on-policy-self-distillation
gpt-5.6-sol
on-policy-self-distillation — graded by the task's verifier against a measured baseline.
- backend
- modal
- variant
- codex azure_ai/gpt-5.6-sol
- metric
- AIME24 avg@12 accuracy
- actions
- 596
- duration
- 7h 59m
- recorded
- 2026-08-03
run idopsd-aime24-4gpus__kuc95M7
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗codexgpt-5.6-sol669 turns73 narration596 reasoning596 action596 observation1 final
#51
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:400});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 33
Wall time 11.0 seconds
Output:
#52
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "33",
"yield_time_ms": 60000,
"max_tokens": 400
}wait result
Script completed
Wall time 38.4 seconds
Output:
Warning: truncated output (original token count: 459)
Total output lines: 1
{"chunk_id":"50bfd0","wall_time_seconds":60.001554555,"session_id":80127,"original_token_count":1258,"output":"Warning: truncated output (original token count: 1258)\nTotal output lines: 40\n\nvLLM generation done - elapsed time: 6.31s, prompts: 4, total tokens: 3885, avg length: 971.2, speed: 615.9 tok/s\nvLLM generation done - elapsed time: 6.49s, prompts: 4, total tokens: 5099, avg length: 1274.8, speed: 785.5 tok/s\nvLLM generation done - elapsed time: 6.51s, prompts: 4, total tokens: 3858, avg length: 964.5, speed: 592.9 tok/s\nvLLM generation done - elapsed time: 3.73s, prompts: 4, total tokens: 3250, avg length: 812.5, speed: 872.4 tok/s\nvLLM generation done - elapsed time: 5.32s, prompts: 4, total tokens: 4669, avg length: 1167.2, speed: 878.5 tok/s\nvLLM generation done - elapsed…59 tokens truncated…ion done - elapsed time: 6.17s, prompts: 4, total tokens: 4303, avg length: 1075.8, speed: 697.3 tok/s\nvLLM generation done - elapsed time: 6.34s, prompts: 4, total tokens: 4520, avg length: 1130.0, speed: 712.5 tok/s\nvLLM generation done - elapsed time: 6.47s, prompts: 4, total tokens: 5792, avg length: 1448.0, speed: 895.4 tok/s\nvLLM generation done - elapsed time: 6.69s, prompts: 4, total tokens: 7449, avg length: 1862.2, speed: 1113.3 tok/s\nvLLM generation done - elapsed time: 2.79s, prompts: 4, total tokens: 2258, avg length: 564.5, speed: 810.3 tok/s\nvLLM generation done - elapsed time: 3.66s, prompts: 4, total tokens: 3148, avg length: 787.0, speed: 860.8 tok/s\nvLLM generation done - elapsed time: 4.40s, prompts: 4, total tokens: 3891, avg length: 972.8, speed: 884.8 tok/s\n"}#53
narration
Training is stable through the first quarter: the loss transitions from positive to mildly negative as the clipped forward-KL signal evolves, with gradient norms now below the 0.1 cap. The 2,048-token rollouts average roughly 800–1,400 tokens, so the extension is adding real continuations rather than padding, but it costs about 50% more training time.
#54
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:400});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 34
Wall time 11.0 seconds
Output:
#55
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "34",
"yield_time_ms": 60000,
"max_tokens": 400
}wait result
Script completed
Wall time 46.0 seconds
Output:
Warning: truncated output (original token count: 460)
Total output lines: 1
{"chunk_id":"1f37d8","wall_time_seconds":60.001825657,"session_id":80127,"original_token_count":1202,"output":"Warning: truncated output (original token count: 1202)\nTotal output lines: 42\n\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 5768, avg length: 1442.0, speed: 877.1 tok/s\n\n================================================================================\nSaved 40 generation outputs to:\n /workspace/runs/contest2048/capped_seed42/generations/generations_step_30.json\n================================================================================\n\n\r 31%|███ | 31/100 [07:29<17:20, 15.09s/it]vLLM generation done - elapsed time: 6.19s, prompts: 4, total tokens: 4162, avg length: 1040.5, speed: 672.7 tok/s\nvLLM generation done - elapsed time:…60 tokens truncated…146, avg length: 1286.5, speed: 798.5 tok/s\nvLLM generation done - elapsed time: 6.47s, prompts: 4, total tokens: 4811, avg length: 1202.8, speed: 743.7 tok/s\nvLLM generation done - elapsed time: 6.73s, prompts: 4, total tokens: 7436, avg length: 1859.0, speed: 1105.6 tok/s\nvLLM generation done - elapsed time: 3.07s, prompts: 4, total tokens: 2548, avg length: 637.0, speed: 829.4 tok/s\nvLLM generation done - elapsed time: 3.55s, prompts: 4, total tokens: 2911, avg length: 727.8, speed: 820.2 tok/s\nvLLM generation done - elapsed time: 6.27s, prompts: 4, total tokens: 4877, avg length: 1219.2, speed: 777.7 tok/s\nvLLM generation done - elapsed time: 6.55s, prompts: 4, total tokens: 5501, avg length: 1375.2, speed: 839.5 tok/s\n\r 35%|███▌ | 35/100 [08:29<16:15, 15.01s/it]"}#56
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:400});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 35
Wall time 11.0 seconds
Output:
#57
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "35",
"yield_time_ms": 60000,
"max_tokens": 400
}wait result
Script completed
Wall time 45.6 seconds
Output:
Warning: truncated output (original token count: 459)
Total output lines: 1
{"chunk_id":"45f9a8","wall_time_seconds":60.001526402,"session_id":80127,"original_token_count":1276,"output":"Warning: truncated output (original token count: 1276)\nTotal output lines: 44\n\nvLLM generation done - elapsed time: 5.70s, prompts: 4, total tokens: 5420, avg length: 1355.0, speed: 951.5 tok/s\nvLLM generation done - elapsed time: 6.16s, prompts: 4, total tokens: 4254, avg length: 1063.5, speed: 690.3 tok/s\nvLLM generation done - elapsed time: 6.38s, prompts: 4, total tokens: 5453, avg length: 1363.2, speed: 854.1 tok/s\nvLLM generation done - elapsed time: 6.63s, prompts: 4, total tokens: 6712, avg length: 1678.0, speed: 1012.9 tok/s\nvLLM generation done - elapsed time: 6.24s, prompts: 4, total tokens: 4784, avg length: 1196.0, speed: 767.1 tok/s\nvLLM generation done - ela…59 tokens truncated…, avg length: 1475.5, speed: 923.7 tok/s\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 6193, avg length: 1548.2, speed: 940.5 tok/s\nvLLM generation done - elapsed time: 6.71s, prompts: 4, total tokens: 7616, avg length: 1904.0, speed: 1135.5 tok/s\n\r 39%|███▉ | 39/100 [09:30<15:23, 15.13s/it]vLLM generation done - elapsed time: 6.10s, prompts: 4, total tokens: 3737, avg length: 934.2, speed: 612.5 tok/s\nvLLM generation done - elapsed time: 6.27s, prompts: 4, total tokens: 4697, avg length: 1174.2, speed: 748.7 tok/s\nvLLM generation done - elapsed time: 6.61s, prompts: 4, total tokens: 6632, avg length: 1658.0, speed: 1002.6 tok/s\nvLLM generation done - elapsed time: 6.63s, prompts: 4, total tokens: 6741, avg length: 1685.2, speed: 1016.8 tok/s\n"}#58
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:400});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 36
Wall time 11.0 seconds
Output:
#59
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "36",
"yield_time_ms": 60000,
"max_tokens": 400
}wait result
Script completed
Wall time 46.2 seconds
Output:
Warning: truncated output (original token count: 460)
Total output lines: 1
{"chunk_id":"bde852","wall_time_seconds":60.002313152,"session_id":80127,"original_token_count":1349,"output":"Warning: truncated output (original token count: 1349)\nTotal output lines: 46\n\nvLLM generation done - elapsed time: 6.49s, prompts: 4, total tokens: 5617, avg length: 1404.2, speed: 865.4 tok/s\nvLLM generation done - elapsed time: 6.51s, prompts: 4, total tokens: 5454, avg length: 1363.5, speed: 837.7 tok/s\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 6216, avg length: 1554.0, speed: 944.2 tok/s\nvLLM generation done - elapsed time: 6.79s, prompts: 4, total tokens: 8192, avg length: 2048.0, speed: 1207.0 tok/s\n\r 40%|████ | 40/100 [09:45<15:09, 15.16s/it]\r \r{'loss': -0.0053, 'grad_norm': 0…60 tokens truncated… avg length: 1908.5, speed: 1143.3 tok/s\nvLLM generation done - elapsed time: 4.83s, prompts: 4, total tokens: 4670, avg length: 1167.5, speed: 967.1 tok/s\nvLLM generation done - elapsed time: 6.37s, prompts: 4, total tokens: 4641, avg length: 1160.2, speed: 728.5 tok/s\nvLLM generation done - elapsed time: 6.66s, prompts: 4, total tokens: 6604, avg length: 1651.0, speed: 991.6 tok/s\nvLLM generation done - elapsed time: 6.66s, prompts: 4, total tokens: 7384, avg length: 1846.0, speed: 1107.9 tok/s\n\r 44%|████▍ | 44/100 [10:45<14:02, 15.05s/it]\r \r{'loss': -0.0064, 'grad_norm': 0.05158805102109909, 'learning_rate': 5e-06, 'on_policy_loss': -0.0064, 'epoch': 0.03}\n\r 44%|████▍ | 44/100 [10:45<14:02, 15.05s/it]"}#60
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:350});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 37
Wall time 11.0 seconds
Output:
#61
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "37",
"yield_time_ms": 60000,
"max_tokens": 350
}wait result
Script completed
Wall time 40.0 seconds
Output:
Warning: truncated output (original token count: 409)
Total output lines: 1
{"chunk_id":"e65041","wall_time_seconds":60.001448613,"session_id":80127,"original_token_count":1278,"output":"Warning: truncated output (original token count: 1278)\nTotal output lines: 44\n\nvLLM generation done - elapsed time: 6.13s, prompts: 4, total tokens: 3764, avg length: 941.0, speed: 614.3 tok/s\nvLLM generation done - elapsed time: 6.55s, prompts: 4, total tokens: 4933, avg length: 1233.2, speed: 753.3 tok/s\nvLLM generation done - elapsed time: 6.59s, prompts: 4, total tokens: 6256, avg length: 1564.0, speed: 948.8 tok/s\nvLLM generation done - elapsed time: 6.70s, prompts: 4, total tokens: 7252, avg length: 1813.0, speed: 1082.3 tok/s\nvLLM generation done - elapsed time: 6.32s,…59 tokens truncated…t]\r \r{'loss': -0.0067, 'grad_norm': 0.050452105700969696, 'learning_rate': 5e-06, 'on_policy_loss': -0.0067, 'epoch': 0.04}\n\r 48%|████▊ | 48/100 [11:46<13:06, 15.13s/it]vLLM generation done - elapsed time: 6.31s, prompts: 4, total tokens: 5046, avg length: 1261.5, speed: 799.6 tok/s\nvLLM generation done - elapsed time: 6.38s, prompts: 4, total tokens: 4576, avg length: 1144.0, speed: 716.7 tok/s\nvLLM generation done - elapsed time: 6.65s, prompts: 4, total tokens: 6110, avg length: 1527.5, speed: 918.3 tok/s\nvLLM generation done - elapsed time: 6.66s, prompts: 4, total tokens: 6106, avg length: 1526.5, speed: 917.0 tok/s\n"}#62
narration
At the midpoint, the longer-rollout candidate remains numerically well behaved (loss around −0.0067, grad norm around 0.05). I’m preserving the paper’s unusual vocabulary-pointwise clipping because the paper explicitly shows it prevents AIME24 collapse; the next loss experiment will change only temporal credit—front-loading early branching positions—so it tests a distinct mechanism.
#63
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:350});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 38
Wall time 11.0 seconds
Output:
#64
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "38",
"yield_time_ms": 60000,
"max_tokens": 350
}wait result
Script completed
Wall time 45.9 seconds
Output:
Warning: truncated output (original token count: 409)
Total output lines: 1
{"chunk_id":"43499e","wall_time_seconds":60.001503209,"session_id":80127,"original_token_count":1164,"output":"Warning: truncated output (original token count: 1164)\nTotal output lines: 40\n\nvLLM generation done - elapsed time: 3.46s, prompts: 4, total tokens: 2831, avg length: 707.8, speed: 819.1 tok/s\nvLLM generation done - elapsed time: 5.02s, prompts: 4, total tokens: 4353, avg length: 1088.2, speed: 866.9 tok/s\nvLLM generation done - elapsed time: 6.36s, prompts: 4, total tokens: 4930, avg length: 1232.5, speed: 775.6 tok/s\nvLLM generation done - elapsed time: 6.69s, prompts: 4, total tokens: 6903, avg length: 1725.8, speed: 1031.8 tok/s\n\r 49%|████▉ | 49/100 [12:01<…59 tokens truncated…t]\r \r{'loss': -0.0087, 'grad_norm': 0.05986752361059189, 'learning_rate': 5e-06, 'on_policy_loss': -0.0087, 'epoch': 0.04}\n\r 52%|█████▏ | 52/100 [12:46<12:04, 15.10s/it]vLLM generation done - elapsed time: 5.83s, prompts: 4, total tokens: 3190, avg length: 797.5, speed: 546.8 tok/s\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 6134, avg length: 1533.5, speed: 932.4 tok/s\nvLLM generation done - elapsed time: 6.60s, prompts: 4, total tokens: 6088, avg length: 1522.0, speed: 922.8 tok/s\nvLLM generation done - elapsed time: 6.62s, prompts: 4, total tokens: 6431, avg length: 1607.8, speed: 972.0 tok/s\n"}#65
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:350});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 39
Wall time 11.0 seconds
Output:
#66
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "39",
"yield_time_ms": 60000,
"max_tokens": 350
}wait result
Script completed
Wall time 46.6 seconds
Output:
Warning: truncated output (original token count: 409)
Total output lines: 1
{"chunk_id":"6a7911","wall_time_seconds":60.002315948,"session_id":80127,"original_token_count":2657,"output":"Warning: truncated output (original token count: 2657)\nTotal output lines: 338\n\nvLLM generation done - elapsed time: 6.36s, prompts: 4, total tokens: 5380, avg length: 1345.0, speed: 846.5 tok/s\nvLLM generation done - elapsed time: 6.56s, prompts: 4, total tokens: 6208, avg length: 1552.0, speed: 946.5 tok/s\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 6567, avg length: 1641.8, speed: 998.7 tok/s\nvLLM generation done - elapsed time: 6.69s, prompts: 4, total tokens: 8079, avg length: 2019.8, speed: 1207.3 tok/s\n\r 53%|█████▎ | 53/100 [13…59 tokens truncated… tokens: 6005, avg length: 1501.2, speed: 920.1 tok/s\nvLLM generation done - elapsed time: 6.75s, prompts: 4, total tokens: 8192, avg length: 2048.0, speed: 1214.3 tok/s\nvLLM generation done - elapsed time: 6.34s, prompts: 4, total tokens: 4999, avg length: 1249.8, speed: 788.9 tok/s\nvLLM generation done - elapsed time: 6.38s, prompts: 4, total tokens: 5656, avg length: 1414.0, speed: 886.2 tok/s\nvLLM generation done - elapsed time: 6.51s, prompts: 4, total tokens: 6051, avg length: 1512.8, speed: 929.3 tok/s\nvLLM generation done - elapsed time: 6.52s, prompts: 4, total tokens: 6434, avg length: 1608.5, speed: 987.2 tok/s\n\r 57%|█████▋ | 57/100 [14:01<10:46, 15.03s/it]"}#67
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:300});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 40
Wall time 11.0 seconds
Output:
#68
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "40",
"yield_time_ms": 60000,
"max_tokens": 300
}wait result
Script completed
Wall time 43.0 seconds
Output:
Warning: truncated output (original token count: 358)
Total output lines: 1
{"chunk_id":"b53c7f","wall_time_seconds":60.00146425,"session_id":80127,"original_token_count":1280,"output":"Warning: truncated output (original token count: 1280)\nTotal output lines: 44\n\nvLLM generation done - elapsed time: 4.35s, prompts: 4, total tokens: 3321, avg length: 830.2, speed: 763.3 tok/s\nvLLM generation done - elapsed time: 4.49s, prompts: 4, total tokens: 4403, avg length: 1100.8, speed: 981.5 tok/s\nvLLM generation done - elapsed time: 5.62s, prompts: 4, total tokens: 4602, avg length: 1150.5, speed: 819.0 tok/s\nvLLM generation done - elapsed time: 6.53s, prompts: 4, total…58 tokens truncated…=====================================================================\n\n\r 61%|██████ | 61/100 [15:01<09:40, 14.88s/it]vLLM generation done - elapsed time: 4.51s, prompts: 4, total tokens: 4061, avg length: 1015.2, speed: 899.6 tok/s\nvLLM generation done - elapsed time: 5.29s, prompts: 4, total tokens: 3890, avg length: 972.5, speed: 735.9 tok/s\nvLLM generation done - elapsed time: 6.50s, prompts: 4, total tokens: 6258, avg length: 1564.5, speed: 963.0 tok/s\nvLLM generation done - elapsed time: 6.64s, prompts: 4, total tokens: 6630, avg length: 1657.5, speed: 998.4 tok/s\n"}#69
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:300});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 41
Wall time 11.0 seconds
Output:
#70
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "41",
"yield_time_ms": 60000,
"max_tokens": 300
}wait result
Script completed
Wall time 46.0 seconds
Output:
Warning: truncated output (original token count: 361)
Total output lines: 1
{"chunk_id":"2b623e","wall_time_seconds":60.001536617,"session_id":80127,"original_token_count":1359,"output":"Warning: truncated output (original token count: 1359)\nTotal output lines: 46\n\nvLLM generation done - elapsed time: 6.51s, prompts: 4, total tokens: 5739, avg length: 1434.8, speed: 882.0 tok/s\nvLLM generation done - elapsed time: 6.57s, prompts: 4, total tokens: 6867, avg length: 1716.8, speed: 1045.4 tok/s\nvLLM generation done - elapsed time: 6.63s, prompts: 4, total tokens: 7194, avg length: 1798.5, speed: 1084.7 tok/s\nvLLM generation done - elapsed time: 6.67s, prompts: 4, t…61 tokens truncated…ed: 1007.7 tok/s\n\n================================================================================\nSaved 40 generation outputs to:\n /workspace/runs/contest2048/capped_seed42/generations/generations_step_65.json\n================================================================================\n\n\r 66%|██████▌ | 66/100 [16:16<08:28, 14.96s/it]\r \r{'loss': -0.012, 'grad_norm': 0.05260331556200981, 'learning_rate': 5e-06, 'on_policy_loss': -0.012, 'epoch': 0.05}\n\r 66%|██████▌ | 66/100 [16:16<08:28, 14.96s/it]"}#71
narration
Two-thirds complete. The extra trajectory tail increasingly hits the 2,048 cap, and its loss magnitude keeps growing (about −0.012), which matches the paper’s warning that late predictable continuations can accumulate noisy clipped contributions. Unless the full AIME result is clearly strong, the final method will return to 1,024 and spend its limited update capacity on early-token weighting and better problem selection.
#72
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:300});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 42
Wall time 11.0 seconds
Output:
#73
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "42",
"yield_time_ms": 60000,
"max_tokens": 300
}wait result
Script completed
Wall time 44.1 seconds
Output:
Warning: truncated output (original token count: 358)
Total output lines: 1
{"chunk_id":"cd17b3","wall_time_seconds":60.000899337,"session_id":80127,"original_token_count":1216,"output":"Warning: truncated output (original token count: 1216)\nTotal output lines: 38\n\nvLLM generation done - elapsed time: 6.18s, prompts: 4, total tokens: 4770, avg length: 1192.5, speed: 772.4 tok/s\nvLLM generation done - elapsed time: 6.44s, prompts: 4, total tokens: 6275, avg length: 1568.8, speed: 975.1 tok/s\nvLLM generation done - elapsed time: 6.53s, prompts: 4, total tokens: 6357, avg length: 1589.2, speed: 973.7 tok/s\nvLLM generation done - elapsed time: 6.65s, prompts: 4, tot…58 tokens truncated…05, 'learning_rate': 5e-06, 'on_policy_loss': -0.012, 'epoch': 0.05}\n\r 70%|███████ | 70/100 [17:16<07:30, 15.02s/it]vLLM generation done - elapsed time: 6.39s, prompts: 4, total tokens: 4790, avg length: 1197.5, speed: 749.2 tok/s\nvLLM generation done - elapsed time: 6.57s, prompts: 4, total tokens: 6456, avg length: 1614.0, speed: 983.1 tok/s\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 6286, avg length: 1571.5, speed: 955.5 tok/s\nvLLM generation done - elapsed time: 6.58s, prompts: 4, total tokens: 6523, avg length: 1630.8, speed: 991.6 tok/s\n"}#74
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:80127,chars:\"\",yield_time_ms:60000,max_output_tokens:300});\ntext(JSON.stringify(r));\n"
}exec result
Script running with cell ID 43
Wall time 11.0 seconds
Output:
#75
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "43",
"yield_time_ms": 60000,
"max_tokens": 300
}wait result
Script completed
Wall time 45.8 seconds
Output:
Warning: truncated output (original token count: 359)
Total output lines: 1
{"chunk_id":"f70f1c","wall_time_seconds":60.001686424,"session_id":80127,"original_token_count":1304,"output":"Warning: truncated output (original token count: 1304)\nTotal output lines: 45\n\nvLLM generation done - elapsed time: 6.24s, prompts: 4, total tokens: 4936, avg length: 1234.0, speed: 790.7 tok/s\nvLLM generation done - elapsed time: 6.63s, prompts: 4, total tokens: 7341, avg length: 1835.2, speed: 1107.3 tok/s\nvLLM generation done - elapsed time: 6.72s, prompts: 4, total tokens: 8021, avg length: 2005.2, speed: 1192.8 tok/s\nvLLM generation done - elapsed time: 6.82s, prompts: 4, t…59 tokens truncated…s: 4, total tokens: 6538, avg length: 1634.5, speed: 992.8 tok/s\nvLLM generation done - elapsed time: 6.03s, prompts: 4, total tokens: 5412, avg length: 1353.0, speed: 897.8 tok/s\nvLLM generation done - elapsed time: 6.40s, prompts: 4, total tokens: 5515, avg length: 1378.8, speed: 861.9 tok/s\nvLLM generation done - elapsed time: 6.63s, prompts: 4, total tokens: 7331, avg length: 1832.8, speed: 1106.4 tok/s\nvLLM generation done - elapsed time: 6.76s, prompts: 4, total tokens: 8192, avg length: 2048.0, speed: 1212.5 tok/s\n\r 75%|███████▌ | 75/100 [18:31<06:16, 15.08s/it]"}