train.log

[19:15:23] step 1/4000 | loss=3.0248 soft_ce=2.0178 hard_ce=1.6787 inc_ce=2.0683 route_ce=0.3160 | rinc=0.00 rpuz=0.05 rend=0.25 rope=0.42 rmid=0.28 | 38.7 pos/s | vram=6.29GB
[19:15:32] val/lichess hard_ce=1.5959 soft_ce=1.9238 soft_temp_ce=1.9238 | inc=0.00 puz=0.09 end=0.19 ope=0.34 mid=0.39
[19:16:05] step 20/4000 | loss=2.6837 soft_ce=1.7578 hard_ce=1.4400 inc_ce=1.8684 route_ce=0.3193 | rinc=0.00 rpuz=0.08 rend=0.26 rope=0.28 rmid=0.38 | 45.4 pos/s | vram=6.23GB
[19:16:39] step 40/4000 | loss=2.7489 soft_ce=1.8196 hard_ce=1.5810 inc_ce=1.8999 route_ce=0.1986 | rinc=0.00 rpuz=0.00 rend=0.19 rope=0.47 rmid=0.34 | 56.4 pos/s | vram=6.25GB

# restart on local 5-source mix (opening/mid/end/puzzle/general)
[19:17:18] step 1/4000 | loss=2.7049 soft_ce=1.5944 hard_ce=1.5944 inc_ce=1.7224 route_ce=1.2371 | rinc=0.00 rpuz=0.21 rend=0.26 rope=0.32 rmid=0.21 | 41.9 pos/s | vram=6.23GB
[19:17:27] val/lichess hard_ce=1.3248 soft_ce=1.3248 soft_temp_ce=1.3248 | inc=0.00 puz=0.21 end=0.24 ope=0.28 mid=0.28
[19:18:00] step 20/4000 | loss=2.2373 soft_ce=1.2284 hard_ce=1.2284 inc_ce=1.5219 route_ce=1.0740 | rinc=0.00 rpuz=0.26 rend=0.24 rope=0.20 rmid=0.30 | 45.7 pos/s | vram=6.25GB
[19:18:34] step 40/4000 | loss=2.4882 soft_ce=1.4422 hard_ce=1.4422 inc_ce=1.6912 route_ce=1.0004 | rinc=0.00 rpuz=0.28 rend=0.21 rope=0.25 rmid=0.26 | 57.2 pos/s | vram=6.21GB
[19:18:59] val/lichess hard_ce=1.3629 soft_ce=1.3629 soft_temp_ce=1.3629 | inc=0.00 puz=0.23 end=0.23 ope=0.27 mid=0.28
[19:19:16] step 60/4000 | loss=2.2937 soft_ce=1.3687 hard_ce=1.3687 inc_ce=1.4844 route_ce=0.9958 | rinc=0.00 rpuz=0.22 rend=0.23 rope=0.30 rmid=0.25 | 45.5 pos/s | vram=6.20GB
[19:19:50] step 80/4000 | loss=2.1417 soft_ce=1.2055 hard_ce=1.2055 inc_ce=1.4787 route_ce=0.9633 | rinc=0.00 rpuz=0.20 rend=0.26 rope=0.27 rmid=0.27 | 57.2 pos/s | vram=6.21GB
[19:20:23] step 100/4000 | loss=2.1437 soft_ce=1.2697 hard_ce=1.2697 inc_ce=1.4188 route_ce=0.8566 | rinc=0.00 rpuz=0.22 rend=0.23 rope=0.26 rmid=0.29 | 57.1 pos/s | vram=6.19GB
[19:20:32] val/lichess hard_ce=1.3157 soft_ce=1.3157 soft_temp_ce=1.3157 | inc=0.00 puz=0.23 end=0.24 ope=0.27 mid=0.26
[19:21:07] step 120/4000 | loss=2.1790 soft_ce=1.2555 hard_ce=1.2555 inc_ce=1.5427 route_ce=0.8986 | rinc=0.00 rpuz=0.22 rend=0.24 rope=0.27 rmid=0.27 | 44.0 pos/s | vram=6.20GB
[19:21:41] step 140/4000 | loss=2.0038 soft_ce=1.1714 hard_ce=1.1714 inc_ce=1.3793 route_ce=0.7308 | rinc=0.00 rpuz=0.26 rend=0.24 rope=0.25 rmid=0.25 | 56.8 pos/s | vram=6.22GB
[19:22:06] val/lichess hard_ce=1.3950 soft_ce=1.3950 soft_temp_ce=1.3950 | inc=0.00 puz=0.21 end=0.26 ope=0.27 mid=0.26
[19:22:23] step 160/4000 | loss=2.2931 soft_ce=1.3943 hard_ce=1.3943 inc_ce=1.5133 route_ce=0.9005 | rinc=0.00 rpuz=0.25 rend=0.27 rope=0.27 rmid=0.21 | 45.3 pos/s | vram=6.22GB
[19:22:57] step 180/4000 | loss=2.1140 soft_ce=1.2380 hard_ce=1.2380 inc_ce=1.4625 route_ce=0.8013 | rinc=0.02 rpuz=0.26 rend=0.22 rope=0.25 rmid=0.25 | 57.0 pos/s | vram=6.22GB
[19:23:30] step 200/4000 | loss=2.4874 soft_ce=1.5519 hard_ce=1.5519 inc_ce=1.6100 route_ce=0.8084 | rinc=0.04 rpuz=0.24 rend=0.21 rope=0.23 rmid=0.28 | 57.6 pos/s | vram=6.20GB
[19:23:39] val/lichess hard_ce=1.2746 soft_ce=1.2746 soft_temp_ce=1.2746 | inc=0.02 puz=0.21 end=0.25 ope=0.26 mid=0.26
[19:24:14] step 220/4000 | loss=2.1020 soft_ce=1.2569 hard_ce=1.2569 inc_ce=1.3918 route_ce=0.8802 | rinc=0.02 rpuz=0.17 rend=0.26 rope=0.29 rmid=0.26 | 43.3 pos/s | vram=6.21GB
[19:24:47] step 240/4000 | loss=2.1924 soft_ce=1.3026 hard_ce=1.3026 inc_ce=1.4869 route_ce=0.8276 | rinc=0.06 rpuz=0.25 rend=0.21 rope=0.25 rmid=0.23 | 58.2 pos/s | vram=6.20GB
[19:25:12] val/lichess hard_ce=1.3060 soft_ce=1.3060 soft_temp_ce=1.3060 | inc=0.06 puz=0.22 end=0.23 ope=0.25 mid=0.24
[19:25:29] step 260/4000 | loss=2.0991 soft_ce=1.2680 hard_ce=1.2680 inc_ce=1.4029 route_ce=0.7289 | rinc=0.03 rpuz=0.16 rend=0.25 rope=0.22 rmid=0.34 | 46.3 pos/s | vram=6.20GB
[19:26:01] step 280/4000 | loss=2.1043 soft_ce=1.2627 hard_ce=1.2627 inc_ce=1.4073 route_ce=0.7328 | rinc=0.12 rpuz=0.18 rend=0.24 rope=0.25 rmid=0.21 | 58.8 pos/s | vram=6.22GB
[19:26:34] step 300/4000 | loss=2.3019 soft_ce=1.4040 hard_ce=1.4040 inc_ce=1.5312 route_ce=0.8373 | rinc=0.02 rpuz=0.23 rend=0.25 rope=0.29 rmid=0.21 | 58.4 pos/s | vram=6.20GB
[19:26:43] val/lichess hard_ce=1.3704 soft_ce=1.3704 soft_temp_ce=1.3704 | inc=0.07 puz=0.20 end=0.23 ope=0.24 mid=0.25
[19:27:16] step 320/4000 | loss=2.2160 soft_ce=1.3396 hard_ce=1.3396 inc_ce=1.4731 route_ce=0.8305 | rinc=0.04 rpuz=0.29 rend=0.22 rope=0.19 rmid=0.26 | 46.4 pos/s | vram=6.21GB
[19:27:49] step 340/4000 | loss=2.0958 soft_ce=1.2728 hard_ce=1.2728 inc_ce=1.3906 route_ce=0.7394 | rinc=0.06 rpuz=0.16 rend=0.25 rope=0.26 rmid=0.27 | 58.4 pos/s | vram=6.19GB
[19:28:14] val/lichess hard_ce=1.2903 soft_ce=1.2903 soft_temp_ce=1.2903 | inc=0.05 puz=0.23 end=0.23 ope=0.23 mid=0.26
[19:28:30] step 360/4000 | loss=2.4201 soft_ce=1.4899 hard_ce=1.4899 inc_ce=1.6166 route_ce=0.7708 | rinc=0.05 rpuz=0.28 rend=0.24 rope=0.25 rmid=0.18 | 46.4 pos/s | vram=6.21GB
[19:29:03] step 380/4000 | loss=2.1359 soft_ce=1.2859 hard_ce=1.2859 inc_ce=1.4128 route_ce=0.8293 | rinc=0.04 rpuz=0.20 rend=0.23 rope=0.29 rmid=0.24 | 58.4 pos/s | vram=6.20GB
[19:29:36] step 400/4000 | loss=2.2000 soft_ce=1.3398 hard_ce=1.3398 inc_ce=1.4459 route_ce=0.8220 | rinc=0.03 rpuz=0.22 rend=0.22 rope=0.28 rmid=0.25 | 58.3 pos/s | vram=6.20GB
[19:29:44] val/lichess hard_ce=1.3797 soft_ce=1.3797 soft_temp_ce=1.3797 | inc=0.06 puz=0.26 end=0.23 ope=0.23 mid=0.23
[19:30:18] step 420/4000 | loss=2.1785 soft_ce=1.3085 hard_ce=1.3085 inc_ce=1.5150 route_ce=0.6836 | rinc=0.06 rpuz=0.21 rend=0.24 rope=0.18 rmid=0.31 | 45.3 pos/s | vram=6.20GB
[19:30:51] step 440/4000 | loss=1.9209 soft_ce=1.1457 hard_ce=1.1457 inc_ce=1.2681 route_ce=0.7391 | rinc=0.04 rpuz=0.25 rend=0.24 rope=0.24 rmid=0.23 | 58.5 pos/s | vram=6.21GB
[19:31:16] val/lichess hard_ce=1.2695 soft_ce=1.2695 soft_temp_ce=1.2695 | inc=0.05 puz=0.22 end=0.24 ope=0.26 mid=0.24
[19:31:33] step 460/4000 | loss=2.1657 soft_ce=1.3434 hard_ce=1.3434 inc_ce=1.3756 route_ce=0.7692 | rinc=0.07 rpuz=0.21 rend=0.25 rope=0.25 rmid=0.22 | 45.2 pos/s | vram=6.20GB
[19:32:06] step 480/4000 | loss=2.0341 soft_ce=1.1542 hard_ce=1.1542 inc_ce=1.4276 route_ce=0.9169 | rinc=0.07 rpuz=0.22 rend=0.24 rope=0.23 rmid=0.24 | 58.7 pos/s | vram=6.20GB
[19:32:39] step 500/4000 | loss=2.3449 soft_ce=1.4726 hard_ce=1.4726 inc_ce=1.4821 route_ce=0.7493 | rinc=0.08 rpuz=0.17 rend=0.27 rope=0.27 rmid=0.21 | 58.7 pos/s | vram=6.22GB
[19:32:47] val/lichess hard_ce=1.3454 soft_ce=1.3454 soft_temp_ce=1.3454 | inc=0.06 puz=0.21 end=0.23 ope=0.26 mid=0.25
[19:33:20] step 520/4000 | loss=2.3113 soft_ce=1.3864 hard_ce=1.3864 inc_ce=1.6189 route_ce=0.7940 | rinc=0.03 rpuz=0.17 rend=0.24 rope=0.21 rmid=0.35 | 46.4 pos/s | vram=6.21GB
[19:33:53] step 540/4000 | loss=2.2499 soft_ce=1.3612 hard_ce=1.3612 inc_ce=1.5439 route_ce=0.7251 | rinc=0.08 rpuz=0.15 rend=0.24 rope=0.26 rmid=0.27 | 58.6 pos/s | vram=6.20GB
[19:34:18] val/lichess hard_ce=1.2483 soft_ce=1.2483 soft_temp_ce=1.2483 | inc=0.05 puz=0.25 end=0.22 ope=0.24 mid=0.23
[19:34:35] step 560/4000 | loss=2.0350 soft_ce=1.2126 hard_ce=1.2126 inc_ce=1.3652 route_ce=0.7641 | rinc=0.06 rpuz=0.21 rend=0.24 rope=0.22 rmid=0.27 | 45.2 pos/s | vram=6.21GB
[19:35:08] step 580/4000 | loss=1.9841 soft_ce=1.1632 hard_ce=1.1632 inc_ce=1.3189 route_ce=0.8905 | rinc=0.10 rpuz=0.22 rend=0.18 rope=0.27 rmid=0.23 | 58.6 pos/s | vram=6.21GB
[19:35:41] step 600/4000 | loss=2.1265 soft_ce=1.3206 hard_ce=1.3206 inc_ce=1.3732 route_ce=0.6420 | rinc=0.03 rpuz=0.22 rend=0.23 rope=0.25 rmid=0.27 | 58.7 pos/s | vram=6.21GB
[19:35:49] val/lichess hard_ce=1.3249 soft_ce=1.3249 soft_temp_ce=1.3249 | inc=0.06 puz=0.21 end=0.22 ope=0.24 mid=0.28
[19:36:23] step 620/4000 | loss=2.3537 soft_ce=1.4183 hard_ce=1.4183 inc_ce=1.6534 route_ce=0.7610 | rinc=0.04 rpuz=0.22 rend=0.25 rope=0.26 rmid=0.23 | 45.4 pos/s | vram=6.21GB
[19:36:56] step 640/4000 | loss=2.2334 soft_ce=1.3718 hard_ce=1.3718 inc_ce=1.4313 route_ce=0.8271 | rinc=0.07 rpuz=0.16 rend=0.28 rope=0.27 rmid=0.22 | 58.4 pos/s | vram=6.21GB
[19:37:21] val/lichess hard_ce=1.3503 soft_ce=1.3503 soft_temp_ce=1.3503 | inc=0.06 puz=0.24 end=0.21 ope=0.24 mid=0.25
[19:37:37] step 660/4000 | loss=2.1215 soft_ce=1.2968 hard_ce=1.2968 inc_ce=1.3570 route_ce=0.8060 | rinc=0.07 rpuz=0.23 rend=0.23 rope=0.27 rmid=0.20 | 46.5 pos/s | vram=6.22GB
[19:38:10] step 680/4000 | loss=2.2660 soft_ce=1.4192 hard_ce=1.4192 inc_ce=1.4385 route_ce=0.7522 | rinc=0.06 rpuz=0.20 rend=0.22 rope=0.29 rmid=0.23 | 58.1 pos/s | vram=6.19GB
[19:38:43] step 700/4000 | loss=2.1071 soft_ce=1.2716 hard_ce=1.2716 inc_ce=1.4420 route_ce=0.6805 | rinc=0.02 rpuz=0.18 rend=0.27 rope=0.26 rmid=0.27 | 58.3 pos/s | vram=6.20GB
[19:38:52] val/lichess hard_ce=1.3194 soft_ce=1.3194 soft_temp_ce=1.3194 | inc=0.05 puz=0.22 end=0.24 ope=0.27 mid=0.22
[19:39:25] step 720/4000 | loss=2.2189 soft_ce=1.3352 hard_ce=1.3352 inc_ce=1.5281 route_ce=0.7355 | rinc=0.05 rpuz=0.17 rend=0.24 rope=0.26 rmid=0.28 | 46.3 pos/s | vram=6.20GB
[19:39:58] step 740/4000 | loss=2.0049 soft_ce=1.2223 hard_ce=1.2223 inc_ce=1.2505 route_ce=0.7967 | rinc=0.03 rpuz=0.24 rend=0.26 rope=0.31 rmid=0.16 | 58.3 pos/s | vram=6.18GB
[19:40:23] val/lichess hard_ce=1.2967 soft_ce=1.2967 soft_temp_ce=1.2967 | inc=0.04 puz=0.21 end=0.22 ope=0.25 mid=0.29
[19:40:39] step 760/4000 | loss=1.9294 soft_ce=1.1299 hard_ce=1.1299 inc_ce=1.3082 route_ce=0.7690 | rinc=0.05 rpuz=0.22 rend=0.20 rope=0.23 rmid=0.30 | 46.3 pos/s | vram=6.19GB
[19:41:12] step 780/4000 | loss=2.4293 soft_ce=1.5330 hard_ce=1.5330 inc_ce=1.5529 route_ce=0.7750 | rinc=0.00 rpuz=0.23 rend=0.25 rope=0.30 rmid=0.22 | 58.4 pos/s | vram=6.20GB
[19:41:45] step 800/4000 | loss=2.2634 soft_ce=1.3949 hard_ce=1.3949 inc_ce=1.5383 route_ce=0.6284 | rinc=0.03 rpuz=0.23 rend=0.21 rope=0.28 rmid=0.25 | 58.3 pos/s | vram=6.19GB
[19:41:53] val/lichess hard_ce=1.3200 soft_ce=1.3200 soft_temp_ce=1.3200 | inc=0.04 puz=0.22 end=0.22 ope=0.27 mid=0.25
[19:42:29] step 820/4000 | loss=2.2779 soft_ce=1.4483 hard_ce=1.4483 inc_ce=1.4101 route_ce=0.7259 | rinc=0.04 rpuz=0.24 rend=0.26 rope=0.22 rmid=0.24 | 43.5 pos/s | vram=6.19GB
[19:43:03] step 840/4000 | loss=2.2627 soft_ce=1.3967 hard_ce=1.3967 inc_ce=1.5091 route_ce=0.6933 | rinc=0.02 rpuz=0.18 rend=0.25 rope=0.26 rmid=0.29 | 56.3 pos/s | vram=6.22GB
[19:43:28] val/lichess hard_ce=1.3334 soft_ce=1.3334 soft_temp_ce=1.3334 | inc=0.03 puz=0.20 end=0.23 ope=0.26 mid=0.27
[19:43:45] step 860/4000 | loss=2.1250 soft_ce=1.2745 hard_ce=1.2745 inc_ce=1.4399 route_ce=0.7715 | rinc=0.03 rpuz=0.20 rend=0.28 rope=0.25 rmid=0.24 | 46.1 pos/s | vram=6.19GB
[19:44:19] step 880/4000 | loss=2.0957 soft_ce=1.2192 hard_ce=1.2192 inc_ce=1.4988 route_ce=0.7817 | rinc=0.02 rpuz=0.28 rend=0.19 rope=0.24 rmid=0.27 | 56.3 pos/s | vram=6.19GB
[19:44:52] step 900/4000 | loss=2.5036 soft_ce=1.5683 hard_ce=1.5683 inc_ce=1.6657 route_ce=0.7299 | rinc=0.05 rpuz=0.16 rend=0.26 rope=0.27 rmid=0.26 | 57.3 pos/s | vram=6.20GB
[19:45:01] val/lichess hard_ce=1.3230 soft_ce=1.3230 soft_temp_ce=1.3230 | inc=0.04 puz=0.22 end=0.23 ope=0.26 mid=0.25
[19:45:34] step 920/4000 | loss=2.1463 soft_ce=1.3201 hard_ce=1.3201 inc_ce=1.4007 route_ce=0.7276 | rinc=0.07 rpuz=0.22 rend=0.25 rope=0.25 rmid=0.21 | 46.2 pos/s | vram=6.20GB
[19:46:07] step 940/4000 | loss=2.1996 soft_ce=1.3438 hard_ce=1.3438 inc_ce=1.4664 route_ce=0.7553 | rinc=0.03 rpuz=0.20 rend=0.26 rope=0.29 rmid=0.22 | 58.1 pos/s | vram=6.21GB
[19:46:32] val/lichess hard_ce=1.3262 soft_ce=1.3262 soft_temp_ce=1.3262 | inc=0.04 puz=0.20 end=0.25 ope=0.25 mid=0.25
[19:46:48] step 960/4000 | loss=2.1441 soft_ce=1.3044 hard_ce=1.3044 inc_ce=1.4607 route_ce=0.6403 | rinc=0.04 rpuz=0.23 rend=0.26 rope=0.25 rmid=0.22 | 46.3 pos/s | vram=6.19GB
[19:47:21] step 980/4000 | loss=2.2475 soft_ce=1.3930 hard_ce=1.3930 inc_ce=1.4535 route_ce=0.7522 | rinc=0.06 rpuz=0.23 rend=0.24 rope=0.25 rmid=0.22 | 58.3 pos/s | vram=6.20GB
[19:47:55] step 1000/4000 | loss=2.2170 soft_ce=1.3332 hard_ce=1.3332 inc_ce=1.5378 route_ce=0.7367 | rinc=0.02 rpuz=0.24 rend=0.21 rope=0.20 rmid=0.33 | 58.0 pos/s | vram=6.20GB
[19:48:03] val/lichess hard_ce=1.2865 soft_ce=1.2865 soft_temp_ce=1.2865 | inc=0.03 puz=0.22 end=0.25 ope=0.27 mid=0.23
[19:48:38] step 1020/4000 | loss=2.6476 soft_ce=1.6479 hard_ce=1.6479 inc_ce=1.7930 route_ce=0.8303 | rinc=0.04 rpuz=0.24 rend=0.20 rope=0.26 rmid=0.26 | 44.7 pos/s | vram=6.18GB
[19:49:11] step 1040/4000 | loss=2.1598 soft_ce=1.3414 hard_ce=1.3414 inc_ce=1.3935 route_ce=0.6955 | rinc=0.02 rpuz=0.26 rend=0.21 rope=0.25 rmid=0.26 | 58.2 pos/s | vram=6.20GB
[19:49:36] val/lichess hard_ce=1.2991 soft_ce=1.2991 soft_temp_ce=1.2991 | inc=0.03 puz=0.23 end=0.23 ope=0.26 mid=0.25
[19:49:52] step 1060/4000 | loss=1.7903 soft_ce=1.0356 hard_ce=1.0356 inc_ce=1.2255 route_ce=0.7114 | rinc=0.02 rpuz=0.22 rend=0.22 rope=0.29 rmid=0.25 | 46.1 pos/s | vram=6.19GB
[19:50:25] step 1080/4000 | loss=2.0872 soft_ce=1.2760 hard_ce=1.2760 inc_ce=1.3169 route_ce=0.8155 | rinc=0.01 rpuz=0.24 rend=0.24 rope=0.25 rmid=0.26 | 58.3 pos/s | vram=6.21GB
[19:50:58] step 1100/4000 | loss=1.9802 soft_ce=1.2003 hard_ce=1.2003 inc_ce=1.2903 route_ce=0.6798 | rinc=0.05 rpuz=0.23 rend=0.22 rope=0.25 rmid=0.25 | 58.5 pos/s | vram=6.20GB
[19:51:06] val/lichess hard_ce=1.2925 soft_ce=1.2925 soft_temp_ce=1.2925 | inc=0.05 puz=0.22 end=0.23 ope=0.26 mid=0.23
[19:51:40] step 1120/4000 | loss=2.2878 soft_ce=1.4076 hard_ce=1.4076 inc_ce=1.5275 route_ce=0.7345 | rinc=0.00 rpuz=0.23 rend=0.25 rope=0.26 rmid=0.26 | 46.0 pos/s | vram=6.18GB
[19:52:13] step 1140/4000 | loss=2.3833 soft_ce=1.5242 hard_ce=1.5242 inc_ce=1.5083 route_ce=0.6536 | rinc=0.03 rpuz=0.19 rend=0.23 rope=0.30 rmid=0.25 | 58.3 pos/s | vram=6.20GB
[19:52:38] val/lichess hard_ce=1.2684 soft_ce=1.2684 soft_temp_ce=1.2684 | inc=0.03 puz=0.24 end=0.23 ope=0.25 mid=0.25
[19:52:54] step 1160/4000 | loss=2.0292 soft_ce=1.2239 hard_ce=1.2239 inc_ce=1.3544 route_ce=0.6877 | rinc=0.03 rpuz=0.19 rend=0.24 rope=0.27 rmid=0.27 | 46.1 pos/s | vram=6.19GB
[19:53:27] step 1180/4000 | loss=2.2866 soft_ce=1.3904 hard_ce=1.3904 inc_ce=1.5811 route_ce=0.6963 | rinc=0.00 rpuz=0.20 rend=0.24 rope=0.30 rmid=0.26 | 57.9 pos/s | vram=6.18GB
[19:54:01] step 1200/4000 | loss=2.2000 soft_ce=1.3694 hard_ce=1.3694 inc_ce=1.4322 route_ce=0.6659 | rinc=0.02 rpuz=0.22 rend=0.22 rope=0.25 rmid=0.29 | 57.7 pos/s | vram=6.19GB
[19:54:09] val/lichess hard_ce=1.3028 soft_ce=1.3028 soft_temp_ce=1.3028 | inc=0.04 puz=0.20 end=0.25 ope=0.23 mid=0.28
[19:54:44] step 1220/4000 | loss=2.2833 soft_ce=1.4253 hard_ce=1.4253 inc_ce=1.4854 route_ce=0.7045 | rinc=0.01 rpuz=0.29 rend=0.22 rope=0.25 rmid=0.23 | 44.8 pos/s | vram=6.21GB
[19:55:17] step 1240/4000 | loss=1.9764 soft_ce=1.1890 hard_ce=1.1890 inc_ce=1.3284 route_ce=0.6477 | rinc=0.03 rpuz=0.25 rend=0.23 rope=0.30 rmid=0.19 | 58.1 pos/s | vram=6.21GB
[19:55:43] val/lichess hard_ce=1.3465 soft_ce=1.3465 soft_temp_ce=1.3465 | inc=0.03 puz=0.20 end=0.26 ope=0.25 mid=0.26
[19:55:59] step 1260/4000 | loss=2.1129 soft_ce=1.2758 hard_ce=1.2758 inc_ce=1.4284 route_ce=0.7223 | rinc=0.04 rpuz=0.24 rend=0.27 rope=0.28 rmid=0.17 | 44.8 pos/s | vram=6.19GB
[19:56:32] step 1280/4000 | loss=2.0840 soft_ce=1.2487 hard_ce=1.2487 inc_ce=1.4269 route_ce=0.7250 | rinc=0.03 rpuz=0.19 rend=0.24 rope=0.26 rmid=0.28 | 58.1 pos/s | vram=6.18GB
[19:57:06] step 1300/4000 | loss=2.0808 soft_ce=1.2355 hard_ce=1.2355 inc_ce=1.4340 route_ce=0.7474 | rinc=0.01 rpuz=0.23 rend=0.21 rope=0.29 rmid=0.26 | 57.1 pos/s | vram=6.20GB
[19:57:15] val/lichess hard_ce=1.2904 soft_ce=1.2904 soft_temp_ce=1.2904 | inc=0.03 puz=0.23 end=0.22 ope=0.26 mid=0.26
[19:57:48] step 1320/4000 | loss=2.2325 soft_ce=1.3642 hard_ce=1.3642 inc_ce=1.4850 route_ce=0.7705 | rinc=0.05 rpuz=0.19 rend=0.30 rope=0.23 rmid=0.23 | 46.0 pos/s | vram=6.19GB
[19:58:24] step 1340/4000 | loss=2.4739 soft_ce=1.5317 hard_ce=1.5317 inc_ce=1.6709 route_ce=0.7736 | rinc=0.01 rpuz=0.23 rend=0.20 rope=0.30 rmid=0.26 | 52.9 pos/s | vram=6.19GB
[19:58:52] val/lichess hard_ce=1.3417 soft_ce=1.3417 soft_temp_ce=1.3417 | inc=0.03 puz=0.20 end=0.24 ope=0.25 mid=0.28
[19:59:09] step 1360/4000 | loss=2.2199 soft_ce=1.3717 hard_ce=1.3717 inc_ce=1.4128 route_ce=0.8376 | rinc=0.04 rpuz=0.25 rend=0.25 rope=0.19 rmid=0.27 | 42.8 pos/s | vram=6.20GB
[19:59:43] step 1380/4000 | loss=2.0653 soft_ce=1.2587 hard_ce=1.2587 inc_ce=1.3647 route_ce=0.6731 | rinc=0.03 rpuz=0.22 rend=0.23 rope=0.24 rmid=0.28 | 57.0 pos/s | vram=6.20GB
[20:00:16] step 1400/4000 | loss=2.4582 soft_ce=1.5281 hard_ce=1.5281 inc_ce=1.6590 route_ce=0.7234 | rinc=0.03 rpuz=0.20 rend=0.26 rope=0.29 rmid=0.22 | 57.2 pos/s | vram=6.19GB
[20:00:25] val/lichess hard_ce=1.3403 soft_ce=1.3403 soft_temp_ce=1.3403 | inc=0.03 puz=0.21 end=0.26 ope=0.25 mid=0.25
[20:01:00] step 1420/4000 | loss=2.0731 soft_ce=1.2335 hard_ce=1.2335 inc_ce=1.4437 route_ce=0.6873 | rinc=0.03 rpuz=0.26 rend=0.22 rope=0.21 rmid=0.28 | 44.2 pos/s | vram=6.20GB
[20:01:34] step 1440/4000 | loss=2.1635 soft_ce=1.3170 hard_ce=1.3170 inc_ce=1.3800 route_ce=0.8931 | rinc=0.01 rpuz=0.22 rend=0.23 rope=0.26 rmid=0.28 | 56.4 pos/s | vram=6.20GB
[20:01:59] val/lichess hard_ce=1.2632 soft_ce=1.2632 soft_temp_ce=1.2632 | inc=0.03 puz=0.22 end=0.23 ope=0.25 mid=0.27
[20:02:15] step 1460/4000 | loss=2.2449 soft_ce=1.3697 hard_ce=1.3697 inc_ce=1.5300 route_ce=0.6918 | rinc=0.01 rpuz=0.27 rend=0.20 rope=0.26 rmid=0.26 | 46.1 pos/s | vram=6.19GB
[20:02:48] step 1480/4000 | loss=2.2498 soft_ce=1.3746 hard_ce=1.3746 inc_ce=1.5012 route_ce=0.7747 | rinc=0.01 rpuz=0.18 rend=0.26 rope=0.27 rmid=0.28 | 57.8 pos/s | vram=6.19GB
[20:03:23] step 1500/4000 | loss=2.0448 soft_ce=1.2708 hard_ce=1.2708 inc_ce=1.2756 route_ce=0.7046 | rinc=0.05 rpuz=0.20 rend=0.23 rope=0.25 rmid=0.27 | 55.1 pos/s | vram=6.18GB
[20:03:32] val/lichess hard_ce=1.3400 soft_ce=1.3400 soft_temp_ce=1.3400 | inc=0.03 puz=0.23 end=0.22 ope=0.23 mid=0.29
[20:04:06] step 1520/4000 | loss=2.1860 soft_ce=1.3351 hard_ce=1.3351 inc_ce=1.4225 route_ce=0.8323 | rinc=0.02 rpuz=0.25 rend=0.23 rope=0.30 rmid=0.20 | 44.7 pos/s | vram=6.20GB
[20:04:41] step 1540/4000 | loss=2.0951 soft_ce=1.2913 hard_ce=1.2913 inc_ce=1.3620 route_ce=0.6829 | rinc=0.03 rpuz=0.23 rend=0.22 rope=0.25 rmid=0.27 | 55.0 pos/s | vram=6.20GB
[20:05:07] val/lichess hard_ce=1.3319 soft_ce=1.3319 soft_temp_ce=1.3319 | inc=0.02 puz=0.24 end=0.22 ope=0.28 mid=0.25
[20:05:24] step 1560/4000 | loss=2.3538 soft_ce=1.4906 hard_ce=1.4906 inc_ce=1.4972 route_ce=0.7124 | rinc=0.01 rpuz=0.21 rend=0.18 rope=0.32 rmid=0.28 | 45.2 pos/s | vram=6.20GB
[20:05:59] step 1580/4000 | loss=2.0870 soft_ce=1.2676 hard_ce=1.2676 inc_ce=1.3849 route_ce=0.7063 | rinc=0.03 rpuz=0.24 rend=0.21 rope=0.29 rmid=0.23 | 54.7 pos/s | vram=6.19GB
[20:06:34] step 1600/4000 | loss=2.0156 soft_ce=1.2369 hard_ce=1.2369 inc_ce=1.2867 route_ce=0.7034 | rinc=0.01 rpuz=0.29 rend=0.25 rope=0.22 rmid=0.23 | 54.2 pos/s | vram=6.19GB
[20:06:43] val/lichess hard_ce=1.2992 soft_ce=1.2992 soft_temp_ce=1.2992 | inc=0.04 puz=0.25 end=0.22 ope=0.25 mid=0.24
[20:07:19] step 1620/4000 | loss=2.0805 soft_ce=1.2473 hard_ce=1.2473 inc_ce=1.4072 route_ce=0.7424 | rinc=0.04 rpuz=0.23 rend=0.22 rope=0.17 rmid=0.34 | 42.9 pos/s | vram=6.20GB
[20:07:53] step 1640/4000 | loss=2.0861 soft_ce=1.2493 hard_ce=1.2493 inc_ce=1.4313 route_ce=0.6992 | rinc=0.05 rpuz=0.25 rend=0.21 rope=0.28 rmid=0.21 | 56.0 pos/s | vram=6.20GB
[20:08:19] val/lichess hard_ce=1.3545 soft_ce=1.3545 soft_temp_ce=1.3545 | inc=0.03 puz=0.22 end=0.24 ope=0.25 mid=0.26
[20:08:36] step 1660/4000 | loss=2.0568 soft_ce=1.2219 hard_ce=1.2219 inc_ce=1.4488 route_ce=0.6524 | rinc=0.01 rpuz=0.21 rend=0.24 rope=0.26 rmid=0.28 | 45.0 pos/s | vram=6.20GB
[20:09:10] step 1680/4000 | loss=2.2238 soft_ce=1.3557 hard_ce=1.3557 inc_ce=1.4999 route_ce=0.7317 | rinc=0.04 rpuz=0.27 rend=0.22 rope=0.27 rmid=0.20 | 56.8 pos/s | vram=6.21GB
[20:09:44] step 1700/4000 | loss=2.1786 soft_ce=1.3635 hard_ce=1.3635 inc_ce=1.3735 route_ce=0.7319 | rinc=0.01 rpuz=0.23 rend=0.24 rope=0.23 rmid=0.29 | 56.0 pos/s | vram=6.20GB
[20:09:53] val/lichess hard_ce=1.2930 soft_ce=1.2930 soft_temp_ce=1.2930 | inc=0.02 puz=0.22 end=0.24 ope=0.25 mid=0.27
[20:10:27] step 1720/4000 | loss=2.4342 soft_ce=1.5315 hard_ce=1.5315 inc_ce=1.5895 route_ce=0.7433 | rinc=0.03 rpuz=0.22 rend=0.19 rope=0.26 rmid=0.30 | 44.7 pos/s | vram=6.18GB