Instructions to use hmkang/wam_ctxpool_bmethod with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Wan2.2
How to use hmkang/wam_ctxpool_bmethod with Wan2.2:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
card: RoboCasa Kitchen success-rate table (arm x step), generated from metrics/eval_metrics.json
Browse files
README.md
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@@ -15,9 +15,24 @@ EMA weights (video DiT + action head), `seed42av`, `N_ENVS=1`, dropcur=1, budget
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Per-task numbers and the full protocol: [`metrics/eval_metrics.json`](metrics/eval_metrics.json).
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**†** = partial cell, fewer than 24 tasks at 50 episodes — not comparable with the bolded ones.
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Read the arms against each other at the SAME step only: these are single-seed cells
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<!-- KITCHEN-SR:END -->
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# WAM_DIT4DIT — context pooling on the **finalized B-method** base (RoboCasa kitchen)
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Per-task numbers and the full protocol: [`metrics/eval_metrics.json`](metrics/eval_metrics.json).
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**†** = partial cell, fewer than 24 tasks at 50 episodes — not comparable with the bolded ones.
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Read the arms against each other at the SAME step only: these are single-seed cells.
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**Why `N_ENVS=1`.** Rendering several MuJoCo envs through one EGL context mis-serves frames —
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a camera is handed another camera's buffer (`wrist<-right`, `left<-right`, `right<-left`), with
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BGR channel swaps, persisting ~16 steps. Measured rate, per render call:
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| setting | mis-served | of |
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| `N_ENVS=5` (n5free) | **5.9%** | 1,338 / 22,491 |
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| `N_ENVS=1` | **0.05%** | 11 / 22,485 |
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`make_current()` before `read_pixels` and a verify-retry both failed to move it in a 250-episode
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A/B, so the setting is the mitigation, not a code fix. Every cell above ran `N_ENVS=1`.
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**Audit, `xattn_L3` 60k (2026-09-15).** All 58 task logs report `N_ENVS=1`, `EVAL_WEIGHTS=ema`,
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zero `live`; 24/24 tasks hold exactly 50 finished episodes; no suffix-less (interrupted) videos,
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no truncated files, no exceptions or OOM. Note this is the *setting* argument — the verify-retry
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counter was not enabled in these runs, so mis-serves were not counted directly.
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<!-- KITCHEN-SR:END -->
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# WAM_DIT4DIT — context pooling on the **finalized B-method** base (RoboCasa kitchen)
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