.2738 | R_4: 31.0779 | R_5: -0.8718 | R_6: 215.3771 | R_7: -5.4421 | R_8: 82.0161 | R_9: 14.5887 | Su_0: 1.0000 | Su_1: 0.0000 | Su_2: 0.0000 | Su_3: 1.0000 | Su_4: 0.0000 | Su_5: 0.0000 | Su_6: 1.0000 | Su_7: 0.0000 | Su_8: 0.0000 | Su_9: 0.0000 | ENV_0: 0 | ENV_1: 1 | ENV_2: 2 | ENV_3: 3 | ENV_4: 4 | ENV_5: 5 | ENV_6: 6 | ENV_7: 7 | ENV_8: 8 | ENV_9: 9
Traceback (most recent call last):
  File "main.py", line 15, in launch
    return run(config)
  File "/home/xx/mtrl-main/mtrl/app/run.py", line 35, in run
    experiment_utils.prepare_and_run(config=config)
  File "/home/xx/mtrl-main/mtrl/experiment/utils.py", line 26, in prepare_and_run
    experiment.run()
  File "/home/xx/mtrl-main/mtrl/experiment/multitask.py", line 223, in run
    self.agent.update(self.replay_buffer, self.logger, step)
  File "/home/xx/mtrl-main/mtrl/agent/famo.py", line 662, in update
    self.update_critic(
  File "/home/xx/mtrl-main/mtrl/agent/famo.py", line 383, in update_critic
    raise RuntimeError(
RuntimeError: critic_loss = 100838872.0 is too high. Stopping training.

Set the environment variable HYDRA_FULL_ERROR=1 for a complete stack trace.

KlZOnmyway avatar Jan 17 '25 17:01 KlZOnmyway

This is strange. Have you followed the installation instructions exactly? Also, you could try different seeds and other algorithms. I vaguely remember that Metaworld Envs does have some stability issues, so it is important to use the exact branch, etc.

Cranial-XIX avatar Jan 17 '25 17:01 Cranial-XIX

I think I installed the exact branch, but after I downloaded that wheel into cache, due to the mujoco-py compilation issue I cannot directly install it, so I manually assign a mujoco-py version inside the METADATA of that wheel, but it's still in the original range, everything else is unchanged.

KlZOnmyway avatar Jan 17 '25 17:01 KlZOnmyway