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Add Longest6v1 eval and Alpasim eval. Reduce overspeed reward to similar magnitude as comfort, - #601

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Kait0 merged 127 commits into
3.0from
11_bernhard_dev
Oct 28, 2026
Merged

Kait0 merged 127 commits into
3.0from
11_bernhard_dev

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@Kait0

@Kait0 Kait0 commented Oct 13, 2026 •

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  • add longest6 v1 eval cosim
  • add Alpasim eval cosim
  • Reduce overspeed reward to similar like comfort
  • Remove shoulder lanes outside of intersections as drivable areas to prevent static collisions in CARLA
  • Increase pedestrian size by + 0.8m in cosim
  • Add blind agent changes from Valentin
  • Many smaller bug fixes
  • Split too long vehicles at eval time
  • Fix obs visualization
  • Remove stride 2 in center lane elements
  • Efficiency improvement to speedup training (+ ~50% compared to 3.0)

Run:
https://forge.coreweave.com/wandb/emerge_/nightly-multi-long/runs/k_scaled_0053_1000?nw=nwuserbern_jaeger

Evals:
Self-play: 0.4M km/infraction (similar to before)
Longest6: 75 DS (new, target 94 DS)
Longest6 v2: 65 DS (up from 48 DS)
nuPlan reactive: 92.7 (up from 91.6)
nuPlan non-reactive:88.4(similar from 88)
AlpaSim Score: 78.5 (new)
AlpaSim km/infraction at fault: 5.3 (new)

Comment thread pufferlib/ocean/drive/datatypes.h Resolved
Comment thread pufferlib/ocean/drive/datatypes.h Resolved
Comment thread pufferlib/ocean/drive/datatypes.h Resolved
Comment thread pufferlib/ocean/drive/drive.h Resolved
@Kait0
Kait0 merged commit 2c1ca3e into 3.0 Oct 28, 2026
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@Kait0
Kait0 deleted the 11_bernhard_dev branch October 28, 2026 15:30
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3 participants