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Upload panda reversible flow dataset
Browse files- README.md +38 -0
- data.parquet +3 -0
README.md
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---
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license: mit
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---
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---
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language:
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- en
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license: mit
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tags:
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- robotics
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- test-time-adaptation
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- reinforcement-learning
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- continuous-control
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- flow-matching
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dataset_info:
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features:
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- name: seed
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dtype: int32
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- name: step
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dtype: int32
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- name: joint_torques
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sequence: float32
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---
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# Dataset Card for panda_reversible_flow
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## Dataset Description
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This dataset contains Proportional-Derivative (PD) corrective joint torques generated during Test-Time Adaptation (TTA) simulations for the **Panda** environment using the **reversible_flow** policy.
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The dataset is structured for use in downstream machine learning workflows (such as training secondary diffusion or flow-matching models).
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### Physical Environment
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* **Robot**: Panda
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* **Degrees of Freedom (DOF)**: 7
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### Normalization
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The continuous `joint_torques` have been standardized globally to zero-mean and unit-variance across all seeds.
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To un-normalize the data back to raw physical torque values, use the following constants:
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* **Mean ($\mu$)**: `[-0.0009676102199591696, -0.023507313802838326, 0.0030434136278927326, -0.05878295749425888, 0.002191409934312105, 0.03670020028948784, 0.01815200224518776]`
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* **Standard Deviation ($\sigma$)**: `[0.4676210284233093, 0.4455776810646057, 0.6085122227668762, 0.7007313966751099, 0.15731249749660492, 0.19476990401744843, 0.12277533859014511]`
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### Usage
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```python
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from datasets import load_dataset
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dataset = load_dataset("elprofesoriqo/panda_reversible_flow")
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```
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data.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:eec3a516857b020eff932e98b6a8c29b9dc87a2ac34b1cb197ecba48e18b4784
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size 73719231
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