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Parent(s): a9fca56
Initial dataset upload
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- 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_domain_randomization
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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 **domain_randomization** 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 ($\mu$)**: `[-0.0005189143703319132, -0.0235579926520586, 0.003010569140315056, -0.058866918087005615, 0.0021719697397202253, 0.03679513931274414, 0.018202990293502808]`
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* **Standard Deviation ($\sigma$)**: `[0.46804776787757874, 0.44556131958961487, 0.6080793142318726, 0.7006511092185974, 0.15711797773838043, 0.1949518918991089, 0.12275472283363342]`
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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_domain_randomization")
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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 sha256:786e88665d5a3844093dfe849accd61849d152d5a12ac581245a658d289b3189
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size 72258344
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