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mixtures.py
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mixtures.py
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"""
mixtures.py
Defines a registry of dataset mixtures and weights for the Open-X Embodiment Datasets. Each dataset is associated with
a float "sampling weight"
"""
from typing import Dict, List, Tuple
# fmt: off
OXE_NAMED_MIXTURES: Dict[str, List[Tuple[str, float]]] = {
# === Bridge V2 Dataset ===
"bridge": [
# ("bridge_oxe", 1.0), # Version of Bridge V2 in Open-X GCP Bucket
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
],
# === [Moderate-Scale] Bridge++ Mixtures ===
"bridge_rt_1": [
# ("bridge_oxe", 1.0) # Version of Bridge V2 in Open-X GCP Bucket
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
("fractal20220817_data", 1.0), # Google RT-1 Robot Data (Large-Scale)
],
# === RT-X Mixtures ===
"rtx": [
("fractal20220817_data", 0.54087122203), # Google RT-1 Robot Data (Large-Scale)
("kuka", 0.8341046294),
# ("bridge_oxe", 1.0) # Version of Bridge V2 in Open-X GCP Bucket
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
("taco_play", 2.0),
("jaco_play", 2.0),
("berkeley_cable_routing", 3.0),
("roboturk", 1.0),
# ("nyu_door_opening_surprising_effectiveness", 5.0), # Note --> only contains wrist camera images (skip?)
("viola", 2.0),
("berkeley_autolab_ur5", 1.0),
("toto", 1.0),
],
"rtx_franka": [
("fractal20220817_data", 0.54087122203), # Google RT-1 Robot Data (Large-Scale)
("kuka", 0.8341046294),
# ("bridge_oxe", 1.0) # Version of Bridge V2 in Open-X GCP Bucket
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
("taco_play", 2.0),
("jaco_play", 2.0),
("berkeley_cable_routing", 3.0),
("roboturk", 1.0),
# ("nyu_door_opening_surprising_effectiveness", 5.0), # Note --> only contains wrist camera images (skip?)
("viola", 2.0),
("berkeley_autolab_ur5", 1.0),
("toto", 1.0),
("taco_play", 1.0),
("berkeley_cable_routing", 1.0),
("viola", 1.0),
("toto", 1.0),
("stanford_hydra_dataset_converted_externally_to_rlds", 1.0),
("austin_buds_dataset_converted_externally_to_rlds", 3.0),
("nyu_franka_play_dataset_converted_externally_to_rlds", 3.0),
("maniskill_dataset_converted_externally_to_rlds", 0.1),
("furniture_bench_dataset_converted_externally_to_rlds", 0.1),
("cmu_franka_exploration_dataset_converted_externally_to_rlds", 5.0),
("austin_sailor_dataset_converted_externally_to_rlds", 1.0),
("austin_sirius_dataset_converted_externally_to_rlds", 1.0),
("berkeley_rpt_converted_externally_to_rlds", 1.0),
("kaist_nonprehensile_converted_externally_to_rlds", 3.0),
("stanford_robocook_converted_externally_to_rlds", 1.0),
("iamlab_cmu_pickup_insert_converted_externally_to_rlds", 1.0),
("utaustin_mutex", 1.0),
("cmu_play_fusion", 1.0),
],
# === Open-X Magic Soup ===
"oxe_magic_soup": [
("fractal20220817_data", 0.54087122203), # Google RT-1 Robot Data (Large-Scale)
("kuka", 0.8341046294),
# ("bridge_oxe", 1.0) # Version of Bridge V2 in Open-X GCP Bucket
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
("taco_play", 2.0),
("jaco_play", 1.0),
("berkeley_cable_routing", 1.0),
("roboturk", 2.0),
# ("nyu_door_opening_surprising_effectiveness", 1.0), # Note --> only contains wrist camera images (skip?)
("viola", 2.0),
("berkeley_autolab_ur5", 2.0),
("toto", 1.0),
("language_table", 0.1),
("stanford_hydra_dataset_converted_externally_to_rlds", 2.0),
("austin_buds_dataset_converted_externally_to_rlds", 1.0),
("nyu_franka_play_dataset_converted_externally_to_rlds", 3.0),
("furniture_bench_dataset_converted_externally_to_rlds", 0.1),
("ucsd_kitchen_dataset_converted_externally_to_rlds", 2.0),
("austin_sailor_dataset_converted_externally_to_rlds", 1.0),
("austin_sirius_dataset_converted_externally_to_rlds", 1.0),
# ("bc_z", 0.2), # Note --> raw data is broken!
("dlr_edan_shared_control_converted_externally_to_rlds", 1.0),
("iamlab_cmu_pickup_insert_converted_externally_to_rlds", 1.0),
# ("uiuc_d3field", 1.0), # Note --> raw data is broken!
("utaustin_mutex", 1.0),
("berkeley_fanuc_manipulation", 2.0),
("cmu_stretch", 1.0),
],
# === Open-X Magic Soup++ ===
"oxe_magic_soup_plus": [
("fractal20220817_data", 0.54087122203), # Google RT-1 Robot Data (Large-Scale)
("kuka", 0.8341046294),
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
("taco_play", 2.0),
("jaco_play", 1.0),
("berkeley_cable_routing", 1.0),
("roboturk", 2.0),
("viola", 2.0),
("berkeley_autolab_ur5", 2.0),
("toto", 1.0),
("language_table", 0.1),
("stanford_hydra_dataset_converted_externally_to_rlds", 2.0),
("austin_buds_dataset_converted_externally_to_rlds", 1.0),
("nyu_franka_play_dataset_converted_externally_to_rlds", 3.0),
("furniture_bench_dataset_converted_externally_to_rlds", 0.1),
("ucsd_kitchen_dataset_converted_externally_to_rlds", 2.0),
("austin_sailor_dataset_converted_externally_to_rlds", 1.0),
("austin_sirius_dataset_converted_externally_to_rlds", 1.0),
("dlr_edan_shared_control_converted_externally_to_rlds", 1.0),
("iamlab_cmu_pickup_insert_converted_externally_to_rlds", 1.0),
("utaustin_mutex", 1.0),
("berkeley_fanuc_manipulation", 2.0),
("cmu_stretch", 1.0),
## New Datasets in MagicSoup++
("bc_z", 0.2), # Note: use v0.1.0 --> later versions broken
("fmb_dataset", 1.0),
("dobbe", 0.2),
("droid", 0.06),
],
"oxe_magic_soup_plus_minus": [
("fractal20220817_data", 1.0), # Google RT-1 Robot Data (Large-Scale)
("kuka", 0.8341046294),
("bridge_orig", 1.0), # Original Version of Bridge V2 from Project Website
("taco_play", 2.0),
("jaco_play", 1.0),
("berkeley_cable_routing", 1.0),
("roboturk", 2.0),
("viola", 2.0),
("berkeley_autolab_ur5", 2.0),
("toto", 1.0),
# ("language_table", 0.1),
("stanford_hydra_dataset_converted_externally_to_rlds", 2.0),
("austin_buds_dataset_converted_externally_to_rlds", 1.0),
("nyu_franka_play_dataset_converted_externally_to_rlds", 3.0),
("furniture_bench_dataset_converted_externally_to_rlds", 0.1),
("ucsd_kitchen_dataset_converted_externally_to_rlds", 2.0),
("austin_sailor_dataset_converted_externally_to_rlds", 1.0),
("austin_sirius_dataset_converted_externally_to_rlds", 1.0),
("dlr_edan_shared_control_converted_externally_to_rlds", 1.0),
("iamlab_cmu_pickup_insert_converted_externally_to_rlds", 1.0),
("utaustin_mutex", 1.0),
("berkeley_fanuc_manipulation", 2.0),
("cmu_stretch", 1.0),
## New Datasets in MagicSoup++
("bc_z", 0.2), # Note: use v0.1.0 --> later versions broken
("fmb_dataset", 1.0),
("dobbe", 0.2),
# ("droid", 0.06),
],
# === T-DROID Dataset ===
"tdroid_carrot_in_bowl": [
("tdroid_carrot_in_bowl", 1.0),
],
"tdroid_pour_corn_in_pot": [
("tdroid_pour_corn_in_pot", 1.0),
],
"tdroid_flip_pot_upright": [
("tdroid_flip_pot_upright", 1.0),
],
"tdroid_move_object_onto_plate": [
("tdroid_move_object_onto_plate", 1.0),
],
"tdroid_knock_object_over": [
("tdroid_knock_object_over", 1.0),
],
"tdroid_cover_object_with_towel": [
("tdroid_cover_object_with_towel", 1.0),
],
# === DROID Finetuning Datasets ===
"droid_wipe": [
("droid_wipe", 1.0),
],
}
# fmt: on