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Cuzyoung
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version: 2026-05-04
purpose: "Canonical paper ablation settings matching the valid current runs."
launcher:
script: scripts/run_ablation_matrix.py
python: /home/azureuser/workspace-gzy/miniconda3/envs/skillopt/bin/python
skip_completed_by: summary.json
skip_active_by: "active scripts/train.py env.out_root"
environment:
working_directory: /home/azureuser/workspace-gzy/SkillReflection
required_env:
ALFWORLD_DATA: /home/azureuser/.cache/alfworld
docvqa_images_symlink: "data/docvqa_images -> /home/azureuser/zisu/SkillReflection/data/docvqa_images"
common_overrides:
model.teacher_backend: openai_chat
model.student_backend: openai_chat
model.teacher: gpt-5.5
model.student: gpt-5.5
model.teacher_azure_openai_endpoint: https://t2vgoaigpt4o3.openai.azure.com/
model.teacher_azure_openai_api_version: 2024-12-01-preview
model.teacher_azure_openai_auth_mode: azure_cli
model.student_azure_openai_endpoint: https://t2vgoaigpt4o3.openai.azure.com/
model.student_azure_openai_api_version: 2024-12-01-preview
model.student_azure_openai_auth_mode: azure_cli
model.reasoning_effort: medium
train.num_epochs: 4
train.train_size: 0
train.batch_size: 40
train.accumulation: 1
train.seed: 42
gradient.minibatch_size: 8
gradient.merge_batch_size: 8
gradient.analyst_workers: 16
gradient.use_deep_reflect: false
optimizer.learning_rate: 4
optimizer.min_learning_rate: 2
optimizer.lr_scheduler: cosine
optimizer.skill_update_mode: patch
optimizer.use_slow_update: true
optimizer.slow_update_samples: 20
optimizer.use_meta_skill: true
optimizer.use_meta_reflect: false
evaluation.use_gate: true
evaluation.eval_test: true
env.split_mode: split_dir
benchmarks:
searchqa:
config: configs/searchqa/default.yaml
run_roots:
original_matrix: outputs/ablation_20260502_040604_unique48
batch_matrix: outputs/ablation_batch_searchqa_spreadsheet_20260503_153902_run
default_split: data/ablation_splits/searchqa/2-1-7_seed42
train: 400
val: 200
test: 1400
student_rollout:
function: skillopt/envs/searchqa/rollout.py::chat_student
max_completion_tokens:
first_turn: 512
refinement: 512
rationale: "Short-answer QA; sampled empties are low and not LiveMath-like."
spreadsheetbench:
config: configs/spreadsheetbench/default.yaml
run_roots:
original_matrix: outputs/ablation_20260502_040604_unique48
batch_matrix: outputs/ablation_batch_searchqa_spreadsheet_20260503_153902_run
default_split: data/ablation_splits/spreadsheetbench/2-1-7_seed42
train: 80
val: 40
test: 280
student_rollout:
function: skillopt/envs/spreadsheetbench/codegen_agent.py::run_multi
max_output_tokens: 16384
result_note: "results.jsonl stores execution fields, not a response field."
livemathematicianbench:
config: configs/livemathematicianbench/default.yaml
run_roots:
clean_matrix: outputs/ablation_livemath_alfworld_clean_20260503_155155_run
default_split: data/ablation_splits/livemathematicianbench/2-1-7_seed42
train: 35
val: 18
test: 124
student_rollout:
function: skillopt/envs/livemathematicianbench/rollout.py::chat_student
max_completion_tokens:
first_turn: 16384
refinement: 16384
timeout_seconds: 300
invalid_old_caps:
first_turn: 768
refinement: 512
invalid_archive: outputs/ablation_livemath_alfworld_clean_20260503_155155_run/archive_livemath_token768_20260504_022258
rationale: "GPT-5 reasoning consumed small budgets and produced many empty visible responses."
alfworld:
config: configs/alfworld/default.yaml
run_roots:
clean_matrix: outputs/ablation_livemath_alfworld_clean_20260503_155155_run
default_split: data/ablation_splits/alfworld/2-1-7_seed42
train: 39
val: 18
test: 134
student_rollout:
function: skillopt/envs/alfworld/rollout.py::chat_student
max_completion_tokens: 2048
timeout_seconds: 120
max_steps: 50
fallback_action: look
invalid_old_cap: 512
invalid_archives:
- outputs/ablation_livemath_alfworld_clean_20260503_155155_run/archive_alfworld_token512_20260504_021417
- outputs/ablation_livemath_alfworld_clean_20260503_155155_run/archive_alfworld_empty_action_20260504_025311
- outputs/ablation_livemath_alfworld_clean_20260503_155155_run/archive_alfworld_prefallback_20260504_025402
- outputs/ablation_livemath_alfworld_clean_20260503_155155_run/archive_alfworld_oom_partial_20260504_050517
concurrency_note: "Do not mix many ALFWorld runs into 24-way total concurrency; Ray OOM occurred. Prefer 1-2 ALFWorld runs at a time unless resources are clearly free."
docvqa:
config: configs/docvqa/default.yaml
run_roots:
matrix: outputs/ablation_docvqa_zisu10pct_20260505_run
default_split: /home/azureuser/zisu/SkillReflection/data/docvqa/splits
train: 1070
val: 535
test: 3744
data_note: "2026-05-05: use zisu-provided 5349-item DocVQA split directly; previous local 2-1-7_seed42 used the same item pool but a different train/val/test assignment and must not be used for final DocVQA reruns."
student_rollout:
function: skillopt/envs/docvqa/rollout.py::chat_student_messages
max_completion_tokens:
first_turn: 768
refinement: 512
rationale: "Short-answer VQA output; preserve current setting for alignment unless explicitly rerunning all affected DocVQA."
splits:
tags:
1shot:
extra_overrides:
optimizer.slow_update_samples: 1
1-1-8: {}
2-1-7:
default: true
4-1-5: {}
paths:
searchqa:
1shot: data/ablation_splits/searchqa/1shot_seed42
1-1-8: data/ablation_splits/searchqa/1-1-8_seed42
2-1-7: data/ablation_splits/searchqa/2-1-7_seed42
4-1-5: data/ablation_splits/searchqa/4-1-5_seed42
spreadsheetbench:
1shot: data/ablation_splits/spreadsheetbench/1shot_seed42
1-1-8: data/ablation_splits/spreadsheetbench/1-1-8_seed42
2-1-7: data/ablation_splits/spreadsheetbench/2-1-7_seed42
4-1-5: data/ablation_splits/spreadsheetbench/4-1-5_seed42
livemathematicianbench:
1shot: data/ablation_splits/livemathematicianbench/1shot_seed42
1-1-8: data/ablation_splits/livemathematicianbench/1-1-8_seed42
2-1-7: data/ablation_splits/livemathematicianbench/2-1-7_seed42
4-1-5: data/ablation_splits/livemathematicianbench/4-1-5_seed42
alfworld:
1shot: data/ablation_splits/alfworld/1shot_seed42
1-1-8: data/ablation_splits/alfworld/1-1-8_seed42
2-1-7: data/ablation_splits/alfworld/2-1-7_seed42
4-1-5: data/ablation_splits/alfworld/4-1-5_seed42
docvqa:
1shot: data/ablation_splits/docvqa/1shot_seed42
1-1-8: data/ablation_splits/docvqa/1-1-8_seed42
2-1-7: /home/azureuser/zisu/SkillReflection/data/docvqa/splits
4-1-5: data/ablation_splits/docvqa/4-1-5_seed42
groups:
default:
run_id: "DEFAULT-{benchmark}-5.5"
overrides: {}
split:
values: [1shot, 1-1-8, 4-1-5]
skip_default_2_1_7: true
override_template: "env.split_dir={split_path}"
batch:
values: [8, 24, 56, full]
default_value_reused: 40
full_values:
searchqa: 400
spreadsheetbench: 80
livemathematicianbench: 35
alfworld: 39
docvqa: 1070
fixed_overrides:
gradient.minibatch_size: 8
mbs:
values: [1, 2, 4, 16, 32]
default_value_reused: 8
override_template: "gradient.minibatch_size={value}"
lr:
values: [1, 2, 4, 8, 16]
fixed_overrides:
optimizer.lr_scheduler: constant
optimizer.min_learning_rate: 1
override_template: "optimizer.learning_rate={value}"
sched:
values: [constant, linear]
default_value_reused: cosine
override_template: "optimizer.lr_scheduler={value}"
slown:
values: [5, 10, 40]
default_value_reused: 20
override_template: "optimizer.slow_update_samples={value}"
mod:
values:
slow-only:
optimizer.use_slow_update: true
optimizer.use_meta_skill: false
meta-only:
optimizer.use_slow_update: false
optimizer.use_meta_skill: true
none:
optimizer.use_slow_update: false
optimizer.use_meta_skill: false
default_value_reused: slow-meta
longpair:
values: [changed, unchanged]
default_value_reused: mixed
override_template: "optimizer.longitudinal_pair_policy={value}"
note: "Only changes slow-update/meta-skill comparison examples; prompts and other settings remain unchanged."
lrctrl:
values:
autonomous:
optimizer.lr_control_mode: autonomous
full-rewrite:
optimizer.lr_control_mode: none
optimizer.skill_update_mode: full_rewrite_minibatch
default_value_reused: "fixed patch learning_rate=4"
note: "autonomous records lr_decision.json/lr_history.jsonl; full-rewrite removes LR/select/apply-edit and uses full skill candidates."
smodel:
values:
"5.4":
model.student: gpt-5.4-pro
model.student_azure_openai_endpoint: https://t2vgoaigpt4o3.openai.azure.com/
model.student_azure_openai_api_version: 2025-03-01-preview
model.student_azure_openai_auth_mode: azure_cli
"5.4-mini":
model.student: gpt-5.4-mini
model.student_azure_openai_endpoint: https://searchagent5.cognitiveservices.azure.com/
model.student_azure_openai_api_version: 2024-12-01-preview
model.student_azure_openai_auth_mode: azure_cli
default_value_reused: "5.5"
validity_rules:
use_for_tables:
- "Only runs with summary.json in valid run roots."
- "Do not use archive, archived, MISALIGNED, SUPERSEDED, dryrun, smoke, or debug directories."
- "Do not use ALFWorld runs started before empty/missing-action fallback."
- "Do not use old LiveMath runs with 768/512 token caps."
rerun_rule: "Archive or remove invalid out_root before relaunch; never write a rerun into a polluted output directory."