{ "protocol": "SG-WEB/3", "build": "sg-web-3.1-reader-20260923", "request_id": "0e95b0d24993", "status": "ok", "tool": "agillm_training_log", "resolved_tool": "agillm_training_log", "backend": "sg1", "elapsed_ms": 268.1, "received_at_utc": "2026-10-04T01:20:28Z", "result": "[02:20:28.0 04/10/2026 UK] | LAPTOP: PowerShell/CMD/other commands must run hidden; NO popup windows or focus-steal; SG GUI auto-reopen stays background. 🔔 MEMORY LOGGED · slot 1868 · 563 chars · 27m\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323863 seen_tok=493511118848 loss=5.373 lr=1.60e-06 B=240 L=2048 raw_tok_s=343559.0 fullstack_equiv_tok_s=306.0 layer_updates_s=8569.1 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=22.57GB\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323870 seen_tok=493514559488 loss=5.655 lr=1.60e-06 B=240 L=2048 raw_tok_s=350415.0 fullstack_equiv_tok_s=314.3 layer_updates_s=8799.2 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=15.66GB\n[standard-v100-52631126] [dblock] step=1593525 block=1 obj=nat layers=[3] loss=7.945 weighted=9.931 ar=0.000 sat=0.000 nat=9.931 raw_sum=7.945 edm_w=5.000 sup=[ar:9438934362,sat:486725300,nat:394289278,fsar:1310808808] router=ctx_seq_transformer_shadow blend=0.00 hist=32 policy=1 shadow=11 agree=False pred=[3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05,3.05] router_fit=0.002 router_n=1584124 router_mae=\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323876 seen_tok=493517508608 loss=7.945 lr=1.60e-06 B=240 L=2048 raw_tok_s=342441.6 fullstack_equiv_tok_s=312.1 layer_updates_s=8737.7 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=21.87GB\n[standard-v100-52631126] [dblock-sat-anchor] step=1593525 raw_ce=6.9304 weight=0.1000 weighted=0.7124 targets=126/126 gate_ce=0.1931 gate_weight=0.1000 gate_labels2=4/63 gate_pred2=6 false_accepts=3 gate_class_w=[1.0, 1.0] gate_balance=unweighted-proper-scoring-v3 crop=row166:573+128 rows=1 shift=2 finite=True spike=False baseline=6.3647097184213886 softcap=False cap_ce=12.729419436842777 grad_scale=1.000000 batch_sha256=\n[standard-v100-52631126] [61.6899%] 493,518,983,168/800,000,000,000 tok | 305309.48 tok/s | loss=5.166 B=240 L=2048 eq_s=305.36 lupd_s=8550.15 step=3323879 eta=11d14h50m elapsed=16h50m41s\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323883 seen_tok=493520949248 loss=5.311 lr=1.60e-06 B=240 L=2048 raw_tok_s=344375.3 fullstack_equiv_tok_s=310.9 layer_updates_s=8705.4 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=12.15GB\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323890 seen_tok=493524389888 loss=5.265 lr=1.60e-06 B=240 L=2048 raw_tok_s=348195.6 fullstack_equiv_tok_s=314.6 layer_updates_s=8807.5 dblock=True structured_masks=False gpu_alloc=7.36GB gpu_reserved=25.58GB gpu_peak=21.81GB\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323897 seen_tok=493527830528 loss=7.505 lr=1.60e-06 B=240 L=2048 raw_tok_s=348809.2 fullstack_equiv_tok_s=313.9 layer_updates_s=8788.6 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=15.66GB\n[standard-v100-52631126] [dblock] step=1593550 block=7 obj=ar layers=[14] loss=5.569 weighted=6.961 ar=6.961 sat=0.000 nat=0.000 raw_sum=5.569 edm_w=5.000 sup=[ar:9439139062,sat:486733492,nat:394295826,fsar:1310810856] router=ctx_seq_transformer_shadow blend=0.00 hist=32 policy=7 shadow=4 agree=False pred=[-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61,-0.61] router_fit=0.079 router_n=158414\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323904 seen_tok=493531271168 loss=5.366 lr=1.60e-06 B=240 L=2048 raw_tok_s=351331.6 fullstack_equiv_tok_s=314.0 layer_updates_s=8793.2 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=21.70GB\n[standard-v100-52631126] [dataset-router] 10:openbmb/UltraData-Math:UltraData-Mat score=0.95 q=0.89 rel=1.00 gain=1.00/dropping:positive:probe=1.000 ok=1.00 err=0.00 tok=840; 4:Skylion007/openwebtext score=0.94 q=0.88 rel=1.00 gain=1.00/dropping:positive:probe=1.000 ok=1.00 err=0.00 tok=878; 0:HuggingFaceFW/fineweb-edu:sample-10B score=0.93 q=0.86 rel=0.99 gain=1.00/dropping:positive:probe=1.000 ok=1.00 err=0.00 tok=939; \n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323910 seen_tok=493534220288 loss=5.818 lr=1.60e-06 B=240 L=2048 raw_tok_s=335504.9 fullstack_equiv_tok_s=312.3 layer_updates_s=8744.8 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=13.17GB\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323918 seen_tok=493538152448 loss=5.670 lr=1.60e-06 B=240 L=2048 raw_tok_s=354219.0 fullstack_equiv_tok_s=314.0 layer_updates_s=8791.3 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=21.81GB\n[standard-v100-52631126] [61.6923%] 493,538,643,968/800,000,000,000 tok | 305325.88 tok/s | loss=7.277 B=240 L=2048 eq_s=311.22 lupd_s=8714.19 step=3323919 eta=11d14h48m elapsed=16h51m43s\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323924 seen_tok=493541101568 loss=5.307 lr=1.60e-06 B=240 L=2048 raw_tok_s=344328.8 fullstack_equiv_tok_s=310.5 layer_updates_s=8695.1 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=15.68GB\n[standard-v100-52631126] [dblock] step=1593575 block=13 obj=ar layers=[26] loss=5.439 weighted=6.059 ar=6.059 sat=0.000 nat=0.000 raw_sum=5.439 edm_w=4.456 sup=[ar:9439343762,sat:486741684,nat:394301187,fsar:1310812904] router=ctx_seq_transformer_shadow blend=0.00 hist=32 policy=13 shadow=4 agree=False pred=[-0.56,-0.56,-0.56,-0.56,-0.55,-0.56,-0.56,-0.56,-0.56,-0.55,-0.56,-0.56,-0.56,-0.56] router_fit=0.000 router_n=1584\n[standard-v100-52631126] [dblock-anchor] step=1593575 raw_ce=5.4162 weight=1.0000 weighted=5.4162 targets=256/256 crop=row215:1136+257 rows=1 finite=True spike=False baseline=5.022564110468563 softcap=False cap_ce=25.0 grad_scale=1.000000 batch_sha256=a986dae9e8772b0b85e20194ebcb2e5ea67296b2df013fdd50160318865814d8 crop_sha256=cfa06e7b8441d24f42ff6c5a42de53a1a02b407301251707acdb9dcc5c4c0981 target_sha256=a0ca88ef7137dd147\n[standard-v100-52631126] [dblock-satvar-anchor] {\"available\":506,\"d_hist\":{\"1\":204,\"2\":164,\"3\":90,\"4\":48},\"due\":true,\"finite\":true,\"ran\":true,\"raw\":7.262702465057373,\"regret\":{\"blocks\":128,\"ce_by_d\":{\"1\":6.6073,\"2\":7.6448,\"3\":8.4409,\"4\":8.5248},\"count_by_d\":{\"1\":128,\"2\":100,\"3\":55,\"4\":33},\"pred_ce_by_d\":{\"1\":6.1452,\"2\":7.0464,\"3\":7.8207,\"4\":7.5056},\"regret_mae_log\":0.3355,\"slots\":316},\"regret_loss\":0.15823009610176086,\"re\n[standard-v100-52631126] [heartbeat] phase=pretrain pid=92023 step=3323931 seen_tok=493544542208 loss=7.488 lr=1.60e-06 B=240 L=2048 raw_tok_s=343233.2 fullstack_equiv_tok_s=314.8 layer_updates_s=8814.7 dblock=True structured_masks=False gpu_alloc=7.32GB gpu_reserved=25.58GB gpu_peak=20.14GB\n\n[training-log metadata] {\"cached_lines\":50,\"polled_at\":1791075936,\"age_s\":892,\"available\":true,\"source\":\"raw-training-log\",\"degraded\":false,\"stale\":true,\"stale_after_s\":60,\"refreshing\":true,\"last_attempt_at\":1791076828,\"last_error\":null,\"last_error_at\":null,\"refresh_timeout_s\":20}", "links": { "Run again": "https://codex.opentransformers.online/experimental/sg-mcp/call/agillm_training_log?args=%7B%22lines%22%3A+20%7D&format=json&backend=auto", "Use SG1": "https://codex.opentransformers.online/experimental/sg-mcp/call/agillm_training_log?args=%7B%22lines%22%3A+20%7D&format=json&backend=sg1", "Use SG2": "https://codex.opentransformers.online/experimental/sg-mcp/call/agillm_training_log?args=%7B%22lines%22%3A+20%7D&format=json&backend=sg2", "Tool schema": "https://codex.opentransformers.online/experimental/sg-mcp/tool/agillm_training_log", "Tools": "https://codex.opentransformers.online/experimental/sg-mcp/tools" } }