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WIP quadrupling the time horizon of the fast evals so we can get better estimates - #568

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WIP quadrupling the time horizon of the fast evals so we can get better estimates#568
eugenevinitsky wants to merge 1 commit into
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ev/quadruple-fast-eval-horizon

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What

carla_fast runs 250 scenarios at scenario_length: 500. This raises that to 2000 — 4x the horizon, same scenario count.

Why

500 steps is short enough that per-scenario metrics carry substantial variance, so the fast eval is a noisy estimator of the thing we actually care about. Giving each scenario 4x the steps to average over tightens the estimate without touching scenario sampling or seeds.

2000 is still well under the full carla benchmark's 6000, so carla_fast stays meaningfully cheaper than the full pass.

Notes

  • WIP: the cost is a straight 4x on every carla_fast run. That hits training-time eval hardest, which fires every train.evaluation_interval_epochs (100 in the nightly recipe) — worth measuring the wall-clock impact on a nightly before this lands.
  • Metrics computed over a 500-step horizon are not comparable to ones over 2000. Anything that trends eval_carla_fast/* across this change will show a step discontinuity that is an artifact of the horizon, not a policy change.
  • No code paths change; this is a config-only edit.

carla_fast runs 250 scenarios at scenario_length=500, which is short enough
that per-scenario metrics carry a lot of variance. Quadrupling the horizon
gives each scenario more steps to average over, at 4x the eval cost.

Still well under the full carla benchmark's 6000.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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