ReMemBench-Migrated / README.md
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---
license: mit
task_categories:
- robotics
tags:
- robocasa
- robosuite
- imitation-learning
- memory
- manipulation
---
# ReMemBench-Migrated
Regenerated version of the [ReMemBench dataset](https://huggingface.co/datasets/Rutav/ReMemBench-Dataset),
replayed in the **latest RoboCasa (v1.0.1 / RoboCasa365, robosuite 1.5.2, mujoco 3.3.1)**
environment. The original ReMemBench demos were recorded in RoboCasa 0.2.0; this
dataset replays each demonstration's recorded MuJoCo states through the migrated
RoboCasa 1.0.1 memory-task environments and re-derives observations and images.
## Contents
13 memory tasks, 25 source files, **421 demonstrations**, all successful. Layout mirrors
the original: `<task>/<date>/{demo.hdf5, demo_im128_notp.hdf5}`.
- **`demo.hdf5`** — robomimic low-dim convention (`data/demo_<i>/`): `states`, `actions`,
`action_dict/`, `action_infos/`, `observations/` (low-dim), `policy_mode`,
`initial_obj_qpos/`; per-demo attrs `ep_meta`/`initial_qpos`/`model_file`/
`non_robot_qpos_idx`/`num_samples`.
- **`demo_im128_notp.hdf5`** — robomimic image convention (`data/<Env>_<Robot>_demo_<i>/`):
adds 128×128 RGB from **4 cameras** (`robot0_agentview_center`, `robot0_agentview_left`,
`robot0_agentview_right`, `robot0_eye_in_hand`) plus `rewards`/`dones`. RGB only
(no segmentation / bbox suite).
Tasks: MemFruitInSinkLeftFar, MemFruitInSinkRightFar, MemHeatPot, MemHeatPotMultiple,
MemPutKBowlInCabinet, MemPutKBreadInMicrowave, MemRetrieveOilsFromCounter{LL,LR,RL,RR},
MemWashAndReturn{Left,Right,SameLocation}.
## Notes
- **State-faithful replay:** trajectories are the original recorded states; visuals
reflect the migrated RoboCasa 1.0.1 env.
- **Container-lift correction:** containers (plates/bowls) whose recorded z clipped
through the thinner 1.0.1 counter slabs are lifted so they rest on the surface;
this lift is baked into the saved `states` so states/obs/images agree. All other
qpos are unchanged.
- Some 0.2.0 fixtures fall back to 1.0.1 defaults, so scenes are visually close but
not pixel-identical to the originals.
The migrated task environments live in
[yilin-wu98/robocasa](https://github.com/yilin-wu98/robocasa) (branch `feat/halo-memory-tasks`).