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opening_trees: stage-1 build (part 2)
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opening_trees: stage-1 build
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sync data workspace -> dataset repo
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opening_trees: stage-1 build
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grade_shards: +1008 rollouts (chunk_0000_rid12.parquet)
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grade_shards: +1344 rollouts (chunk_0000_rid12.parquet)
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token nuclei: unguided_train500_correct_teacher ({'n_rollouts': 1647, 'n_tokens': 611950, 'singleton_count': 499373, 'singleton_frac': 0.8160356238254759})
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token nuclei: unguided_train500_correct ({'n_rollouts': 1647, 'n_tokens': 611950, 'singleton_count': 504756, 'singleton_frac': 0.8248320941253371})
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sync data workspace -> dataset repo
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grade_shards: +576 rollouts (chunk_0000_rid0.parquet)
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grade_shards: +768 rollouts (chunk_0000_rid0.parquet)
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token nuclei (teacher ctx): guided_unsolved100_teacher ({'n_rollouts': 397, 'n_tokens': 171383, 'singleton_count': 144286, 'singleton_frac': 0.84189213632624})
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token nuclei (student ctx): guided_unsolved100 ({'n_rollouts': 397, 'n_tokens': 171383, 'singleton_count': 141820, 'singleton_frac': 0.8275033112969198})
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Oat-Zero natural K=16 over the 200-problem split
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K=16 opener sweep: +4336 rollouts (chunk 5/5)
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K=16 opener sweep: +3312 rollouts (chunk 4/5)
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K=16 opener sweep: +3872 rollouts (chunk 3/5)
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K=16 opener sweep: +5312 rollouts (chunk 2/5)
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K=16 opener sweep: +6064 rollouts (chunk 1/5)
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token nuclei (teacher ctx): unguided_unsolved100_incorrect_teacher ({'n_rollouts': 799, 'n_tokens': 372155, 'singleton_count': 302063, 'singleton_frac': 0.8116591205277371})
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token nuclei (student ctx): unguided_unsolved100_incorrect ({'n_rollouts': 799, 'n_tokens': 372155, 'singleton_count': 305662, 'singleton_frac': 0.8213298222514812})
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teacher-context token nuclei: unguided_train500_incorrect_teacher ({'n_rollouts': 2949, 'n_tokens': 1170873, 'singleton_count': 941639, 'singleton_frac': 0.8042195865819777})
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token nuclei: unguided_train500_incorrect ({'n_rollouts': 2949, 'n_tokens': 1170873, 'singleton_count': 954904, 'singleton_frac': 0.8155487401280924})
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token_nuclei: neg_reinforce_screen_token_nuclei -> single nuclei.parquet (684 shards merged)
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token_nuclei: disjoint_rescue_token_nuclei -> single nuclei.parquet (31 shards merged)
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token_nuclei: oat-zero__forced_openers_d5_k3_token_nuclei -> single nuclei.parquet (50 shards merged)
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token_nuclei: base__forced_openers_d3_k3_token_nuclei -> single nuclei.parquet (48 shards merged)
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oat-zero: opening-trees + forced/guided opener generations (preserve from GPU box) (part 3)
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oat-zero: opening-trees + forced/guided opener generations (preserve from GPU box) (part 2)
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oat-zero: opening-trees + forced/guided opener generations (preserve from GPU box)
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grade_shards: 10782 rollouts / 192 problems
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grade_shards: 10863 rollouts / 199 problems
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grade_shards: 2538 rollouts / 199 problems
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grade_shards: 10782 rollouts / 192 problems
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cross-model token nuclei: Oat rollouts / base nuclei
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cross-model token nuclei: Oat rollouts / base nuclei
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finished (eos) leaves: qwen2.5-math-7b-oat-zero ['opening_trees_d5']
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grade_shards: 10881 rollouts / 199 problems
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opening_trees: stage-1 build
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oat forced_openers_d3_k3 pool (504 retry)
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grade_shards: 10782 rollouts / 192 problems
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oat-zero opening trees: qwen2.5-math-7b-oat-zero/opening_trees_d3_val
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oat-zero opening trees: qwen2.5-math-7b-oat-zero/opening_trees_d3_train
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oat-zero opening trees: qwen2.5-math-7b/opening_trees_d3_val
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oat-zero opening trees: qwen2.5-math-7b/opening_trees_d3_train
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opening_trees: stage-1 build
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opening_trees: stage-1 build
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opening_trees: stage-1 build
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opening_trees: stage-1 build
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opening sweep prompts: -> 11 problems
