- Keterangan :
WidowX berinteraksi dengan dapur mainan
Kode sumber :
tfds.robotics.rtx.Bridge
Versi :
-
0.1.0
(default): Rilis awal.
-
Ukuran unduhan :
Unknown size
Ukuran kumpulan data :
387.49 GiB
Cache otomatis ( dokumentasi ): Tidak
Perpecahan :
Membelah | Contoh |
---|---|
'test' | 3.475 |
'train' | 25.460 |
- Struktur fitur :
FeaturesDict({
'episode_metadata': FeaturesDict({
'episode_id': Scalar(shape=(), dtype=int32),
'file_path': string,
'has_image_0': Scalar(shape=(), dtype=bool),
'has_image_1': Scalar(shape=(), dtype=bool),
'has_image_2': Scalar(shape=(), dtype=bool),
'has_image_3': Scalar(shape=(), dtype=bool),
'has_language': Scalar(shape=(), dtype=bool),
}),
'steps': Dataset({
'action': Tensor(shape=(7,), dtype=float32),
'discount': Scalar(shape=(), dtype=float32),
'is_first': bool,
'is_last': bool,
'is_terminal': bool,
'language_embedding': Tensor(shape=(512,), dtype=float32),
'language_instruction': string,
'observation': FeaturesDict({
'image_0': Image(shape=(256, 256, 3), dtype=uint8),
'image_1': Image(shape=(256, 256, 3), dtype=uint8),
'image_2': Image(shape=(256, 256, 3), dtype=uint8),
'image_3': Image(shape=(256, 256, 3), dtype=uint8),
'state': Tensor(shape=(7,), dtype=float32),
}),
'reward': Scalar(shape=(), dtype=float32),
}),
})
- Dokumentasi fitur :
Fitur | Kelas | Membentuk | Tipe D | Keterangan |
---|---|---|---|---|
FiturDict | ||||
episode_metadata | FiturDict | |||
episode_metadata/episode_id | Skalar | int32 | ||
episode_metadata/file_path | Tensor | rangkaian | ||
episode_metadata/has_image_0 | Skalar | bodoh | ||
episode_metadata/has_image_1 | Skalar | bodoh | ||
episode_metadata/has_image_2 | Skalar | bodoh | ||
episode_metadata/has_image_3 | Skalar | bodoh | ||
episode_metadata/has_bahasa | Skalar | bodoh | ||
Langkah | Himpunan data | |||
langkah/tindakan | Tensor | (7,) | float32 | |
langkah/diskon | Skalar | float32 | ||
langkah/adalah_pertama | Tensor | bodoh | ||
langkah/adalah_terakhir | Tensor | bodoh | ||
langkah/is_terminal | Tensor | bodoh | ||
langkah/bahasa_embedding | Tensor | (512,) | float32 | |
langkah/bahasa_instruksi | Tensor | rangkaian | ||
langkah/pengamatan | FiturDict | |||
langkah/pengamatan/gambar_0 | Gambar | (256, 256, 3) | uint8 | |
langkah/pengamatan/gambar_1 | Gambar | (256, 256, 3) | uint8 | |
langkah/pengamatan/gambar_2 | Gambar | (256, 256, 3) | uint8 | |
langkah/pengamatan/gambar_3 | Gambar | (256, 256, 3) | uint8 | |
langkah/pengamatan/keadaan | Tensor | (7,) | float32 | |
langkah/hadiah | Skalar | float32 |
Kunci yang diawasi (Lihat dokumen
as_supervised
):None
Gambar ( tfds.show_examples ): Tidak didukung.
Contoh ( tfds.as_dataframe ):
- Kutipan :
@inproceedings{walke2023bridgedata,
title={BridgeData V2: A Dataset for Robot Learning at Scale},
author={Walke, Homer and Black, Kevin and Lee, Abraham and Kim, Moo Jin and Du, Max and Zheng, Chongyi and Zhao, Tony and Hansen-Estruch, Philippe and Vuong, Quan and He, Andre and Myers, Vivek and Fang, Kuan and Finn, Chelsea and Levine, Sergey},
booktitle={Conference on Robot Learning (CoRL)},
year={2023}
}