#!/usr/bin/env python3 """Run the global tail-threshold sensitivity experiment.""" from __future__ import annotations import argparse import json import sys from pathlib import Path PROJECT_ROOT = Path(__file__).resolve().parents[1] if str(PROJECT_ROOT) not in sys.path: sys.path.insert(0, str(PROJECT_ROOT)) from src.eval.tail_threshold.runner import ( DEFAULT_THRESHOLD_PCTS, build_tail_threshold_preview, run_tail_threshold_experiment, ) def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser(description="Run global tail-threshold sensitivity diagnostics.") parser.add_argument("--run-tag", type=str, default=None, help="Optional output run tag.") parser.add_argument( "--datasets", type=str, default="", help="Optional comma-separated dataset ids. Empty means all datasets.", ) parser.add_argument( "--root-names", type=str, default="", help=( "Optional comma-separated synthetic root names. " "Example: TabQueryBench-SynDataSuccess-main" ), ) parser.add_argument( "--threshold-percentages", type=str, default=",".join(f"{value:g}" for value in DEFAULT_THRESHOLD_PCTS), help="Comma-separated tail thresholds in percentage points.", ) parser.add_argument( "--all-asset-runs", action="store_true", help="Disable latest-only filtering within the same model/server.", ) parser.add_argument( "--max-workers", type=int, default=4, help="Parallel workers across datasets.", ) parser.add_argument( "--representatives-per-prefix", type=int, default=2, help="How many representative datasets to keep for each prefix family.", ) parser.add_argument( "--plot-only-from-run-dir", type=Path, default=None, help="Instead of recomputing dataset outputs, rebuild summaries/figures from an existing run dir.", ) return parser.parse_args() def _parse_threshold_percentages(text: str) -> list[float]: values: list[float] = [] for chunk in text.split(","): token = chunk.strip() if not token: continue values.append(float(token)) return values def main() -> None: args = parse_args() datasets = [item.strip() for item in args.datasets.split(",") if item.strip()] or None root_names = [item.strip() for item in args.root_names.split(",") if item.strip()] or None if args.plot_only_from_run_dir is not None: manifest = build_tail_threshold_preview( source_run_dir=args.plot_only_from_run_dir, run_tag=args.run_tag, latest_only=not args.all_asset_runs, threshold_percentages=_parse_threshold_percentages(args.threshold_percentages), representatives_per_prefix=max(1, args.representatives_per_prefix), ) else: manifest = run_tail_threshold_experiment( run_tag=args.run_tag, datasets=datasets, latest_only=not args.all_asset_runs, root_names=root_names, threshold_percentages=_parse_threshold_percentages(args.threshold_percentages), max_workers=max(1, args.max_workers), representatives_per_prefix=max(1, args.representatives_per_prefix), ) print(json.dumps(manifest, ensure_ascii=False, indent=2)) if __name__ == "__main__": main()