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4 bernhard dev - #570

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Kait0 merged 77 commits into
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4_bernhard_dev
Aug 20, 2026
Merged

4 bernhard dev#570
Kait0 merged 77 commits into
3.0from
4_bernhard_dev

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@Kait0

@Kait0 Kait0 commented Aug 18, 2026

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  • Make reward_log_sampling, and reset_accel_on_stop optional and turned off by default. (Makes current training run unstable).

  • Make increasing ego box configurable for eval eval_perceived_size_margin_m
    I did not change the default.

  • Add option to add layer norm to the heads as well. Turned off by default

  • Fix bug where the input items are clipped if height is difference is more than 4 meters. This removed nearby cars on steep slopes in town03. I removed this filter because the ego get x,y,z as input so can judge by itself if a car is not relevant.

  • Fix some visu bugs and compiler warnings

  • Only keep the lastest model checkpoint and delete the older once to save disk space.

  • Fix red light bug where the model got red light infractions when inside intersections. Now only infractions are incurred when the model enters an intersection.

Validated with a 1T run, which achieves a new record of 10k km/infraction in self-play
nuPlan numbers did not improve/reduced a bit. (I think that is fine for now since nuPlan evals are still full of bugs and we want to get the Carla evals / learning clean and good first before we fix generalization.)

https://wandb.ai/emerge_/nightly-multi-long/runs/k_scaled_0010_1000

Kait0 added 30 commits August 12, 2026 18:13
    env.goal_source=route \
    env.max_goal_spacing=60 \
…ed on the date and I do not need to touch the script anymore.,
Comment thread pufferlib/ocean/drive/drive.h
Comment thread pufferlib/ocean/drive/drive.h
Comment thread pufferlib/ocean/drive/drive.h
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Comment thread pufferlib/ocean/drive/drive.h
Kait0 added 2 commits August 19, 2026 19:45
…ldens

Tests still called check_stop_line_crossing after its rename to
check_agent_on_stop_line. Smoke goldens regenerated in the pinned QEMU
image to reflect the intentional red light logic and observation changes
on this branch.
@Kait0
Kait0 merged commit 8adcec2 into 3.0 Aug 20, 2026
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@Kait0
Kait0 deleted the 4_bernhard_dev branch August 20, 2026 11:08
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3 participants