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README.md
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- industrial
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- tool-wear
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- cnc
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size_categories:
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language:
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- en
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pretty_name: FactoryNet Hackathon Dataset
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| **AURSAD** | UR3e (6-DOF cobot) | Screwdriving | 4,094 | 6.2M | 5 types |
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| **voraus-AD** | Yu-Cobot (6-DOF) | Pick-and-place | 2,122 | 2.3M | 12 types |
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| **NASA Milling** | CNC (3-axis) | Milling | 167 | 1.5M | Tool wear |
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**Total: 6,
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## FactoryNet Schema
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ds = load_dataset("Forgis/factorynet-hackathon", data_dir="nasa_milling")
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df = ds['train'].to_pandas()
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print(f"NASA Milling: {df['episode_id'].nunique()} episodes")
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```
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## Minimum Viable Episode (MVE)
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| `grip_failure` | Gripper malfunction | voraus-AD |
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| `missing_part` | Expected part absent | AURSAD |
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| `tool_wear` | Progressive degradation | NASA Milling |
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## File Structure
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```
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Forgis/factorynet-hackathon/
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├── aursad/
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│ └── aursad_factorynet.parquet
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├── voraus/
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│ └── voraus_ad_100hz_factorynet.parquet # 461 MB - Yu-Cobot time series
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├── nasa_milling/
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│ ├── nasa_milling_factorynet.parquet
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│ └── nasa_milling_metadata.json
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├──
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│ ├──
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│ └──
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├──
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├──
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└── README.md
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```
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- **AURSAD**: [Zenodo](https://zenodo.org/records/4487073) - CC BY 4.0
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- **voraus-AD**: [GitHub](https://github.com/vorausrobotik/voraus-ad-dataset) - MIT License
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- **NASA Milling**: [NASA Open Data](https://data.nasa.gov/dataset/milling-wear) - Public Domain
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## License
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- industrial
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- tool-wear
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- cnc
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- franka-panda
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- assembly
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- manipulation
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size_categories:
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- 10M<n<100M
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language:
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- en
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pretty_name: FactoryNet Hackathon Dataset
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| **AURSAD** | UR3e (6-DOF cobot) | Screwdriving | 4,094 | 6.2M | 5 types |
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| **voraus-AD** | Yu-Cobot (6-DOF) | Pick-and-place | 2,122 | 2.3M | 12 types |
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| **NASA Milling** | CNC (3-axis) | Milling | 167 | 1.5M | Tool wear |
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| **RH20T** | Franka Panda (7-DOF) | Manipulation | 500 | 1.2M | Normal |
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| **REASSEMBLE** | Franka Panda (7-DOF) | Assembly | 100 | 1.0M | Task success/fail |
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**Total: 6,983 episodes, 12M+ rows**
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## FactoryNet Schema
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ds = load_dataset("Forgis/factorynet-hackathon", data_dir="nasa_milling")
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df = ds['train'].to_pandas()
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print(f"NASA Milling: {df['episode_id'].nunique()} episodes")
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# Load RH20T (Franka manipulation tasks)
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ds = load_dataset("Forgis/factorynet-hackathon", data_dir="rh20t")
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df = ds['train'].to_pandas()
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print(f"RH20T: {df['episode_id'].nunique()} episodes")
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# Load REASSEMBLE (Franka assembly tasks)
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ds = load_dataset("Forgis/factorynet-hackathon", data_dir="reassemble")
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df = ds['train'].to_pandas()
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print(f"REASSEMBLE: {df['episode_id'].nunique()} episodes")
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```
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## Minimum Viable Episode (MVE)
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| `grip_failure` | Gripper malfunction | voraus-AD |
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| `missing_part` | Expected part absent | AURSAD |
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| `tool_wear` | Progressive degradation | NASA Milling |
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| `task_failure` | Assembly step failed | REASSEMBLE |
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## File Structure
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```
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Forgis/factorynet-hackathon/
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├── aursad/
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│ └── aursad_factorynet.parquet # 1.5 GB - UR3e time series
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├── voraus/
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│ └── voraus_ad_100hz_factorynet.parquet # 461 MB - Yu-Cobot time series
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├── nasa_milling/
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│ ├── nasa_milling_factorynet.parquet # 15 MB - CNC time series
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│ └── nasa_milling_metadata.json # Episode metadata with wear labels
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├── rh20t/
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│ ├── rh20t_factorynet.parquet # 31 MB - Franka manipulation
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│ └── rh20t_metadata.json # Episode metadata
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├── reassemble/
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│ ├── reassemble_factorynet.parquet # 406 MB - Franka assembly
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│ ├── reassemble_extensions.parquet # 19 MB - Gripper data
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│ └── reassemble_metadata.json # Episode + segment metadata
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├── schema.json # FactoryNet schema reference
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├── factorynet_loader.py # Easy-load Python utility
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└── README.md
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```
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- **AURSAD**: [Zenodo](https://zenodo.org/records/4487073) - CC BY 4.0
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- **voraus-AD**: [GitHub](https://github.com/vorausrobotik/voraus-ad-dataset) - MIT License
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- **NASA Milling**: [NASA Open Data](https://data.nasa.gov/dataset/milling-wear) - Public Domain
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- **RH20T**: [Project Page](https://rh20t.github.io/) - Real Human-Robot 20 Tasks
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- **REASSEMBLE**: [GitHub](https://github.com/TUWIEN-ASL/REASSEMBLE) - Assembly/Disassembly Dataset
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## License
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