Adds soup why, soup tui, soup runs replay, soup train --profile, .crash
bundle on training exception, per-run cost in SQLite, --log-level global
flag. Net +110 tests (3818 → 3928); all five review-agent waves
(python / code / security / tdd / smoke) clean.
- Part A: --log-level quiet|normal|verbose|debug → Rich-formatted logger
on the "soup" namespace; idempotent + tier-change replaces handler.
- Part B: SQLite gains cost_usd / cost_gpu_label via lazy ALTER TABLE
(race-tolerant against duplicate-column on concurrent first-boot);
rendered in soup runs show / replay / TUI; bool num_gpus rejected;
LIKE wildcards escaped in tracker.get_run prefix match.
- Part C: soup why — heuristic NaN / plateau / divergence / grad-norm /
LR bounds; severity-ordered findings.
- Part D: .crash bundle generator with recursive hf_*/sk-*/Bearer
redaction, output_dir basename-only, os.path.realpath containment,
secrets.token_hex filename, ValueError (not PermissionError) on
outside-cwd; train.py except-handler writes the bundle without
masking the original exception.
- Part E: soup runs replay <id> — summary panel + downsampled loss
curve (≤2000 points) from SQLite history.
- Part F: soup train --profile — torch.profiler Chrome trace to
<output>/profiles/<run_id>.trace.json; run_id rejects '.', '..',
'/', '\\', null bytes; profiles dir created only on torch import.
- Part G: soup tui — Textual dashboard with lazy ExperimentTracker
import; markup_escape on every DB-sourced string; new [tui] extra.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>