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foxhunt/crates/ml/examples
jgrusewski 4e1a937cec feat+test(policy-quality): Task 0.15 — multi_fold_convergence smoke + --max-folds
Adds --max-folds CLI flag to train_baseline_rl (0 = no cap). When set,
truncates the generated walk-forward fold list to the first N folds.
Used by the new multi_fold_convergence smoke test to run a 3-fold × 20-epoch
local variant of the Phase 3 L40S 6-fold × 50-epoch validation gate
(~5 min on RTX 3050 vs ~1 hour on L40S).

Test asserts:
  * train_baseline_rl subprocess exits 0 (no NaN/Inf)
  * ≥ 2/3 folds produce dqn_fold{N}_best.safetensors checkpoint
    (checkpoint is only written when Best Sharpe improves during the
    fold, so presence = policy learned something on that window)

Per plan Task 0.15 at docs/superpowers/plans/2026-04-21-policy-quality.md.
2026-04-21 21:37:01 +02:00
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