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chore: import upstream snapshot with attribution
2026-07-13 13:10:45 +08:00

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# Cloud-OpsBench — structured-outputs full-N (n=353, three-arm, OpenAI predictor).
#
# Experiment ID: ``exp_structured_outputs`` (definitive phase)
#
# Tests the OpenAI grammar-constrained predictor variant at full N. Single-
# variable change vs ``cloudopsbench_definitive_trimmed_prompt_openai.yml``:
# ``predictor_variant: structured`` (this file) vs ``default`` (baseline).
#
# Pre-registered targets (full detail in
# preregistrations/exp_structured_outputs_v1.yml):
# - aggregate A@1 lift ≥ +0.03 with 95% CI excluding 0
# - Runtime A@1 lift ≥ +0.05 (point estimate; n=141 CI may overlap 0)
# - paired Δ(opensre+llm llm_alone) ≥ +0.07 floor preserved
# - OBJECT_HIT_RC_MISS share of losses ≤ 15% (direct mechanism check)
# - no regression on any per-stratum A@1 floor
# - held-out generalization gate: held_out_lift / optimize_lift ≥ 0.70
#
# Anti-overfit guards (full detail in pre-reg):
# - Schema-vocabulary invariant tests (already in test_predictor_structured.py)
# - Per-system lift uniformity (boutique vs trainticket within ±0.05)
# - Per-stratum lift uniformity (no category > 2× median lift)
# - Per-case attribution: flipped-to-win cluster concentration ≤ 0.60
# - A/A consistency: same config two seeds, aggregate diff < 0.02
#
# Run:
# cd opensre && set -a && source .env && set +a
# uv run python -m tests.benchmarks._framework.cli \
# run tests/benchmarks/cloudopsbench/configs/cloudopsbench_structured_outputs_openai.yml --dev
#
# Cost: ~$50 (mirrors the prior three-arm full-N at the same model + N).
# Wall time: ~3.5h Fargate at workers=4.
benchmark: cloudopsbench
modes:
- opensre+llm
- llm_alone
- llm_alone_pure
llms:
- gpt-4o
model_versions:
gpt-4o: gpt-4o-2024-11-20
runs_per_case: 3
workers: 4
cost_budget_usd: 100.0
seed: 42
output_dir: .bench-results/cloudopsbench_structured_outputs_openai/
pre_registration_path: tests/benchmarks/cloudopsbench/configs/preregistrations/exp_structured_outputs_v1.yml
filters:
# Full corpus, both shape strata — identical to the prior
# exp_definitive_trimmed_prompt baseline.
seen_shape: [true, false]
systems: []
fault_categories: []
# Floor=0 + trimmed prompt — matches the current bench default.
min_tool_calls: 0
agent_variant: trimmed_prompt
# The lever this experiment is testing.
predictor_variant: structured
report_formats:
- json
- markdown
- html