train.log

[12:23:09] trial=exp277_lichess_opening_stream arch=squares64 device=cuda vocab=1968
[12:23:09] train bs=528 accum=1 grad_ckpt=False compile=True elo_every=0 save_every=150
[12:23:09] model=Squares64RecurrentConfig(encoder_dim=256, hidden_dim=736, num_heads=8, ffn_ratio=4, dropout=0.05, use_swiglu=True, use_qk_norm=True, zero_init_out_proj=True, gradient_checkpointing=False, prefix_layers=4, recurrent_layers=7, recurrent_unrolls=3, suffix_layers=4, policy_head_dim=384, value_hidden=384, n_value_classes=3, use_history=False, use_threat_head=False)
[12:23:10] params=98.97M
[12:23:11] WEIGHTS-ONLY WARM START /root/transform/outputs/exp277_lichess_opening_stream/init.pt from eval/SWA snapshot (optimizer/RNG re-initialized; step reset to 0)
[12:23:11] optimizer=PolarNorMuon (97.7M) + AdamW aux (1.3M) compile_polar=True
[12:23:11] force_lr muon=0.002 adam=3e-05
[12:23:12] torch.compile enabled (mode=default); will fall back if inductor fails
[12:23:12] external eval lichess_opening n=8,192 /root/transform/outputs/exp277_lichess_opening_stream/lichess_eval.pt
[12:23:12] soft train=71,808 val=0 blocked=0 targets empty=0 unnorm=0 external_eval
[12:24:37] batch probe ok bs=528 peak_vram=35.57GB compile=True
[12:24:37] average_recurrent_grads() divides bank .grad by unroll count. That does NOT divide optimizer updates by the same amount: Polar-NorMuon is scale-invariant after orthogonalization, and RMS-Adam (m/sqrt(v)) is also approximately scale-invariant for a stationary grad. What does scale is SGD-style updates and the pre-clip global grad norm (so clipping fires less often after averaging). Use explicit param-group LRs if different update sizes are intended.
[12:24:37] exposure deep/shallow odds=0.0x (mix=0.0 deep_n=0 shallow_n=71808)
[12:24:46] step 1/8000 | loss=2.0407 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=528/0/0 q=0 p=0 | 55 pos/s | vram=35.57GB
[12:24:50] soft inbox +1,760,000 train_n=1,831,808 shards=shard_000001,shard_000002,shard_000003,shard_000004,shard_000005,shard_000006,shard_000007,shard_000008,shard_000009,shard_000010,shard_000011,shard_000012,shard_000013,shard_000014,shard_000015,shard_000016,shard_000017,shard_000018,shard_000019,shard_000020,shard_000021,shard_000022
[12:25:11] step 25/8000 | loss=1.9109 | lr=2.00e-03,3.00e-05 | clip=19/25 | mix s/d/b=13200/0/0 q=0 p=0 | 391 pos/s | vram=35.72GB
[12:25:12] soft inbox +480,000 train_n=2,311,808 shards=shard_000023,shard_000024,shard_000025,shard_000026,shard_000027,shard_000028
[12:25:33] step 50/8000 | loss=1.8446 | lr=2.00e-03,3.00e-05 | clip=7/25 | mix s/d/b=26400/0/0 q=0 p=0 | 467 pos/s | vram=35.72GB
[12:25:35] soft inbox +400,000 train_n=2,711,808 shards=shard_000029,shard_000030,shard_000031,shard_000032,shard_000033
[12:25:57] step 75/8000 | loss=1.8202 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=39600/0/0 q=0 p=0 | 495 pos/s | vram=35.72GB
[12:25:58] soft inbox +480,000 train_n=3,191,808 shards=shard_000034,shard_000035,shard_000036,shard_000037,shard_000038,shard_000039
[12:26:20] step 100/8000 | loss=1.8066 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=52800/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[12:26:22] soft inbox +312,475 train_n=3,504,283 shards=shard_000040,shard_000041,shard_000042,shard_000043
[12:26:31] val/lichess_opening hard_ce=1.5399 soft_ce=1.5399 soft_temp_ce=1.5399 teacher_entropy=0.0000 teacher_kl=1.5399 wdl_ce=1.0429 value_rows=8192.0000
[12:26:52] step 125/8000 | loss=1.8346 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=66000/0/0 q=0 p=0 | 487 pos/s | vram=35.72GB
[12:26:55] soft inbox +640,000 train_n=4,144,283 shards=shard_000044,shard_000045,shard_000046,shard_000047,shard_000048,shard_000049,shard_000050,shard_000051
[12:27:17] step 150/8000 | loss=1.8197 | lr=2.00e-03,3.00e-05 | clip=5/25 | mix s/d/b=79200/0/0 q=0 p=0 | 495 pos/s | vram=35.72GB
[12:27:19] soft inbox +400,000 train_n=4,544,283 shards=shard_000052,shard_000053,shard_000054,shard_000055,shard_000056
[12:27:20] ckpt latest.pt (live weights) steps=150 status=mid
[12:27:41] step 175/8000 | loss=1.8112 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=92400/0/0 q=0 p=0 | 501 pos/s | vram=35.72GB
[12:27:44] soft inbox +480,000 train_n=5,024,283 shards=shard_000057,shard_000058,shard_000059,shard_000060,shard_000061,shard_000062
[12:28:06] step 200/8000 | loss=1.8148 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=105600/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[12:28:09] soft inbox +480,000 train_n=5,504,283 shards=shard_000063,shard_000064,shard_000065,shard_000066,shard_000067,shard_000068
[12:28:18] val/lichess_opening hard_ce=1.5239 soft_ce=1.5239 soft_temp_ce=1.5239 teacher_entropy=0.0000 teacher_kl=1.5239 wdl_ce=1.0404 value_rows=8192.0000
[12:28:40] step 225/8000 | loss=1.8335 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=118800/0/0 q=0 p=0 | 488 pos/s | vram=35.72GB
[12:28:44] soft inbox +640,000 train_n=6,144,283 shards=shard_000069,shard_000070,shard_000071,shard_000072,shard_000073,shard_000074,shard_000075,shard_000076
[12:29:06] step 250/8000 | loss=1.8117 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=132000/0/0 q=0 p=0 | 490 pos/s | vram=35.72GB
[12:29:10] soft inbox +400,000 train_n=6,544,283 shards=shard_000077,shard_000078,shard_000079,shard_000080,shard_000081
[12:29:33] step 275/8000 | loss=1.8019 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=145200/0/0 q=0 p=0 | 490 pos/s | vram=35.72GB
[12:29:36] soft inbox +420,822 train_n=6,965,105 shards=shard_000082,shard_000083,shard_000084,shard_000085,shard_000086,shard_000087
[12:29:59] step 300/8000 | loss=1.8165 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=158400/0/0 q=0 p=0 | 492 pos/s | vram=35.72GB
[12:30:02] soft inbox +480,000 train_n=7,445,105 shards=shard_000088,shard_000089,shard_000090,shard_000091,shard_000092,shard_000093
[12:30:03] ckpt step_000300.pt + latest.pt (live) steps=300 status=mid kind=full
[12:30:12] val/lichess_opening hard_ce=1.5221 soft_ce=1.5221 soft_temp_ce=1.5221 teacher_entropy=0.0000 teacher_kl=1.5221 wdl_ce=1.0390 value_rows=8192.0000
[12:30:34] step 325/8000 | loss=1.8078 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=171600/0/0 q=0 p=0 | 481 pos/s | vram=35.72GB
[12:30:37] soft inbox +560,000 train_n=8,005,105 shards=shard_000094,shard_000095,shard_000096,shard_000097,shard_000098,shard_000099,shard_000100
[12:31:00] step 350/8000 | loss=1.8217 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=184800/0/0 q=0 p=0 | 483 pos/s | vram=35.72GB
[12:31:04] soft inbox +480,000 train_n=8,485,105 shards=shard_000101,shard_000102,shard_000103,shard_000104,shard_000105,shard_000106
[12:31:26] step 375/8000 | loss=1.8192 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=198000/0/0 q=0 p=0 | 484 pos/s | vram=35.72GB
[12:31:31] soft inbox +480,000 train_n=8,965,105 shards=shard_000107,shard_000108,shard_000109,shard_000110,shard_000111,shard_000112
[12:31:53] step 400/8000 | loss=1.8309 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=211200/0/0 q=0 p=0 | 484 pos/s | vram=35.72GB
[12:31:59] soft inbox +480,000 train_n=9,445,105 shards=shard_000113,shard_000114,shard_000115,shard_000116,shard_000117,shard_000118
[12:32:08] val/lichess_opening hard_ce=1.5139 soft_ce=1.5139 soft_temp_ce=1.5139 teacher_entropy=0.0000 teacher_kl=1.5139 wdl_ce=1.0394 value_rows=8192.0000
[12:32:30] step 425/8000 | loss=1.8258 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=224400/0/0 q=0 p=0 | 474 pos/s | vram=35.72GB
[12:32:35] soft inbox +549,232 train_n=9,994,337 shards=shard_000119,shard_000120,shard_000121,shard_000122,shard_000123,shard_000124,shard_000125
[12:32:57] step 450/8000 | loss=1.8129 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=237600/0/0 q=0 p=0 | 475 pos/s | vram=35.72GB
[12:33:01] soft inbox +400,000 train_n=10,394,337 shards=shard_000126,shard_000127,shard_000128,shard_000129,shard_000130
[12:33:01] ckpt latest.pt (live weights) steps=450 status=mid
[12:33:23] step 475/8000 | loss=1.8014 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=250800/0/0 q=0 p=0 | 477 pos/s | vram=35.72GB
[12:33:27] soft inbox +480,000 train_n=10,874,337 shards=shard_000131,shard_000132,shard_000133,shard_000134,shard_000135,shard_000136
[12:33:49] step 500/8000 | loss=1.8187 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=264000/0/0 q=0 p=0 | 478 pos/s | vram=35.72GB
[12:33:54] soft inbox +400,000 train_n=11,274,337 shards=shard_000137,shard_000138,shard_000139,shard_000140,shard_000141
[12:34:03] val/lichess_opening hard_ce=1.5141 soft_ce=1.5141 soft_temp_ce=1.5141 teacher_entropy=0.0000 teacher_kl=1.5141 wdl_ce=1.0395 value_rows=8192.0000
[12:34:25] step 525/8000 | loss=1.8187 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=277200/0/0 q=0 p=0 | 471 pos/s | vram=35.72GB
[12:34:33] soft inbox +560,000 train_n=11,834,337 shards=shard_000142,shard_000143,shard_000144,shard_000145,shard_000146,shard_000147,shard_000148
[12:34:55] step 550/8000 | loss=1.8243 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=290400/0/0 q=0 p=0 | 470 pos/s | vram=35.72GB
[12:35:02] soft inbox +480,000 train_n=12,314,337 shards=shard_000149,shard_000150,shard_000151,shard_000152,shard_000153,shard_000154
[12:35:24] step 575/8000 | loss=1.8222 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=303600/0/0 q=0 p=0 | 469 pos/s | vram=35.72GB
[12:35:31] soft inbox +491,287 train_n=12,805,624 shards=shard_000155,shard_000156,shard_000157,shard_000158,shard_000159,shard_000160,shard_000161
[12:35:53] step 600/8000 | loss=1.8233 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=316800/0/0 q=0 p=0 | 469 pos/s | vram=35.72GB
[12:35:57] soft inbox +320,000 train_n=13,125,624 shards=shard_000162,shard_000163,shard_000164,shard_000165
[12:35:58] ckpt step_000600.pt + latest.pt (live) steps=600 status=mid kind=full
[12:36:07] val/lichess_opening hard_ce=1.5066 soft_ce=1.5066 soft_temp_ce=1.5066 teacher_entropy=0.0000 teacher_kl=1.5066 wdl_ce=1.0391 value_rows=8192.0000
[12:36:28] step 625/8000 | loss=1.8204 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=330000/0/0 q=0 p=0 | 464 pos/s | vram=35.72GB
[12:36:37] soft inbox +640,000 train_n=13,765,624 shards=shard_000166,shard_000167,shard_000168,shard_000169,shard_000170,shard_000171,shard_000172,shard_000173
[12:36:59] step 650/8000 | loss=1.8283 | lr=2.00e-03,3.00e-05 | clip=4/25 | mix s/d/b=343200/0/0 q=0 p=0 | 462 pos/s | vram=35.72GB
[12:37:07] soft inbox +480,000 train_n=14,245,624 shards=shard_000174,shard_000175,shard_000176,shard_000177,shard_000178,shard_000179
[12:37:29] step 675/8000 | loss=1.8030 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=356400/0/0 q=0 p=0 | 461 pos/s | vram=35.72GB
[12:37:38] soft inbox +480,000 train_n=14,725,624 shards=shard_000180,shard_000181,shard_000182,shard_000183,shard_000184,shard_000185
[12:38:00] step 700/8000 | loss=1.8285 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=369600/0/0 q=0 p=0 | 460 pos/s | vram=35.72GB
[12:38:10] soft inbox +480,000 train_n=15,205,624 shards=shard_000186,shard_000187,shard_000188,shard_000189,shard_000190,shard_000191
[12:38:19] val/lichess_opening hard_ce=1.5085 soft_ce=1.5085 soft_temp_ce=1.5085 teacher_entropy=0.0000 teacher_kl=1.5085 wdl_ce=1.0377 value_rows=8192.0000
[12:38:41] step 725/8000 | loss=1.8271 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=382800/0/0 q=0 p=0 | 454 pos/s | vram=35.72GB
[12:38:47] soft inbox +507,226 train_n=15,712,850 shards=shard_000192,shard_000193,shard_000194,shard_000195,shard_000196,shard_000197,shard_000198
[12:39:09] step 750/8000 | loss=1.8435 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=396000/0/0 q=0 p=0 | 454 pos/s | vram=35.72GB
[12:39:14] soft inbox +400,000 train_n=16,112,850 shards=shard_000199,shard_000200,shard_000201,shard_000202,shard_000203
[12:39:15] ckpt latest.pt (live weights) steps=750 status=mid
[12:39:37] step 775/8000 | loss=1.8361 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=409200/0/0 q=0 p=0 | 455 pos/s | vram=35.72GB
[12:39:46] soft inbox +480,000 train_n=16,592,850 shards=shard_000204,shard_000205,shard_000206,shard_000207,shard_000208,shard_000209
[12:40:08] step 800/8000 | loss=1.8378 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=422400/0/0 q=0 p=0 | 454 pos/s | vram=35.72GB
[12:40:17] soft inbox +480,000 train_n=17,072,850 shards=shard_000210,shard_000211,shard_000212,shard_000213,shard_000214,shard_000215
[12:40:26] val/lichess_opening hard_ce=1.5031 soft_ce=1.5031 soft_temp_ce=1.5031 teacher_entropy=0.0000 teacher_kl=1.5031 wdl_ce=1.0376 value_rows=8192.0000
[12:40:48] step 825/8000 | loss=1.8169 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=435600/0/0 q=0 p=0 | 449 pos/s | vram=35.72GB
[12:41:01] soft inbox +640,000 train_n=17,712,850 shards=shard_000216,shard_000217,shard_000218,shard_000219,shard_000220,shard_000221,shard_000222,shard_000223
[12:41:23] step 850/8000 | loss=1.8443 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=448800/0/0 q=0 p=0 | 446 pos/s | vram=35.72GB
[12:41:33] soft inbox +480,000 train_n=18,192,850 shards=shard_000224,shard_000225,shard_000226,shard_000227,shard_000228,shard_000229
[12:41:55] step 875/8000 | loss=1.8190 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=462000/0/0 q=0 p=0 | 445 pos/s | vram=35.72GB
[12:42:02] soft inbox +462,199 train_n=18,655,049 shards=shard_000230,shard_000231,shard_000232,shard_000233,shard_000234,shard_000235
[12:42:24] step 900/8000 | loss=1.8286 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=475200/0/0 q=0 p=0 | 445 pos/s | vram=35.72GB
[12:42:32] soft inbox +400,000 train_n=19,055,049 shards=shard_000236,shard_000237,shard_000238,shard_000239,shard_000240
[12:42:33] ckpt step_000900.pt + latest.pt (live) steps=900 status=mid kind=full
[12:42:42] val/lichess_opening hard_ce=1.5039 soft_ce=1.5039 soft_temp_ce=1.5039 teacher_entropy=0.0000 teacher_kl=1.5039 wdl_ce=1.0374 value_rows=8192.0000
[12:43:04] step 925/8000 | loss=1.8387 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=488400/0/0 q=0 p=0 | 441 pos/s | vram=35.72GB
[12:43:16] soft inbox +560,000 train_n=19,615,049 shards=shard_000241,shard_000242,shard_000243,shard_000244,shard_000245,shard_000246,shard_000247
[12:43:38] step 950/8000 | loss=1.8129 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=501600/0/0 q=0 p=0 | 439 pos/s | vram=35.72GB
[12:43:51] soft inbox +560,000 train_n=20,175,049 shards=shard_000248,shard_000249,shard_000250,shard_000251,shard_000252,shard_000253,shard_000254
[12:44:13] step 975/8000 | loss=1.8227 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=514800/0/0 q=0 p=0 | 438 pos/s | vram=35.72GB
[12:44:23] soft inbox +480,000 train_n=20,655,049 shards=shard_000255,shard_000256,shard_000257,shard_000258,shard_000259,shard_000260
[12:44:45] step 1000/8000 | loss=1.8152 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=528000/0/0 q=0 p=0 | 437 pos/s | vram=35.72GB
[12:44:55] soft inbox +400,000 train_n=21,055,049 shards=shard_000261,shard_000262,shard_000263,shard_000264,shard_000265
[12:45:04] val/lichess_opening hard_ce=1.4990 soft_ce=1.4990 soft_temp_ce=1.4990 teacher_entropy=0.0000 teacher_kl=1.4990 wdl_ce=1.0374 value_rows=8192.0000
[12:45:26] step 1025/8000 | loss=1.8247 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=541200/0/0 q=0 p=0 | 433 pos/s | vram=35.72GB
[12:45:35] soft inbox +517,282 train_n=21,572,331 shards=shard_000266,shard_000267,shard_000268,shard_000269,shard_000270,shard_000271,shard_000272
[12:45:57] step 1050/8000 | loss=1.8175 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=554400/0/0 q=0 p=0 | 433 pos/s | vram=35.72GB
[12:46:06] soft inbox +399,996 train_n=21,972,327 shards=shard_000273,shard_000274,shard_000275,shard_000276,shard_000277
[12:46:06] ckpt latest.pt (live weights) steps=1050 status=mid
[12:46:28] step 1075/8000 | loss=1.8138 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=567600/0/0 q=0 p=0 | 433 pos/s | vram=35.72GB
[12:46:37] soft inbox +400,000 train_n=22,372,327 shards=shard_000278,shard_000279,shard_000280,shard_000281,shard_000282
[12:46:59] step 1100/8000 | loss=1.8012 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=580800/0/0 q=0 p=0 | 433 pos/s | vram=35.72GB
[12:47:09] soft inbox +400,000 train_n=22,772,327 shards=shard_000283,shard_000284,shard_000285,shard_000286,shard_000287
[12:47:18] val/lichess_opening hard_ce=1.4963 soft_ce=1.4963 soft_temp_ce=1.4963 teacher_entropy=0.0000 teacher_kl=1.4963 wdl_ce=1.0372 value_rows=8192.0000
[12:47:40] step 1125/8000 | loss=1.8077 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=594000/0/0 q=0 p=0 | 429 pos/s | vram=35.72GB
[12:47:55] soft inbox +560,000 train_n=23,332,327 shards=shard_000288,shard_000289,shard_000290,shard_000291,shard_000292,shard_000293,shard_000294
[12:48:17] step 1150/8000 | loss=1.8521 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=607200/0/0 q=0 p=0 | 428 pos/s | vram=35.72GB
[12:48:32] soft inbox +560,000 train_n=23,892,327 shards=shard_000295,shard_000296,shard_000297,shard_000298,shard_000299,shard_000300,shard_000301
[12:48:54] step 1175/8000 | loss=1.8297 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=620400/0/0 q=0 p=0 | 426 pos/s | vram=35.72GB
[12:49:05] soft inbox +432,978 train_n=24,325,305 shards=shard_000302,shard_000303,shard_000304,shard_000305,shard_000306,shard_000307
[12:49:27] step 1200/8000 | loss=1.8272 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=633600/0/0 q=0 p=0 | 425 pos/s | vram=35.72GB
[12:49:34] soft inbox +320,000 train_n=24,645,305 shards=shard_000308,shard_000309,shard_000310,shard_000311
[12:49:36] ckpt step_001200.pt + latest.pt (live) steps=1200 status=mid kind=full
[12:49:44] val/lichess_opening hard_ce=1.4953 soft_ce=1.4953 soft_temp_ce=1.4953 teacher_entropy=0.0000 teacher_kl=1.4953 wdl_ce=1.0386 value_rows=8192.0000
[12:50:06] step 1225/8000 | loss=1.8407 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=646800/0/0 q=0 p=0 | 423 pos/s | vram=35.72GB
[12:50:23] soft inbox +560,000 train_n=25,205,305 shards=shard_000312,shard_000313,shard_000314,shard_000315,shard_000316,shard_000317,shard_000318
[12:50:46] step 1250/8000 | loss=1.8180 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=660000/0/0 q=0 p=0 | 421 pos/s | vram=35.72GB
[12:50:57] soft inbox +559,999 train_n=25,765,304 shards=shard_000319,shard_000320,shard_000321,shard_000322,shard_000323,shard_000324,shard_000325
[12:51:20] step 1275/8000 | loss=1.8345 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=673200/0/0 q=0 p=0 | 420 pos/s | vram=35.72GB
[12:51:42] step 1300/8000 | loss=1.8392 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=686400/0/0 q=0 p=0 | 422 pos/s | vram=35.72GB
[12:51:51] val/lichess_opening hard_ce=1.4945 soft_ce=1.4945 soft_temp_ce=1.4945 teacher_entropy=0.0000 teacher_kl=1.4945 wdl_ce=1.0374 value_rows=8192.0000
[12:52:13] step 1325/8000 | loss=1.8255 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=699600/0/0 q=0 p=0 | 422 pos/s | vram=35.72GB
[12:52:35] step 1350/8000 | loss=1.8139 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=712800/0/0 q=0 p=0 | 425 pos/s | vram=35.72GB
[12:52:35] ckpt latest.pt (live weights) steps=1350 status=mid
[12:52:57] step 1375/8000 | loss=1.8056 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=726000/0/0 q=0 p=0 | 427 pos/s | vram=35.72GB
[12:53:19] step 1400/8000 | loss=1.8114 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=739200/0/0 q=0 p=0 | 429 pos/s | vram=35.72GB
[12:53:27] val/lichess_opening hard_ce=1.4921 soft_ce=1.4921 soft_temp_ce=1.4921 teacher_entropy=0.0000 teacher_kl=1.4921 wdl_ce=1.0371 value_rows=8192.0000
[12:53:49] step 1425/8000 | loss=1.8293 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=752400/0/0 q=0 p=0 | 429 pos/s | vram=35.72GB
[12:54:11] step 1450/8000 | loss=1.8196 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=765600/0/0 q=0 p=0 | 431 pos/s | vram=35.72GB
[12:54:33] step 1475/8000 | loss=1.8348 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=778800/0/0 q=0 p=0 | 434 pos/s | vram=35.72GB
[12:54:56] step 1500/8000 | loss=1.8243 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=792000/0/0 q=0 p=0 | 435 pos/s | vram=35.72GB
[12:54:57] ckpt step_001500.pt + latest.pt (live) steps=1500 status=mid kind=full
[12:55:06] val/lichess_opening hard_ce=1.4866 soft_ce=1.4866 soft_temp_ce=1.4866 teacher_entropy=0.0000 teacher_kl=1.4866 wdl_ce=1.0373 value_rows=8192.0000
[12:55:28] step 1525/8000 | loss=1.8213 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=805200/0/0 q=0 p=0 | 435 pos/s | vram=35.72GB
[12:55:50] step 1550/8000 | loss=1.8097 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=818400/0/0 q=0 p=0 | 437 pos/s | vram=35.72GB
[12:56:12] step 1575/8000 | loss=1.8137 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=831600/0/0 q=0 p=0 | 439 pos/s | vram=35.72GB
[12:56:33] step 1600/8000 | loss=1.8124 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=844800/0/0 q=0 p=0 | 441 pos/s | vram=35.72GB
[12:56:42] val/lichess_opening hard_ce=1.4850 soft_ce=1.4850 soft_temp_ce=1.4850 teacher_entropy=0.0000 teacher_kl=1.4850 wdl_ce=1.0377 value_rows=8192.0000
[12:57:04] step 1625/8000 | loss=1.8202 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=858000/0/0 q=0 p=0 | 441 pos/s | vram=35.72GB
[12:57:26] step 1650/8000 | loss=1.8358 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=871200/0/0 q=0 p=0 | 442 pos/s | vram=35.72GB
[12:57:27] ckpt latest.pt (live weights) steps=1650 status=mid
[12:57:49] step 1675/8000 | loss=1.8062 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=884400/0/0 q=0 p=0 | 444 pos/s | vram=35.72GB
[12:58:11] step 1700/8000 | loss=1.8121 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=897600/0/0 q=0 p=0 | 446 pos/s | vram=35.72GB
[12:58:20] val/lichess_opening hard_ce=1.4865 soft_ce=1.4865 soft_temp_ce=1.4865 teacher_entropy=0.0000 teacher_kl=1.4865 wdl_ce=1.0374 value_rows=8192.0000
[12:58:42] step 1725/8000 | loss=1.8273 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=910800/0/0 q=0 p=0 | 445 pos/s | vram=35.72GB
[12:59:04] step 1750/8000 | loss=1.8191 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=924000/0/0 q=0 p=0 | 447 pos/s | vram=35.72GB
[12:59:26] step 1775/8000 | loss=1.8235 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=937200/0/0 q=0 p=0 | 449 pos/s | vram=35.72GB
[12:59:48] step 1800/8000 | loss=1.8315 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=950400/0/0 q=0 p=0 | 450 pos/s | vram=35.72GB
[12:59:49] ckpt step_001800.pt + latest.pt (live) steps=1800 status=mid kind=full
[12:59:58] val/lichess_opening hard_ce=1.4759 soft_ce=1.4759 soft_temp_ce=1.4759 teacher_entropy=0.0000 teacher_kl=1.4759 wdl_ce=1.0371 value_rows=8192.0000
[13:00:20] step 1825/8000 | loss=1.8072 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=963600/0/0 q=0 p=0 | 450 pos/s | vram=35.72GB
[13:00:42] step 1850/8000 | loss=1.8028 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=976800/0/0 q=0 p=0 | 451 pos/s | vram=35.72GB
[13:01:04] step 1875/8000 | loss=1.7991 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=990000/0/0 q=0 p=0 | 453 pos/s | vram=35.72GB
[13:01:26] step 1900/8000 | loss=1.7955 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1003200/0/0 q=0 p=0 | 454 pos/s | vram=35.72GB
[13:01:35] val/lichess_opening hard_ce=1.4825 soft_ce=1.4825 soft_temp_ce=1.4825 teacher_entropy=0.0000 teacher_kl=1.4825 wdl_ce=1.0379 value_rows=8192.0000
[13:01:57] step 1925/8000 | loss=1.7875 | lr=2.00e-03,3.00e-05 | clip=5/25 | mix s/d/b=1016400/0/0 q=0 p=0 | 454 pos/s | vram=35.72GB
[13:02:19] step 1950/8000 | loss=1.8248 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1029600/0/0 q=0 p=0 | 455 pos/s | vram=35.72GB
[13:02:20] ckpt latest.pt (live weights) steps=1950 status=mid
[13:02:42] step 1975/8000 | loss=1.8091 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1042800/0/0 q=0 p=0 | 456 pos/s | vram=35.72GB
[13:03:04] step 2000/8000 | loss=1.8027 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1056000/0/0 q=0 p=0 | 458 pos/s | vram=35.72GB
[13:03:12] val/lichess_opening hard_ce=1.4744 soft_ce=1.4744 soft_temp_ce=1.4744 teacher_entropy=0.0000 teacher_kl=1.4744 wdl_ce=1.0380 value_rows=8192.0000
[13:03:34] step 2025/8000 | loss=1.8141 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1069200/0/0 q=0 p=0 | 457 pos/s | vram=35.72GB
[13:03:56] step 2050/8000 | loss=1.8083 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1082400/0/0 q=0 p=0 | 459 pos/s | vram=35.72GB
[13:04:18] step 2075/8000 | loss=1.7936 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1095600/0/0 q=0 p=0 | 460 pos/s | vram=35.72GB
[13:04:40] step 2100/8000 | loss=1.8002 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1108800/0/0 q=0 p=0 | 461 pos/s | vram=35.72GB
[13:04:41] ckpt step_002100.pt + latest.pt (live) steps=2100 status=mid kind=full
[13:04:49] val/lichess_opening hard_ce=1.4748 soft_ce=1.4748 soft_temp_ce=1.4748 teacher_entropy=0.0000 teacher_kl=1.4748 wdl_ce=1.0382 value_rows=8192.0000
[13:05:12] step 2125/8000 | loss=1.7960 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1122000/0/0 q=0 p=0 | 461 pos/s | vram=35.72GB
[13:05:34] step 2150/8000 | loss=1.8058 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1135200/0/0 q=0 p=0 | 462 pos/s | vram=35.72GB
[13:05:55] step 2175/8000 | loss=1.7962 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1148400/0/0 q=0 p=0 | 463 pos/s | vram=35.72GB
[13:06:17] step 2200/8000 | loss=1.8061 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1161600/0/0 q=0 p=0 | 465 pos/s | vram=35.72GB
[13:06:26] val/lichess_opening hard_ce=1.4697 soft_ce=1.4697 soft_temp_ce=1.4697 teacher_entropy=0.0000 teacher_kl=1.4697 wdl_ce=1.0374 value_rows=8192.0000
[13:06:48] step 2225/8000 | loss=1.8121 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1174800/0/0 q=0 p=0 | 464 pos/s | vram=35.72GB
[13:07:10] step 2250/8000 | loss=1.8013 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1188000/0/0 q=0 p=0 | 465 pos/s | vram=35.72GB
[13:07:11] ckpt latest.pt (live weights) steps=2250 status=mid
[13:07:33] step 2275/8000 | loss=1.7889 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1201200/0/0 q=0 p=0 | 466 pos/s | vram=35.72GB
[13:07:55] step 2300/8000 | loss=1.8014 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1214400/0/0 q=0 p=0 | 467 pos/s | vram=35.72GB
[13:08:03] val/lichess_opening hard_ce=1.4756 soft_ce=1.4756 soft_temp_ce=1.4756 teacher_entropy=0.0000 teacher_kl=1.4756 wdl_ce=1.0368 value_rows=8192.0000
[13:08:25] step 2325/8000 | loss=1.8094 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1227600/0/0 q=0 p=0 | 467 pos/s | vram=35.72GB
[13:08:47] step 2350/8000 | loss=1.8071 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=1240800/0/0 q=0 p=0 | 468 pos/s | vram=35.72GB
[13:09:09] step 2375/8000 | loss=1.7964 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1254000/0/0 q=0 p=0 | 469 pos/s | vram=35.72GB
[13:09:31] step 2400/8000 | loss=1.8097 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=1267200/0/0 q=0 p=0 | 470 pos/s | vram=35.72GB
[13:09:33] ckpt step_002400.pt + latest.pt (live) steps=2400 status=mid kind=full
[13:09:42] val/lichess_opening hard_ce=1.4696 soft_ce=1.4696 soft_temp_ce=1.4696 teacher_entropy=0.0000 teacher_kl=1.4696 wdl_ce=1.0365 value_rows=8192.0000
[13:10:04] step 2425/8000 | loss=1.7911 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1280400/0/0 q=0 p=0 | 470 pos/s | vram=35.72GB
[13:10:26] step 2450/8000 | loss=1.7852 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1293600/0/0 q=0 p=0 | 471 pos/s | vram=35.72GB
[13:10:48] step 2475/8000 | loss=1.7954 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1306800/0/0 q=0 p=0 | 472 pos/s | vram=35.72GB
[13:11:10] step 2500/8000 | loss=1.7938 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1320000/0/0 q=0 p=0 | 473 pos/s | vram=35.72GB
[13:11:19] val/lichess_opening hard_ce=1.4703 soft_ce=1.4703 soft_temp_ce=1.4703 teacher_entropy=0.0000 teacher_kl=1.4703 wdl_ce=1.0362 value_rows=8192.0000
[13:11:40] step 2525/8000 | loss=1.7912 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1333200/0/0 q=0 p=0 | 472 pos/s | vram=35.72GB
[13:12:02] step 2550/8000 | loss=1.7859 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1346400/0/0 q=0 p=0 | 473 pos/s | vram=35.72GB
[13:12:03] ckpt latest.pt (live weights) steps=2550 status=mid
[13:12:24] step 2575/8000 | loss=1.7977 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1359600/0/0 q=0 p=0 | 474 pos/s | vram=35.72GB
[13:12:46] step 2600/8000 | loss=1.7891 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1372800/0/0 q=0 p=0 | 475 pos/s | vram=35.72GB
[13:12:55] val/lichess_opening hard_ce=1.4681 soft_ce=1.4681 soft_temp_ce=1.4681 teacher_entropy=0.0000 teacher_kl=1.4681 wdl_ce=1.0384 value_rows=8192.0000
[13:13:17] step 2625/8000 | loss=1.8199 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1386000/0/0 q=0 p=0 | 475 pos/s | vram=35.72GB
[13:13:38] step 2650/8000 | loss=1.8070 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1399200/0/0 q=0 p=0 | 476 pos/s | vram=35.72GB
[13:14:00] step 2675/8000 | loss=1.7976 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1412400/0/0 q=0 p=0 | 477 pos/s | vram=35.72GB
[13:14:22] step 2700/8000 | loss=1.7898 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1425600/0/0 q=0 p=0 | 478 pos/s | vram=35.72GB
[13:14:23] ckpt step_002700.pt + latest.pt (live) steps=2700 status=mid kind=full
[13:14:31] val/lichess_opening hard_ce=1.4694 soft_ce=1.4694 soft_temp_ce=1.4694 teacher_entropy=0.0000 teacher_kl=1.4694 wdl_ce=1.0364 value_rows=8192.0000
[13:14:53] step 2725/8000 | loss=1.7951 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1438800/0/0 q=0 p=0 | 477 pos/s | vram=35.72GB
[13:15:15] step 2750/8000 | loss=1.8133 | lr=2.00e-03,3.00e-05 | clip=4/25 | mix s/d/b=1452000/0/0 q=0 p=0 | 478 pos/s | vram=35.72GB
[13:15:37] step 2775/8000 | loss=1.7946 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1465200/0/0 q=0 p=0 | 479 pos/s | vram=35.72GB
[13:16:00] step 2800/8000 | loss=1.7891 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1478400/0/0 q=0 p=0 | 480 pos/s | vram=35.72GB
[13:16:08] val/lichess_opening hard_ce=1.4588 soft_ce=1.4588 soft_temp_ce=1.4588 teacher_entropy=0.0000 teacher_kl=1.4588 wdl_ce=1.0368 value_rows=8192.0000
[13:16:30] step 2825/8000 | loss=1.7912 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1491600/0/0 q=0 p=0 | 479 pos/s | vram=35.72GB
[13:16:52] step 2850/8000 | loss=1.7750 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1504800/0/0 q=0 p=0 | 480 pos/s | vram=35.72GB
[13:16:52] ckpt latest.pt (live weights) steps=2850 status=mid
[13:17:14] step 2875/8000 | loss=1.7927 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1518000/0/0 q=0 p=0 | 481 pos/s | vram=35.72GB
[13:17:36] step 2900/8000 | loss=1.8083 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1531200/0/0 q=0 p=0 | 482 pos/s | vram=35.72GB
[13:17:45] val/lichess_opening hard_ce=1.4610 soft_ce=1.4610 soft_temp_ce=1.4610 teacher_entropy=0.0000 teacher_kl=1.4610 wdl_ce=1.0380 value_rows=8192.0000
[13:18:06] step 2925/8000 | loss=1.7936 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1544400/0/0 q=0 p=0 | 481 pos/s | vram=35.72GB
[13:18:28] step 2950/8000 | loss=1.7691 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1557600/0/0 q=0 p=0 | 482 pos/s | vram=35.72GB
[13:18:50] step 2975/8000 | loss=1.7828 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1570800/0/0 q=0 p=0 | 483 pos/s | vram=35.72GB
[13:19:12] step 3000/8000 | loss=1.7961 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1584000/0/0 q=0 p=0 | 484 pos/s | vram=35.72GB
[13:19:13] ckpt step_003000.pt + latest.pt (live) steps=3000 status=mid kind=full
[13:19:21] val/lichess_opening hard_ce=1.4613 soft_ce=1.4613 soft_temp_ce=1.4613 teacher_entropy=0.0000 teacher_kl=1.4613 wdl_ce=1.0367 value_rows=8192.0000
[13:19:43] step 3025/8000 | loss=1.8004 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1597200/0/0 q=0 p=0 | 483 pos/s | vram=35.72GB
[13:20:05] step 3050/8000 | loss=1.7827 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1610400/0/0 q=0 p=0 | 484 pos/s | vram=35.72GB
[13:20:27] step 3075/8000 | loss=1.8096 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1623600/0/0 q=0 p=0 | 485 pos/s | vram=35.72GB
[13:20:49] step 3100/8000 | loss=1.8034 | lr=2.00e-03,3.00e-05 | clip=4/25 | mix s/d/b=1636800/0/0 q=0 p=0 | 485 pos/s | vram=35.72GB
[13:20:57] val/lichess_opening hard_ce=1.4582 soft_ce=1.4582 soft_temp_ce=1.4582 teacher_entropy=0.0000 teacher_kl=1.4582 wdl_ce=1.0367 value_rows=8192.0000
[13:21:19] step 3125/8000 | loss=1.7859 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1650000/0/0 q=0 p=0 | 485 pos/s | vram=35.72GB
[13:21:42] step 3150/8000 | loss=1.8136 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=1663200/0/0 q=0 p=0 | 486 pos/s | vram=35.72GB
[13:21:42] ckpt latest.pt (live weights) steps=3150 status=mid
[13:22:05] step 3175/8000 | loss=1.7987 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1676400/0/0 q=0 p=0 | 486 pos/s | vram=35.72GB
[13:22:27] step 3200/8000 | loss=1.7957 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1689600/0/0 q=0 p=0 | 487 pos/s | vram=35.72GB
[13:22:35] val/lichess_opening hard_ce=1.4645 soft_ce=1.4645 soft_temp_ce=1.4645 teacher_entropy=0.0000 teacher_kl=1.4645 wdl_ce=1.0359 value_rows=8192.0000
[13:22:58] step 3225/8000 | loss=1.7882 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1702800/0/0 q=0 p=0 | 486 pos/s | vram=35.72GB
[13:23:20] step 3250/8000 | loss=1.7820 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1716000/0/0 q=0 p=0 | 487 pos/s | vram=35.72GB
[13:23:42] step 3275/8000 | loss=1.7642 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1729200/0/0 q=0 p=0 | 488 pos/s | vram=35.72GB
[13:24:04] step 3300/8000 | loss=1.7713 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=1742400/0/0 q=0 p=0 | 488 pos/s | vram=35.72GB
[13:24:05] ckpt step_003300.pt + latest.pt (live) steps=3300 status=mid kind=full
[13:24:14] val/lichess_opening hard_ce=1.4583 soft_ce=1.4583 soft_temp_ce=1.4583 teacher_entropy=0.0000 teacher_kl=1.4583 wdl_ce=1.0351 value_rows=8192.0000
[13:24:36] step 3325/8000 | loss=1.8060 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1755600/0/0 q=0 p=0 | 488 pos/s | vram=35.72GB
[13:24:58] step 3350/8000 | loss=1.7849 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1768800/0/0 q=0 p=0 | 488 pos/s | vram=35.72GB
[13:25:21] step 3375/8000 | loss=1.7986 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1782000/0/0 q=0 p=0 | 489 pos/s | vram=35.72GB
[13:25:44] step 3400/8000 | loss=1.7901 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1795200/0/0 q=0 p=0 | 490 pos/s | vram=35.72GB
[13:25:53] val/lichess_opening hard_ce=1.4548 soft_ce=1.4548 soft_temp_ce=1.4548 teacher_entropy=0.0000 teacher_kl=1.4548 wdl_ce=1.0352 value_rows=8192.0000
[13:26:15] step 3425/8000 | loss=1.7821 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1808400/0/0 q=0 p=0 | 489 pos/s | vram=35.72GB
[13:26:37] step 3450/8000 | loss=1.8052 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1821600/0/0 q=0 p=0 | 490 pos/s | vram=35.72GB
[13:26:38] ckpt latest.pt (live weights) steps=3450 status=mid
[13:27:00] step 3475/8000 | loss=1.7864 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1834800/0/0 q=0 p=0 | 490 pos/s | vram=35.72GB
[13:27:22] step 3500/8000 | loss=1.8019 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1848000/0/0 q=0 p=0 | 491 pos/s | vram=35.72GB
[13:27:30] val/lichess_opening hard_ce=1.4505 soft_ce=1.4505 soft_temp_ce=1.4505 teacher_entropy=0.0000 teacher_kl=1.4505 wdl_ce=1.0352 value_rows=8192.0000
[13:27:53] step 3525/8000 | loss=1.7866 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1861200/0/0 q=0 p=0 | 490 pos/s | vram=35.72GB
[13:28:14] step 3550/8000 | loss=1.7845 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1874400/0/0 q=0 p=0 | 491 pos/s | vram=35.72GB
[13:28:36] step 3575/8000 | loss=1.7818 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=1887600/0/0 q=0 p=0 | 492 pos/s | vram=35.72GB
[13:28:58] step 3600/8000 | loss=1.7874 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1900800/0/0 q=0 p=0 | 492 pos/s | vram=35.72GB
[13:28:59] ckpt step_003600.pt + latest.pt (live) steps=3600 status=mid kind=full
[13:29:08] val/lichess_opening hard_ce=1.4566 soft_ce=1.4566 soft_temp_ce=1.4566 teacher_entropy=0.0000 teacher_kl=1.4566 wdl_ce=1.0392 value_rows=8192.0000
[13:29:30] step 3625/8000 | loss=1.7970 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1914000/0/0 q=0 p=0 | 492 pos/s | vram=35.72GB
[13:29:52] step 3650/8000 | loss=1.7853 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1927200/0/0 q=0 p=0 | 492 pos/s | vram=35.72GB
[13:30:14] step 3675/8000 | loss=1.8039 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1940400/0/0 q=0 p=0 | 493 pos/s | vram=35.72GB
[13:30:36] step 3700/8000 | loss=1.8013 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1953600/0/0 q=0 p=0 | 493 pos/s | vram=35.72GB
[13:30:45] val/lichess_opening hard_ce=1.4547 soft_ce=1.4547 soft_temp_ce=1.4547 teacher_entropy=0.0000 teacher_kl=1.4547 wdl_ce=1.0359 value_rows=8192.0000
[13:31:07] step 3725/8000 | loss=1.7716 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=1966800/0/0 q=0 p=0 | 493 pos/s | vram=35.72GB
[13:31:29] step 3750/8000 | loss=1.7964 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=1980000/0/0 q=0 p=0 | 494 pos/s | vram=35.72GB
[13:31:29] ckpt latest.pt (live weights) steps=3750 status=mid
[13:31:51] step 3775/8000 | loss=1.7593 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=1993200/0/0 q=0 p=0 | 494 pos/s | vram=35.72GB
[13:32:13] step 3800/8000 | loss=1.7902 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=2006400/0/0 q=0 p=0 | 495 pos/s | vram=35.72GB
[13:32:22] val/lichess_opening hard_ce=1.4431 soft_ce=1.4431 soft_temp_ce=1.4431 teacher_entropy=0.0000 teacher_kl=1.4431 wdl_ce=1.0360 value_rows=8192.0000
[13:32:44] step 3825/8000 | loss=1.7923 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2019600/0/0 q=0 p=0 | 494 pos/s | vram=35.72GB
[13:33:06] step 3850/8000 | loss=1.7947 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2032800/0/0 q=0 p=0 | 495 pos/s | vram=35.72GB
[13:33:27] step 3875/8000 | loss=1.7631 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2046000/0/0 q=0 p=0 | 495 pos/s | vram=35.72GB
[13:33:49] step 3900/8000 | loss=1.7928 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2059200/0/0 q=0 p=0 | 496 pos/s | vram=35.72GB
[13:33:50] ckpt step_003900.pt + latest.pt (live) steps=3900 status=mid kind=full
[13:33:59] val/lichess_opening hard_ce=1.4415 soft_ce=1.4415 soft_temp_ce=1.4415 teacher_entropy=0.0000 teacher_kl=1.4415 wdl_ce=1.0356 value_rows=8192.0000
[13:34:21] step 3925/8000 | loss=1.7736 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2072400/0/0 q=0 p=0 | 495 pos/s | vram=35.72GB
[13:34:43] step 3950/8000 | loss=1.8039 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2085600/0/0 q=0 p=0 | 496 pos/s | vram=35.72GB
[13:35:05] step 3975/8000 | loss=1.7872 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2098800/0/0 q=0 p=0 | 496 pos/s | vram=35.72GB
[13:35:27] step 4000/8000 | loss=1.7817 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=2112000/0/0 q=0 p=0 | 497 pos/s | vram=35.72GB
[13:35:36] val/lichess_opening hard_ce=1.4506 soft_ce=1.4506 soft_temp_ce=1.4506 teacher_entropy=0.0000 teacher_kl=1.4506 wdl_ce=1.0356 value_rows=8192.0000
[13:35:58] step 4025/8000 | loss=1.7781 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2125200/0/0 q=0 p=0 | 496 pos/s | vram=35.72GB
[13:36:19] step 4050/8000 | loss=1.7761 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2138400/0/0 q=0 p=0 | 497 pos/s | vram=35.72GB
[13:36:20] ckpt latest.pt (live weights) steps=4050 status=mid
[13:36:42] step 4075/8000 | loss=1.7829 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=2151600/0/0 q=0 p=0 | 497 pos/s | vram=35.72GB
[13:37:04] step 4100/8000 | loss=1.7856 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2164800/0/0 q=0 p=0 | 498 pos/s | vram=35.72GB
[13:37:13] val/lichess_opening hard_ce=1.4424 soft_ce=1.4424 soft_temp_ce=1.4424 teacher_entropy=0.0000 teacher_kl=1.4424 wdl_ce=1.0365 value_rows=8192.0000
[13:37:34] step 4125/8000 | loss=1.7784 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2178000/0/0 q=0 p=0 | 498 pos/s | vram=35.72GB
[13:37:56] step 4150/8000 | loss=1.7789 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2191200/0/0 q=0 p=0 | 498 pos/s | vram=35.72GB
[13:38:18] step 4175/8000 | loss=1.7948 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2204400/0/0 q=0 p=0 | 499 pos/s | vram=35.72GB
[13:38:40] step 4200/8000 | loss=1.7830 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2217600/0/0 q=0 p=0 | 499 pos/s | vram=35.72GB
[13:38:41] ckpt step_004200.pt + latest.pt (live) steps=4200 status=mid kind=full
[13:38:50] val/lichess_opening hard_ce=1.4478 soft_ce=1.4478 soft_temp_ce=1.4478 teacher_entropy=0.0000 teacher_kl=1.4478 wdl_ce=1.0391 value_rows=8192.0000
[13:39:12] step 4225/8000 | loss=1.7733 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=2230800/0/0 q=0 p=0 | 499 pos/s | vram=35.72GB
[13:39:34] step 4250/8000 | loss=1.7692 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2244000/0/0 q=0 p=0 | 499 pos/s | vram=35.72GB
[13:39:56] step 4275/8000 | loss=1.7878 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2257200/0/0 q=0 p=0 | 499 pos/s | vram=35.72GB
[13:40:18] step 4300/8000 | loss=1.7847 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=2270400/0/0 q=0 p=0 | 500 pos/s | vram=35.72GB
[13:40:27] val/lichess_opening hard_ce=1.4463 soft_ce=1.4463 soft_temp_ce=1.4463 teacher_entropy=0.0000 teacher_kl=1.4463 wdl_ce=1.0355 value_rows=8192.0000
[13:40:49] step 4325/8000 | loss=1.7852 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2283600/0/0 q=0 p=0 | 499 pos/s | vram=35.72GB
[13:41:11] step 4350/8000 | loss=1.7755 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2296800/0/0 q=0 p=0 | 500 pos/s | vram=35.72GB
[13:41:11] ckpt latest.pt (live weights) steps=4350 status=mid
[13:41:33] step 4375/8000 | loss=1.7857 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2310000/0/0 q=0 p=0 | 500 pos/s | vram=35.72GB
[13:41:55] step 4400/8000 | loss=1.7754 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2323200/0/0 q=0 p=0 | 501 pos/s | vram=35.72GB
[13:42:04] val/lichess_opening hard_ce=1.4428 soft_ce=1.4428 soft_temp_ce=1.4428 teacher_entropy=0.0000 teacher_kl=1.4428 wdl_ce=1.0377 value_rows=8192.0000
[13:42:26] step 4425/8000 | loss=1.7847 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2336400/0/0 q=0 p=0 | 500 pos/s | vram=35.72GB
[13:42:48] step 4450/8000 | loss=1.7747 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2349600/0/0 q=0 p=0 | 501 pos/s | vram=35.72GB
[13:43:10] step 4475/8000 | loss=1.7989 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2362800/0/0 q=0 p=0 | 501 pos/s | vram=35.72GB
[13:43:32] step 4500/8000 | loss=1.7656 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2376000/0/0 q=0 p=0 | 502 pos/s | vram=35.72GB
[13:43:33] ckpt step_004500.pt + latest.pt (live) steps=4500 status=mid kind=full
[13:43:42] val/lichess_opening hard_ce=1.4411 soft_ce=1.4411 soft_temp_ce=1.4411 teacher_entropy=0.0000 teacher_kl=1.4411 wdl_ce=1.0357 value_rows=8192.0000
[13:44:04] step 4525/8000 | loss=1.7766 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2389200/0/0 q=0 p=0 | 501 pos/s | vram=35.72GB
[13:44:25] step 4550/8000 | loss=1.7961 | lr=2.00e-03,3.00e-05 | clip=4/25 | mix s/d/b=2402400/0/0 q=0 p=0 | 502 pos/s | vram=35.72GB
[13:44:47] step 4575/8000 | loss=1.7720 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2415600/0/0 q=0 p=0 | 502 pos/s | vram=35.72GB
[13:45:09] step 4600/8000 | loss=1.7706 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2428800/0/0 q=0 p=0 | 503 pos/s | vram=35.72GB
[13:45:18] val/lichess_opening hard_ce=1.4448 soft_ce=1.4448 soft_temp_ce=1.4448 teacher_entropy=0.0000 teacher_kl=1.4448 wdl_ce=1.0374 value_rows=8192.0000
[13:45:41] step 4625/8000 | loss=1.7734 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2442000/0/0 q=0 p=0 | 502 pos/s | vram=35.72GB
[13:46:03] step 4650/8000 | loss=1.7475 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2455200/0/0 q=0 p=0 | 502 pos/s | vram=35.72GB
[13:46:03] ckpt latest.pt (live weights) steps=4650 status=mid
[13:46:25] step 4675/8000 | loss=1.7758 | lr=2.00e-03,3.00e-05 | clip=4/25 | mix s/d/b=2468400/0/0 q=0 p=0 | 503 pos/s | vram=35.72GB
[13:46:47] step 4700/8000 | loss=1.7692 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2481600/0/0 q=0 p=0 | 503 pos/s | vram=35.72GB
[13:46:56] val/lichess_opening hard_ce=1.4354 soft_ce=1.4354 soft_temp_ce=1.4354 teacher_entropy=0.0000 teacher_kl=1.4354 wdl_ce=1.0359 value_rows=8192.0000
[13:47:18] step 4725/8000 | loss=1.7617 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2494800/0/0 q=0 p=0 | 503 pos/s | vram=35.72GB
[13:47:40] step 4750/8000 | loss=1.7791 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2508000/0/0 q=0 p=0 | 503 pos/s | vram=35.72GB
[13:48:02] step 4775/8000 | loss=1.7859 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2521200/0/0 q=0 p=0 | 504 pos/s | vram=35.72GB
[13:48:24] step 4800/8000 | loss=1.7870 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2534400/0/0 q=0 p=0 | 504 pos/s | vram=35.72GB
[13:48:25] ckpt step_004800.pt + latest.pt (live) steps=4800 status=mid kind=full
[13:48:34] val/lichess_opening hard_ce=1.4479 soft_ce=1.4479 soft_temp_ce=1.4479 teacher_entropy=0.0000 teacher_kl=1.4479 wdl_ce=1.0345 value_rows=8192.0000
[13:48:56] step 4825/8000 | loss=1.7853 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2547600/0/0 q=0 p=0 | 504 pos/s | vram=35.72GB
[13:49:18] step 4850/8000 | loss=1.7490 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2560800/0/0 q=0 p=0 | 504 pos/s | vram=35.72GB
[13:49:40] step 4875/8000 | loss=1.7564 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2574000/0/0 q=0 p=0 | 504 pos/s | vram=35.72GB
[13:50:02] step 4900/8000 | loss=1.7534 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2587200/0/0 q=0 p=0 | 505 pos/s | vram=35.72GB
[13:50:10] val/lichess_opening hard_ce=1.4395 soft_ce=1.4395 soft_temp_ce=1.4395 teacher_entropy=0.0000 teacher_kl=1.4395 wdl_ce=1.0347 value_rows=8192.0000
[13:50:32] step 4925/8000 | loss=1.7941 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2600400/0/0 q=0 p=0 | 504 pos/s | vram=35.72GB
[13:50:55] step 4950/8000 | loss=1.7669 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2613600/0/0 q=0 p=0 | 505 pos/s | vram=35.72GB
[13:50:56] ckpt latest.pt (live weights) steps=4950 status=mid
[13:51:18] step 4975/8000 | loss=1.7636 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2626800/0/0 q=0 p=0 | 505 pos/s | vram=35.72GB
[13:51:40] step 5000/8000 | loss=1.7778 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=2640000/0/0 q=0 p=0 | 505 pos/s | vram=35.72GB
[13:51:49] val/lichess_opening hard_ce=1.4362 soft_ce=1.4362 soft_temp_ce=1.4362 teacher_entropy=0.0000 teacher_kl=1.4362 wdl_ce=1.0361 value_rows=8192.0000
[13:52:11] step 5025/8000 | loss=1.7575 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=2653200/0/0 q=0 p=0 | 505 pos/s | vram=35.72GB
[13:52:33] step 5050/8000 | loss=1.7691 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2666400/0/0 q=0 p=0 | 505 pos/s | vram=35.72GB
[13:52:55] step 5075/8000 | loss=1.7413 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2679600/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[13:53:16] step 5100/8000 | loss=1.7701 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2692800/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[13:53:17] ckpt step_005100.pt + latest.pt (live) steps=5100 status=mid kind=full
[13:53:26] val/lichess_opening hard_ce=1.4361 soft_ce=1.4361 soft_temp_ce=1.4361 teacher_entropy=0.0000 teacher_kl=1.4361 wdl_ce=1.0370 value_rows=8192.0000
[13:53:48] step 5125/8000 | loss=1.7740 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2706000/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[13:54:10] step 5150/8000 | loss=1.7771 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2719200/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[13:54:32] step 5175/8000 | loss=1.7650 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2732400/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[13:54:54] step 5200/8000 | loss=1.7655 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2745600/0/0 q=0 p=0 | 507 pos/s | vram=35.72GB
[13:55:03] val/lichess_opening hard_ce=1.4293 soft_ce=1.4293 soft_temp_ce=1.4293 teacher_entropy=0.0000 teacher_kl=1.4293 wdl_ce=1.0344 value_rows=8192.0000
[13:55:25] step 5225/8000 | loss=1.7754 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2758800/0/0 q=0 p=0 | 506 pos/s | vram=35.72GB
[13:55:47] step 5250/8000 | loss=1.7754 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2772000/0/0 q=0 p=0 | 507 pos/s | vram=35.72GB
[13:55:47] ckpt latest.pt (live weights) steps=5250 status=mid
[13:56:09] step 5275/8000 | loss=1.7664 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2785200/0/0 q=0 p=0 | 507 pos/s | vram=35.72GB
[13:56:32] step 5300/8000 | loss=1.7667 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2798400/0/0 q=0 p=0 | 507 pos/s | vram=35.72GB
[13:56:41] val/lichess_opening hard_ce=1.4347 soft_ce=1.4347 soft_temp_ce=1.4347 teacher_entropy=0.0000 teacher_kl=1.4347 wdl_ce=1.0357 value_rows=8192.0000
[13:57:03] step 5325/8000 | loss=1.7602 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2811600/0/0 q=0 p=0 | 507 pos/s | vram=35.72GB
[13:57:24] step 5350/8000 | loss=1.7499 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2824800/0/0 q=0 p=0 | 507 pos/s | vram=35.72GB
[13:57:46] step 5375/8000 | loss=1.7480 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2838000/0/0 q=0 p=0 | 508 pos/s | vram=35.72GB
[13:58:08] step 5400/8000 | loss=1.7684 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2851200/0/0 q=0 p=0 | 508 pos/s | vram=35.72GB
[13:58:09] ckpt step_005400.pt + latest.pt (live) steps=5400 status=mid kind=full
[13:58:18] val/lichess_opening hard_ce=1.4278 soft_ce=1.4278 soft_temp_ce=1.4278 teacher_entropy=0.0000 teacher_kl=1.4278 wdl_ce=1.0349 value_rows=8192.0000
[13:58:40] step 5425/8000 | loss=1.7703 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2864400/0/0 q=0 p=0 | 508 pos/s | vram=35.72GB
[13:59:02] step 5450/8000 | loss=1.7717 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2877600/0/0 q=0 p=0 | 508 pos/s | vram=35.72GB
[13:59:24] step 5475/8000 | loss=1.7558 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2890800/0/0 q=0 p=0 | 508 pos/s | vram=35.72GB
[13:59:46] step 5500/8000 | loss=1.7710 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2904000/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[13:59:55] val/lichess_opening hard_ce=1.4352 soft_ce=1.4352 soft_temp_ce=1.4352 teacher_entropy=0.0000 teacher_kl=1.4352 wdl_ce=1.0337 value_rows=8192.0000
[14:00:17] step 5525/8000 | loss=1.7935 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2917200/0/0 q=0 p=0 | 508 pos/s | vram=35.72GB
[14:00:39] step 5550/8000 | loss=1.7786 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2930400/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:00:39] ckpt latest.pt (live weights) steps=5550 status=mid
[14:01:01] step 5575/8000 | loss=1.7454 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2943600/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:01:23] step 5600/8000 | loss=1.7640 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2956800/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:01:32] val/lichess_opening hard_ce=1.4295 soft_ce=1.4295 soft_temp_ce=1.4295 teacher_entropy=0.0000 teacher_kl=1.4295 wdl_ce=1.0339 value_rows=8192.0000
[14:01:55] step 5625/8000 | loss=1.7503 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2970000/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:02:17] step 5650/8000 | loss=1.7512 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=2983200/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:02:39] step 5675/8000 | loss=1.7469 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=2996400/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:03:01] step 5700/8000 | loss=1.7646 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=3009600/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:03:02] ckpt step_005700.pt + latest.pt (live) steps=5700 status=mid kind=full
[14:03:11] val/lichess_opening hard_ce=1.4317 soft_ce=1.4317 soft_temp_ce=1.4317 teacher_entropy=0.0000 teacher_kl=1.4317 wdl_ce=1.0365 value_rows=8192.0000
[14:03:32] step 5725/8000 | loss=1.7690 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3022800/0/0 q=0 p=0 | 509 pos/s | vram=35.72GB
[14:03:54] step 5750/8000 | loss=1.7557 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3036000/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:04:16] step 5775/8000 | loss=1.7574 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3049200/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:04:38] step 5800/8000 | loss=1.7517 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3062400/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:04:47] val/lichess_opening hard_ce=1.4324 soft_ce=1.4324 soft_temp_ce=1.4324 teacher_entropy=0.0000 teacher_kl=1.4324 wdl_ce=1.0341 value_rows=8192.0000
[14:05:09] step 5825/8000 | loss=1.7718 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3075600/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:05:31] step 5850/8000 | loss=1.7682 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=3088800/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:05:31] ckpt latest.pt (live weights) steps=5850 status=mid
[14:05:53] step 5875/8000 | loss=1.7414 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3102000/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:06:15] step 5900/8000 | loss=1.7624 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3115200/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:06:24] val/lichess_opening hard_ce=1.4236 soft_ce=1.4236 soft_temp_ce=1.4236 teacher_entropy=0.0000 teacher_kl=1.4236 wdl_ce=1.0341 value_rows=8192.0000
[14:06:46] step 5925/8000 | loss=1.7855 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=3128400/0/0 q=0 p=0 | 510 pos/s | vram=35.72GB
[14:07:08] step 5950/8000 | loss=1.7500 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3141600/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:07:30] step 5975/8000 | loss=1.7570 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3154800/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:07:52] step 6000/8000 | loss=1.7784 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3168000/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:07:53] ckpt step_006000.pt + latest.pt (live) steps=6000 status=mid kind=full
[14:08:02] val/lichess_opening hard_ce=1.4239 soft_ce=1.4239 soft_temp_ce=1.4239 teacher_entropy=0.0000 teacher_kl=1.4239 wdl_ce=1.0346 value_rows=8192.0000
[14:08:24] step 6025/8000 | loss=1.7652 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3181200/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:08:46] step 6050/8000 | loss=1.7754 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3194400/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:09:08] step 6075/8000 | loss=1.7613 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3207600/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:09:30] step 6100/8000 | loss=1.7439 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3220800/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:09:38] val/lichess_opening hard_ce=1.4205 soft_ce=1.4205 soft_temp_ce=1.4205 teacher_entropy=0.0000 teacher_kl=1.4205 wdl_ce=1.0351 value_rows=8192.0000
[14:10:00] step 6125/8000 | loss=1.7598 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3234000/0/0 q=0 p=0 | 511 pos/s | vram=35.72GB
[14:10:22] step 6150/8000 | loss=1.7550 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3247200/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:10:23] ckpt latest.pt (live weights) steps=6150 status=mid
[14:10:44] step 6175/8000 | loss=1.7386 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3260400/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:11:06] step 6200/8000 | loss=1.7623 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3273600/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:11:15] val/lichess_opening hard_ce=1.4208 soft_ce=1.4208 soft_temp_ce=1.4208 teacher_entropy=0.0000 teacher_kl=1.4208 wdl_ce=1.0374 value_rows=8192.0000
[14:11:37] step 6225/8000 | loss=1.7581 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3286800/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:11:59] step 6250/8000 | loss=1.7610 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3300000/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:12:21] step 6275/8000 | loss=1.7498 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3313200/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:12:44] step 6300/8000 | loss=1.7456 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=3326400/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:12:46] ckpt step_006300.pt + latest.pt (live) steps=6300 status=mid kind=full
[14:12:54] val/lichess_opening hard_ce=1.4212 soft_ce=1.4212 soft_temp_ce=1.4212 teacher_entropy=0.0000 teacher_kl=1.4212 wdl_ce=1.0358 value_rows=8192.0000
[14:13:16] step 6325/8000 | loss=1.7604 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3339600/0/0 q=0 p=0 | 512 pos/s | vram=35.72GB
[14:13:38] step 6350/8000 | loss=1.7576 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3352800/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:14:00] step 6375/8000 | loss=1.7610 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3366000/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:14:22] step 6400/8000 | loss=1.7511 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3379200/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:14:31] val/lichess_opening hard_ce=1.4204 soft_ce=1.4204 soft_temp_ce=1.4204 teacher_entropy=0.0000 teacher_kl=1.4204 wdl_ce=1.0362 value_rows=8192.0000
[14:14:53] step 6425/8000 | loss=1.7625 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3392400/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:15:15] step 6450/8000 | loss=1.7635 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3405600/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:15:15] ckpt latest.pt (live weights) steps=6450 status=mid
[14:15:37] step 6475/8000 | loss=1.7500 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3418800/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:15:59] step 6500/8000 | loss=1.7445 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3432000/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:16:08] val/lichess_opening hard_ce=1.4225 soft_ce=1.4225 soft_temp_ce=1.4225 teacher_entropy=0.0000 teacher_kl=1.4225 wdl_ce=1.0353 value_rows=8192.0000
[14:16:30] step 6525/8000 | loss=1.7479 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3445200/0/0 q=0 p=0 | 513 pos/s | vram=35.72GB
[14:16:52] step 6550/8000 | loss=1.7505 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3458400/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:17:14] step 6575/8000 | loss=1.7542 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3471600/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:17:36] step 6600/8000 | loss=1.7923 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3484800/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:17:37] ckpt step_006600.pt + latest.pt (live) steps=6600 status=mid kind=full
[14:17:45] val/lichess_opening hard_ce=1.4201 soft_ce=1.4201 soft_temp_ce=1.4201 teacher_entropy=0.0000 teacher_kl=1.4201 wdl_ce=1.0345 value_rows=8192.0000
[14:18:08] step 6625/8000 | loss=1.7526 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3498000/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:18:30] step 6650/8000 | loss=1.7393 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3511200/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:18:52] step 6675/8000 | loss=1.7422 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=3524400/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:19:14] step 6700/8000 | loss=1.7389 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3537600/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:19:22] val/lichess_opening hard_ce=1.4150 soft_ce=1.4150 soft_temp_ce=1.4150 teacher_entropy=0.0000 teacher_kl=1.4150 wdl_ce=1.0346 value_rows=8192.0000
[14:19:44] step 6725/8000 | loss=1.7283 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3550800/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:20:06] step 6750/8000 | loss=1.7289 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3564000/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:20:07] ckpt latest.pt (live weights) steps=6750 status=mid
[14:20:29] step 6775/8000 | loss=1.7434 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3577200/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:20:51] step 6800/8000 | loss=1.7516 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3590400/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:20:59] val/lichess_opening hard_ce=1.4106 soft_ce=1.4106 soft_temp_ce=1.4106 teacher_entropy=0.0000 teacher_kl=1.4106 wdl_ce=1.0339 value_rows=8192.0000
[14:21:21] step 6825/8000 | loss=1.7487 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3603600/0/0 q=0 p=0 | 514 pos/s | vram=35.72GB
[14:21:43] step 6850/8000 | loss=1.7582 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3616800/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:22:05] step 6875/8000 | loss=1.7540 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3630000/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:22:27] step 6900/8000 | loss=1.7415 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3643200/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:22:28] ckpt step_006900.pt + latest.pt (live) steps=6900 status=mid kind=full
[14:22:37] val/lichess_opening hard_ce=1.4189 soft_ce=1.4189 soft_temp_ce=1.4189 teacher_entropy=0.0000 teacher_kl=1.4189 wdl_ce=1.0341 value_rows=8192.0000
[14:22:59] step 6925/8000 | loss=1.7624 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3656400/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:23:22] step 6950/8000 | loss=1.7436 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3669600/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:23:44] step 6975/8000 | loss=1.7382 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=3682800/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:24:05] step 7000/8000 | loss=1.7473 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3696000/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:24:14] val/lichess_opening hard_ce=1.4145 soft_ce=1.4145 soft_temp_ce=1.4145 teacher_entropy=0.0000 teacher_kl=1.4145 wdl_ce=1.0337 value_rows=8192.0000
[14:24:36] step 7025/8000 | loss=1.7552 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3709200/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:24:58] step 7050/8000 | loss=1.7439 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3722400/0/0 q=0 p=0 | 515 pos/s | vram=35.72GB
[14:24:59] ckpt latest.pt (live weights) steps=7050 status=mid
[14:25:20] step 7075/8000 | loss=1.7450 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3735600/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:25:42] step 7100/8000 | loss=1.7615 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3748800/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:25:51] val/lichess_opening hard_ce=1.4111 soft_ce=1.4111 soft_temp_ce=1.4111 teacher_entropy=0.0000 teacher_kl=1.4111 wdl_ce=1.0360 value_rows=8192.0000
[14:26:13] step 7125/8000 | loss=1.7525 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3762000/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:26:35] step 7150/8000 | loss=1.7465 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3775200/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:26:57] step 7175/8000 | loss=1.7664 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3788400/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:27:19] step 7200/8000 | loss=1.7451 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3801600/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:27:20] ckpt step_007200.pt + latest.pt (live) steps=7200 status=mid kind=full
[14:27:28] val/lichess_opening hard_ce=1.4135 soft_ce=1.4135 soft_temp_ce=1.4135 teacher_entropy=0.0000 teacher_kl=1.4135 wdl_ce=1.0376 value_rows=8192.0000
[14:27:50] step 7225/8000 | loss=1.7482 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3814800/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:28:12] step 7250/8000 | loss=1.7486 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3828000/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:28:35] step 7275/8000 | loss=1.7446 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3841200/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:28:57] step 7300/8000 | loss=1.7292 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3854400/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:29:05] val/lichess_opening hard_ce=1.4120 soft_ce=1.4120 soft_temp_ce=1.4120 teacher_entropy=0.0000 teacher_kl=1.4120 wdl_ce=1.0367 value_rows=8192.0000
[14:29:27] step 7325/8000 | loss=1.7462 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3867600/0/0 q=0 p=0 | 516 pos/s | vram=35.72GB
[14:29:49] step 7350/8000 | loss=1.7458 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3880800/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:29:50] ckpt latest.pt (live weights) steps=7350 status=mid
[14:30:12] step 7375/8000 | loss=1.7680 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3894000/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:30:34] step 7400/8000 | loss=1.7627 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=3907200/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:30:43] val/lichess_opening hard_ce=1.4139 soft_ce=1.4139 soft_temp_ce=1.4139 teacher_entropy=0.0000 teacher_kl=1.4139 wdl_ce=1.0345 value_rows=8192.0000
[14:31:04] step 7425/8000 | loss=1.7510 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3920400/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:31:26] step 7450/8000 | loss=1.7519 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=3933600/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:31:48] step 7475/8000 | loss=1.7748 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3946800/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:32:10] step 7500/8000 | loss=1.7359 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3960000/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:32:11] ckpt step_007500.pt + latest.pt (live) steps=7500 status=mid kind=full
[14:32:20] val/lichess_opening hard_ce=1.4156 soft_ce=1.4156 soft_temp_ce=1.4156 teacher_entropy=0.0000 teacher_kl=1.4156 wdl_ce=1.0341 value_rows=8192.0000
[14:32:42] step 7525/8000 | loss=1.7756 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=3973200/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:33:03] step 7550/8000 | loss=1.7623 | lr=2.00e-03,3.00e-05 | clip=3/25 | mix s/d/b=3986400/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:33:25] step 7575/8000 | loss=1.7640 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=3999600/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:33:47] step 7600/8000 | loss=1.7557 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4012800/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:33:56] val/lichess_opening hard_ce=1.4121 soft_ce=1.4121 soft_temp_ce=1.4121 teacher_entropy=0.0000 teacher_kl=1.4121 wdl_ce=1.0343 value_rows=8192.0000
[14:34:18] step 7625/8000 | loss=1.7711 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=4026000/0/0 q=0 p=0 | 517 pos/s | vram=35.72GB
[14:34:40] step 7650/8000 | loss=1.7683 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4039200/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:34:40] ckpt latest.pt (live weights) steps=7650 status=mid
[14:35:02] step 7675/8000 | loss=1.7521 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4052400/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:35:24] step 7700/8000 | loss=1.7604 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4065600/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:35:33] val/lichess_opening hard_ce=1.4054 soft_ce=1.4054 soft_temp_ce=1.4054 teacher_entropy=0.0000 teacher_kl=1.4054 wdl_ce=1.0348 value_rows=8192.0000
[14:35:55] step 7725/8000 | loss=1.7637 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4078800/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:36:17] step 7750/8000 | loss=1.7682 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4092000/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:36:39] step 7775/8000 | loss=1.7515 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4105200/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:37:01] step 7800/8000 | loss=1.7451 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4118400/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:37:01] ckpt step_007800.pt + latest.pt (live) steps=7800 status=mid kind=full
[14:37:10] val/lichess_opening hard_ce=1.4111 soft_ce=1.4111 soft_temp_ce=1.4111 teacher_entropy=0.0000 teacher_kl=1.4111 wdl_ce=1.0340 value_rows=8192.0000
[14:37:32] step 7825/8000 | loss=1.7509 | lr=2.00e-03,3.00e-05 | clip=2/25 | mix s/d/b=4131600/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:37:54] step 7850/8000 | loss=1.7471 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=4144800/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:38:16] step 7875/8000 | loss=1.7633 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4158000/0/0 q=0 p=0 | 519 pos/s | vram=35.72GB
[14:38:38] step 7900/8000 | loss=1.7662 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4171200/0/0 q=0 p=0 | 519 pos/s | vram=35.72GB
[14:38:47] val/lichess_opening hard_ce=1.4062 soft_ce=1.4062 soft_temp_ce=1.4062 teacher_entropy=0.0000 teacher_kl=1.4062 wdl_ce=1.0351 value_rows=8192.0000
[14:39:09] step 7925/8000 | loss=1.7646 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=4184400/0/0 q=0 p=0 | 518 pos/s | vram=35.72GB
[14:39:31] step 7950/8000 | loss=1.7509 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4197600/0/0 q=0 p=0 | 519 pos/s | vram=35.72GB
[14:39:32] ckpt latest.pt (live weights) steps=7950 status=mid
[14:39:53] step 7975/8000 | loss=1.7594 | lr=2.00e-03,3.00e-05 | clip=1/25 | mix s/d/b=4210800/0/0 q=0 p=0 | 519 pos/s | vram=35.72GB
[14:40:15] step 8000/8000 | loss=1.7585 | lr=2.00e-03,3.00e-05 | clip=0/25 | mix s/d/b=4224000/0/0 q=0 p=0 | 519 pos/s | vram=35.72GB
[14:40:24] val/lichess_opening hard_ce=1.4045 soft_ce=1.4045 soft_temp_ce=1.4045 teacher_entropy=0.0000 teacher_kl=1.4045 wdl_ce=1.0357 value_rows=8192.0000
[14:40:25] timing wall=8147s active=7269s steps=8000 status=trained
[14:40:25] done steps=8000 pos_s=518.5 params=98.97M status=trained kind=full