Publish World2Action decoder iter_000001800.pt
Browse files- README.md +33 -0
- checkpoints/model/iter_000001800.pt +3 -0
- config.yaml +2112 -0
- latest_checkpoint.txt +1 -0
- vam_cross_action_decoder_manifest.json +348 -0
- vam_cross_video2world_config.json +650 -0
- vam_cross_world2action_config.json +311 -0
README.md
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---
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tags:
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- mimic-video
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- robotics
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- action-prediction
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---
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# VAM-Cross MimicVideo World2Action decoder
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This public repository contains the World2Action decoder checkpoint from
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iteration 1800 of `w2a_panda_widowx_level2_widowx_texture_2cam_hstack_action_iter2374_videolora_iter200_widowx_teleop_recording_frame_v1`. The run stopped
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because of `unknown`. The newest complete model,
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optimizer, scheduler, and trainer checkpoint set was verified before selecting
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the uploaded model weight.
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## Required frozen inputs
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- MimicVideo commit: `e3355dbc93132b576c02f920a59b4fc18a4f5906`
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- Initial Video2World backbone: `dreamdifferent/widowx250-video-fused@f0cea76b62c5dd66b06b9f965932ddea32a7b546`
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- Initial action decoder: `dreamdifferent/vam-cross-target-widowx250-native-2cam-action-decoder@93750cccda01620e3c028477e4c49bc5c996a68d`
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- Frozen Video LoRA: `dreamdifferent/vam-cross-level2-panda-widowx-widowx-texture-video-lora-iter200@5a22b23f6f4bf80b249d6215d15260b7b59acbcf`
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## Action and data contract
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- Dataset: `dreamdifferent/vam-cross-level2-panda-widowx-widowx-texture@994be7f8952807008c316db7943ec732bf70b978`
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- Episodes/frames: 256 / 54349
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- Cameras: `observation.images.corner_cam, observation.images.front_cam`
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- Target: 15 achieved-EE/gripper actions at 5 Hz
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- Pose target: `relative_to_current_achieved_pose` in `widowx_reference_base/teleop_aligned_tool`
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- Rotation: `rotation_6d`
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The dataset and frozen inputs are not included. Use the pinned JSON and
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effective `config.yaml` included in this repository.
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checkpoints/model/iter_000001800.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:e9cf5ae373416faa966d04c9707080f815a3710fd29b53c4d837380b9b3bfa47
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size 998172132
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config.yaml
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|
|
|
|
| 1 |
+
action_pipe:
|
| 2 |
+
_target_: cosmos_predict2.configs.config_world2action.World2ActionPipelineConfig
|
| 3 |
+
ema:
|
| 4 |
+
enabled: false
|
| 5 |
+
iteration_shift: 0
|
| 6 |
+
rate: 0.1
|
| 7 |
+
net:
|
| 8 |
+
_target_: <class 'cosmos_predict2.models.world2action_dit.World2ActionDIT'>
|
| 9 |
+
adaln_lora_dim: '128'
|
| 10 |
+
atten_backend: flash_attn_no_cp
|
| 11 |
+
crossattn_emb_channels: '2048'
|
| 12 |
+
in_channels: '10'
|
| 13 |
+
max_horizon: '16'
|
| 14 |
+
mlp_ratio: '4.0'
|
| 15 |
+
model_channels: '1024'
|
| 16 |
+
num_blocks: '24'
|
| 17 |
+
num_heads: '8'
|
| 18 |
+
out_channels: '10'
|
| 19 |
+
pair_timestep_feature_rank: '1024'
|
| 20 |
+
sac_config:
|
| 21 |
+
every_n_blocks: 1
|
| 22 |
+
mode: none
|
| 23 |
+
use_adaln_lora: 'True'
|
| 24 |
+
precision: bfloat16
|
| 25 |
+
scheduler:
|
| 26 |
+
alpha: 1.0
|
| 27 |
+
beta: 1.0
|
| 28 |
+
num_denoising_steps: 10
|
| 29 |
+
checkpoint:
|
| 30 |
+
broadcast_via_filesystem: 'False'
|
| 31 |
+
dcp_allow_mismatched_size: 'False'
|
| 32 |
+
dcp_async_mode_enabled: 'False'
|
| 33 |
+
jit:
|
| 34 |
+
device: cuda
|
| 35 |
+
dtype: bfloat16
|
| 36 |
+
enabled: 'False'
|
| 37 |
+
input_shape: null
|
| 38 |
+
strict: 'True'
|
| 39 |
+
keys_not_to_resume: []
|
| 40 |
+
load_ema_to_reg: 'False'
|
| 41 |
+
load_path: ''
|
| 42 |
+
load_training_state: 'False'
|
| 43 |
+
only_load_scheduler_state: 'False'
|
| 44 |
+
save_iter: '100'
|
| 45 |
+
strict_resume: 'False'
|
| 46 |
+
type:
|
| 47 |
+
_target_: <class 'mimicvideo_runtime.checkpointer.KeepLatestCheckpointer'>
|
| 48 |
+
callbacks: null
|
| 49 |
+
keep_latest_only: 'False'
|
| 50 |
+
verbose: 'True'
|
| 51 |
+
data_config:
|
| 52 |
+
dataset:
|
| 53 |
+
data_components:
|
| 54 |
+
eef_pose_lowdim:
|
| 55 |
+
obs_type: ObsType.POSE_MATRIX
|
| 56 |
+
repr: LieRepr.ABSOLUTE
|
| 57 |
+
gripper_action_lowdim:
|
| 58 |
+
obs_type: ObsType.JOINT_POS
|
| 59 |
+
repr: LieRepr.ABSOLUTE
|
| 60 |
+
gripper_state_lowdim:
|
| 61 |
+
obs_type: ObsType.JOINT_POS
|
| 62 |
+
repr: LieRepr.ABSOLUTE
|
| 63 |
+
language_embedding:
|
| 64 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 65 |
+
repr: null
|
| 66 |
+
language_instruction:
|
| 67 |
+
obs_type: ObsType.LANGUAGE
|
| 68 |
+
repr: null
|
| 69 |
+
num_conditional_frames:
|
| 70 |
+
obs_type: ObsType.METADATA_LABEL
|
| 71 |
+
repr: null
|
| 72 |
+
workspace_rgb:
|
| 73 |
+
obs_type: ObsType.RGB
|
| 74 |
+
repr: null
|
| 75 |
+
workspace_rgb_embedding:
|
| 76 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 77 |
+
repr: null
|
| 78 |
+
data_transforms:
|
| 79 |
+
- name: CosmosProcessImage
|
| 80 |
+
resize_sizes:
|
| 81 |
+
- '480'
|
| 82 |
+
- '640'
|
| 83 |
+
targets:
|
| 84 |
+
- workspace_rgb
|
| 85 |
+
- additional_data:
|
| 86 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 87 |
+
name: ConvertLowdimRepr
|
| 88 |
+
relative_base_value_idx: '-1'
|
| 89 |
+
targets:
|
| 90 |
+
- action/eef_pose_lowdim
|
| 91 |
+
- name: DeconstructPoseMat
|
| 92 |
+
out_key_prefix: action/eef
|
| 93 |
+
targets:
|
| 94 |
+
- action/eef_pose_lowdim
|
| 95 |
+
- name: DeconstructPoseMat
|
| 96 |
+
out_key_prefix: obs/eef
|
| 97 |
+
targets:
|
| 98 |
+
- obs/eef_pose_lowdim
|
| 99 |
+
- name: RotationMatrixTo6D
|
| 100 |
+
targets:
|
| 101 |
+
- action/eef_rot_lowdim
|
| 102 |
+
- obs/eef_rot_lowdim
|
| 103 |
+
- name: Flatten
|
| 104 |
+
targets:
|
| 105 |
+
- lowdim
|
| 106 |
+
- name: Concat
|
| 107 |
+
out_key: action/lowdim_concat
|
| 108 |
+
targets:
|
| 109 |
+
- action/eef_pos_lowdim
|
| 110 |
+
- action/eef_rot_lowdim
|
| 111 |
+
- action/gripper_action_lowdim
|
| 112 |
+
- name: Concat
|
| 113 |
+
out_key: obs/lowdim_concat
|
| 114 |
+
targets:
|
| 115 |
+
- obs/eef_pos_lowdim
|
| 116 |
+
- obs/eef_rot_lowdim
|
| 117 |
+
- obs/gripper_state_lowdim
|
| 118 |
+
dataset:
|
| 119 |
+
_convert_: partial
|
| 120 |
+
_target_: mimicvideo_runtime.action_dataset.WidowXActionDataset
|
| 121 |
+
data_components:
|
| 122 |
+
eef_pose_lowdim:
|
| 123 |
+
obs_type: ObsType.POSE_MATRIX
|
| 124 |
+
repr: LieRepr.ABSOLUTE
|
| 125 |
+
gripper_action_lowdim:
|
| 126 |
+
obs_type: ObsType.JOINT_POS
|
| 127 |
+
repr: LieRepr.ABSOLUTE
|
| 128 |
+
gripper_state_lowdim:
|
| 129 |
+
obs_type: ObsType.JOINT_POS
|
| 130 |
+
repr: LieRepr.ABSOLUTE
|
| 131 |
+
language_embedding:
|
| 132 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 133 |
+
repr: null
|
| 134 |
+
language_instruction:
|
| 135 |
+
obs_type: ObsType.LANGUAGE
|
| 136 |
+
repr: null
|
| 137 |
+
num_conditional_frames:
|
| 138 |
+
obs_type: ObsType.METADATA_LABEL
|
| 139 |
+
repr: null
|
| 140 |
+
workspace_rgb:
|
| 141 |
+
obs_type: ObsType.RGB
|
| 142 |
+
repr: null
|
| 143 |
+
workspace_rgb_embedding:
|
| 144 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 145 |
+
repr: null
|
| 146 |
+
data_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_widowx_teleop_recording_frame_v1_action/action_dataset
|
| 147 |
+
data_transforms:
|
| 148 |
+
- name: CosmosProcessImage
|
| 149 |
+
resize_sizes:
|
| 150 |
+
- '480'
|
| 151 |
+
- '640'
|
| 152 |
+
targets:
|
| 153 |
+
- workspace_rgb
|
| 154 |
+
- additional_data:
|
| 155 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 156 |
+
name: ConvertLowdimRepr
|
| 157 |
+
relative_base_value_idx: '-1'
|
| 158 |
+
targets:
|
| 159 |
+
- action/eef_pose_lowdim
|
| 160 |
+
- name: DeconstructPoseMat
|
| 161 |
+
out_key_prefix: action/eef
|
| 162 |
+
targets:
|
| 163 |
+
- action/eef_pose_lowdim
|
| 164 |
+
- name: DeconstructPoseMat
|
| 165 |
+
out_key_prefix: obs/eef
|
| 166 |
+
targets:
|
| 167 |
+
- obs/eef_pose_lowdim
|
| 168 |
+
- name: RotationMatrixTo6D
|
| 169 |
+
targets:
|
| 170 |
+
- action/eef_rot_lowdim
|
| 171 |
+
- obs/eef_rot_lowdim
|
| 172 |
+
- name: Flatten
|
| 173 |
+
targets:
|
| 174 |
+
- lowdim
|
| 175 |
+
- name: Concat
|
| 176 |
+
out_key: action/lowdim_concat
|
| 177 |
+
targets:
|
| 178 |
+
- action/eef_pos_lowdim
|
| 179 |
+
- action/eef_rot_lowdim
|
| 180 |
+
- action/gripper_action_lowdim
|
| 181 |
+
- name: Concat
|
| 182 |
+
out_key: obs/lowdim_concat
|
| 183 |
+
targets:
|
| 184 |
+
- obs/eef_pos_lowdim
|
| 185 |
+
- obs/eef_rot_lowdim
|
| 186 |
+
- obs/gripper_state_lowdim
|
| 187 |
+
num_val_episodes: '10'
|
| 188 |
+
policy_io:
|
| 189 |
+
action:
|
| 190 |
+
eef_pos_lowdim:
|
| 191 |
+
horizon: '15'
|
| 192 |
+
normalization_type: NormalizationType.VARIANCE
|
| 193 |
+
shift_right_by: '0.2'
|
| 194 |
+
target_frequency: '5'
|
| 195 |
+
target_repr: LieRepr.RELATIVE
|
| 196 |
+
eef_rot_lowdim:
|
| 197 |
+
horizon: '15'
|
| 198 |
+
normalization_type: NormalizationType.IDENTITY
|
| 199 |
+
shift_right_by: '0.2'
|
| 200 |
+
target_frequency: '5'
|
| 201 |
+
target_repr: LieRepr.RELATIVE
|
| 202 |
+
gripper_action_lowdim:
|
| 203 |
+
horizon: '15'
|
| 204 |
+
normalization_type: NormalizationType.VARIANCE
|
| 205 |
+
shift_right_by: '0.2'
|
| 206 |
+
target_frequency: '5'
|
| 207 |
+
target_repr: LieRepr.ABSOLUTE
|
| 208 |
+
workspace_rgb:
|
| 209 |
+
horizon: '56'
|
| 210 |
+
normalization_type: NormalizationType.NONE
|
| 211 |
+
shift_right_by: '0.2'
|
| 212 |
+
target_frequency: '5'
|
| 213 |
+
target_repr: null
|
| 214 |
+
obs:
|
| 215 |
+
eef_pos_lowdim:
|
| 216 |
+
horizon: '1'
|
| 217 |
+
normalization_type: NormalizationType.VARIANCE
|
| 218 |
+
shift_right_by: '0'
|
| 219 |
+
target_frequency: '5'
|
| 220 |
+
target_repr: LieRepr.ABSOLUTE
|
| 221 |
+
eef_rot_lowdim:
|
| 222 |
+
horizon: '1'
|
| 223 |
+
normalization_type: NormalizationType.IDENTITY
|
| 224 |
+
shift_right_by: '0'
|
| 225 |
+
target_frequency: '5'
|
| 226 |
+
target_repr: LieRepr.ABSOLUTE
|
| 227 |
+
gripper_state_lowdim:
|
| 228 |
+
horizon: '1'
|
| 229 |
+
normalization_type: NormalizationType.VARIANCE
|
| 230 |
+
shift_right_by: '0'
|
| 231 |
+
target_frequency: '5'
|
| 232 |
+
target_repr: LieRepr.ABSOLUTE
|
| 233 |
+
language_embedding:
|
| 234 |
+
horizon: '1'
|
| 235 |
+
normalization_type: NormalizationType.NONE
|
| 236 |
+
shift_right_by: '0'
|
| 237 |
+
target_frequency: null
|
| 238 |
+
target_repr: null
|
| 239 |
+
workspace_rgb:
|
| 240 |
+
horizon: '5'
|
| 241 |
+
normalization_type: NormalizationType.NONE
|
| 242 |
+
shift_right_by: '0'
|
| 243 |
+
target_frequency: '5'
|
| 244 |
+
target_repr: null
|
| 245 |
+
seed: '42'
|
| 246 |
+
should_include_padded_tails: 'True'
|
| 247 |
+
source_component_names:
|
| 248 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 249 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 250 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 251 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 252 |
+
timestep_anchor: workspace_rgb
|
| 253 |
+
source_component_names:
|
| 254 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 255 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 256 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 257 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 258 |
+
policy_io:
|
| 259 |
+
concat_groups:
|
| 260 |
+
action/lowdim_concat:
|
| 261 |
+
- action/eef_pos_lowdim
|
| 262 |
+
- action/eef_rot_lowdim
|
| 263 |
+
- action/gripper_action_lowdim
|
| 264 |
+
obs/lowdim_concat:
|
| 265 |
+
- obs/eef_pos_lowdim
|
| 266 |
+
- obs/eef_rot_lowdim
|
| 267 |
+
- obs/gripper_state_lowdim
|
| 268 |
+
img_resize_sizes:
|
| 269 |
+
- '480'
|
| 270 |
+
- '640'
|
| 271 |
+
policy_io:
|
| 272 |
+
action:
|
| 273 |
+
eef_pos_lowdim:
|
| 274 |
+
horizon: '15'
|
| 275 |
+
normalization_type: NormalizationType.VARIANCE
|
| 276 |
+
shift_right_by: '0.2'
|
| 277 |
+
target_frequency: '5'
|
| 278 |
+
target_repr: LieRepr.RELATIVE
|
| 279 |
+
eef_rot_lowdim:
|
| 280 |
+
horizon: '15'
|
| 281 |
+
normalization_type: NormalizationType.IDENTITY
|
| 282 |
+
shift_right_by: '0.2'
|
| 283 |
+
target_frequency: '5'
|
| 284 |
+
target_repr: LieRepr.RELATIVE
|
| 285 |
+
gripper_action_lowdim:
|
| 286 |
+
horizon: '15'
|
| 287 |
+
normalization_type: NormalizationType.VARIANCE
|
| 288 |
+
shift_right_by: '0.2'
|
| 289 |
+
target_frequency: '5'
|
| 290 |
+
target_repr: LieRepr.ABSOLUTE
|
| 291 |
+
workspace_rgb:
|
| 292 |
+
horizon: '56'
|
| 293 |
+
normalization_type: NormalizationType.NONE
|
| 294 |
+
shift_right_by: '0.2'
|
| 295 |
+
target_frequency: '5'
|
| 296 |
+
target_repr: null
|
| 297 |
+
obs:
|
| 298 |
+
eef_pos_lowdim:
|
| 299 |
+
horizon: '1'
|
| 300 |
+
normalization_type: NormalizationType.VARIANCE
|
| 301 |
+
shift_right_by: '0'
|
| 302 |
+
target_frequency: '5'
|
| 303 |
+
target_repr: LieRepr.ABSOLUTE
|
| 304 |
+
eef_rot_lowdim:
|
| 305 |
+
horizon: '1'
|
| 306 |
+
normalization_type: NormalizationType.IDENTITY
|
| 307 |
+
shift_right_by: '0'
|
| 308 |
+
target_frequency: '5'
|
| 309 |
+
target_repr: LieRepr.ABSOLUTE
|
| 310 |
+
gripper_state_lowdim:
|
| 311 |
+
horizon: '1'
|
| 312 |
+
normalization_type: NormalizationType.VARIANCE
|
| 313 |
+
shift_right_by: '0'
|
| 314 |
+
target_frequency: '5'
|
| 315 |
+
target_repr: LieRepr.ABSOLUTE
|
| 316 |
+
language_embedding:
|
| 317 |
+
horizon: '1'
|
| 318 |
+
normalization_type: NormalizationType.NONE
|
| 319 |
+
shift_right_by: '0'
|
| 320 |
+
target_frequency: null
|
| 321 |
+
target_repr: null
|
| 322 |
+
workspace_rgb:
|
| 323 |
+
horizon: '5'
|
| 324 |
+
normalization_type: NormalizationType.NONE
|
| 325 |
+
shift_right_by: '0'
|
| 326 |
+
target_frequency: '5'
|
| 327 |
+
target_repr: null
|
| 328 |
+
dataloader_train:
|
| 329 |
+
_target_: <class 'torch.utils.data.dataloader.DataLoader'>
|
| 330 |
+
batch_sampler: null
|
| 331 |
+
batch_size: '2'
|
| 332 |
+
collate_fn: null
|
| 333 |
+
dataset:
|
| 334 |
+
_target_: <function _instantiate_dataset at 0x14afb0f1edd0>
|
| 335 |
+
data_config:
|
| 336 |
+
dataset:
|
| 337 |
+
data_components:
|
| 338 |
+
eef_pose_lowdim:
|
| 339 |
+
obs_type: ObsType.POSE_MATRIX
|
| 340 |
+
repr: LieRepr.ABSOLUTE
|
| 341 |
+
gripper_action_lowdim:
|
| 342 |
+
obs_type: ObsType.JOINT_POS
|
| 343 |
+
repr: LieRepr.ABSOLUTE
|
| 344 |
+
gripper_state_lowdim:
|
| 345 |
+
obs_type: ObsType.JOINT_POS
|
| 346 |
+
repr: LieRepr.ABSOLUTE
|
| 347 |
+
language_embedding:
|
| 348 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 349 |
+
repr: null
|
| 350 |
+
language_instruction:
|
| 351 |
+
obs_type: ObsType.LANGUAGE
|
| 352 |
+
repr: null
|
| 353 |
+
num_conditional_frames:
|
| 354 |
+
obs_type: ObsType.METADATA_LABEL
|
| 355 |
+
repr: null
|
| 356 |
+
workspace_rgb:
|
| 357 |
+
obs_type: ObsType.RGB
|
| 358 |
+
repr: null
|
| 359 |
+
workspace_rgb_embedding:
|
| 360 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 361 |
+
repr: null
|
| 362 |
+
data_transforms:
|
| 363 |
+
- name: CosmosProcessImage
|
| 364 |
+
resize_sizes:
|
| 365 |
+
- '480'
|
| 366 |
+
- '640'
|
| 367 |
+
targets:
|
| 368 |
+
- workspace_rgb
|
| 369 |
+
- additional_data:
|
| 370 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 371 |
+
name: ConvertLowdimRepr
|
| 372 |
+
relative_base_value_idx: '-1'
|
| 373 |
+
targets:
|
| 374 |
+
- action/eef_pose_lowdim
|
| 375 |
+
- name: DeconstructPoseMat
|
| 376 |
+
out_key_prefix: action/eef
|
| 377 |
+
targets:
|
| 378 |
+
- action/eef_pose_lowdim
|
| 379 |
+
- name: DeconstructPoseMat
|
| 380 |
+
out_key_prefix: obs/eef
|
| 381 |
+
targets:
|
| 382 |
+
- obs/eef_pose_lowdim
|
| 383 |
+
- name: RotationMatrixTo6D
|
| 384 |
+
targets:
|
| 385 |
+
- action/eef_rot_lowdim
|
| 386 |
+
- obs/eef_rot_lowdim
|
| 387 |
+
- name: Flatten
|
| 388 |
+
targets:
|
| 389 |
+
- lowdim
|
| 390 |
+
- name: Concat
|
| 391 |
+
out_key: action/lowdim_concat
|
| 392 |
+
targets:
|
| 393 |
+
- action/eef_pos_lowdim
|
| 394 |
+
- action/eef_rot_lowdim
|
| 395 |
+
- action/gripper_action_lowdim
|
| 396 |
+
- name: Concat
|
| 397 |
+
out_key: obs/lowdim_concat
|
| 398 |
+
targets:
|
| 399 |
+
- obs/eef_pos_lowdim
|
| 400 |
+
- obs/eef_rot_lowdim
|
| 401 |
+
- obs/gripper_state_lowdim
|
| 402 |
+
dataset:
|
| 403 |
+
_convert_: partial
|
| 404 |
+
_target_: mimicvideo_runtime.action_dataset.WidowXActionDataset
|
| 405 |
+
data_components:
|
| 406 |
+
eef_pose_lowdim:
|
| 407 |
+
obs_type: ObsType.POSE_MATRIX
|
| 408 |
+
repr: LieRepr.ABSOLUTE
|
| 409 |
+
gripper_action_lowdim:
|
| 410 |
+
obs_type: ObsType.JOINT_POS
|
| 411 |
+
repr: LieRepr.ABSOLUTE
|
| 412 |
+
gripper_state_lowdim:
|
| 413 |
+
obs_type: ObsType.JOINT_POS
|
| 414 |
+
repr: LieRepr.ABSOLUTE
|
| 415 |
+
language_embedding:
|
| 416 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 417 |
+
repr: null
|
| 418 |
+
language_instruction:
|
| 419 |
+
obs_type: ObsType.LANGUAGE
|
| 420 |
+
repr: null
|
| 421 |
+
num_conditional_frames:
|
| 422 |
+
obs_type: ObsType.METADATA_LABEL
|
| 423 |
+
repr: null
|
| 424 |
+
workspace_rgb:
|
| 425 |
+
obs_type: ObsType.RGB
|
| 426 |
+
repr: null
|
| 427 |
+
workspace_rgb_embedding:
|
| 428 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 429 |
+
repr: null
|
| 430 |
+
data_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_widowx_teleop_recording_frame_v1_action/action_dataset
|
| 431 |
+
data_transforms:
|
| 432 |
+
- name: CosmosProcessImage
|
| 433 |
+
resize_sizes:
|
| 434 |
+
- '480'
|
| 435 |
+
- '640'
|
| 436 |
+
targets:
|
| 437 |
+
- workspace_rgb
|
| 438 |
+
- additional_data:
|
| 439 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 440 |
+
name: ConvertLowdimRepr
|
| 441 |
+
relative_base_value_idx: '-1'
|
| 442 |
+
targets:
|
| 443 |
+
- action/eef_pose_lowdim
|
| 444 |
+
- name: DeconstructPoseMat
|
| 445 |
+
out_key_prefix: action/eef
|
| 446 |
+
targets:
|
| 447 |
+
- action/eef_pose_lowdim
|
| 448 |
+
- name: DeconstructPoseMat
|
| 449 |
+
out_key_prefix: obs/eef
|
| 450 |
+
targets:
|
| 451 |
+
- obs/eef_pose_lowdim
|
| 452 |
+
- name: RotationMatrixTo6D
|
| 453 |
+
targets:
|
| 454 |
+
- action/eef_rot_lowdim
|
| 455 |
+
- obs/eef_rot_lowdim
|
| 456 |
+
- name: Flatten
|
| 457 |
+
targets:
|
| 458 |
+
- lowdim
|
| 459 |
+
- name: Concat
|
| 460 |
+
out_key: action/lowdim_concat
|
| 461 |
+
targets:
|
| 462 |
+
- action/eef_pos_lowdim
|
| 463 |
+
- action/eef_rot_lowdim
|
| 464 |
+
- action/gripper_action_lowdim
|
| 465 |
+
- name: Concat
|
| 466 |
+
out_key: obs/lowdim_concat
|
| 467 |
+
targets:
|
| 468 |
+
- obs/eef_pos_lowdim
|
| 469 |
+
- obs/eef_rot_lowdim
|
| 470 |
+
- obs/gripper_state_lowdim
|
| 471 |
+
num_val_episodes: '10'
|
| 472 |
+
policy_io:
|
| 473 |
+
action:
|
| 474 |
+
eef_pos_lowdim:
|
| 475 |
+
horizon: '15'
|
| 476 |
+
normalization_type: NormalizationType.VARIANCE
|
| 477 |
+
shift_right_by: '0.2'
|
| 478 |
+
target_frequency: '5'
|
| 479 |
+
target_repr: LieRepr.RELATIVE
|
| 480 |
+
eef_rot_lowdim:
|
| 481 |
+
horizon: '15'
|
| 482 |
+
normalization_type: NormalizationType.IDENTITY
|
| 483 |
+
shift_right_by: '0.2'
|
| 484 |
+
target_frequency: '5'
|
| 485 |
+
target_repr: LieRepr.RELATIVE
|
| 486 |
+
gripper_action_lowdim:
|
| 487 |
+
horizon: '15'
|
| 488 |
+
normalization_type: NormalizationType.VARIANCE
|
| 489 |
+
shift_right_by: '0.2'
|
| 490 |
+
target_frequency: '5'
|
| 491 |
+
target_repr: LieRepr.ABSOLUTE
|
| 492 |
+
workspace_rgb:
|
| 493 |
+
horizon: '56'
|
| 494 |
+
normalization_type: NormalizationType.NONE
|
| 495 |
+
shift_right_by: '0.2'
|
| 496 |
+
target_frequency: '5'
|
| 497 |
+
target_repr: null
|
| 498 |
+
obs:
|
| 499 |
+
eef_pos_lowdim:
|
| 500 |
+
horizon: '1'
|
| 501 |
+
normalization_type: NormalizationType.VARIANCE
|
| 502 |
+
shift_right_by: '0'
|
| 503 |
+
target_frequency: '5'
|
| 504 |
+
target_repr: LieRepr.ABSOLUTE
|
| 505 |
+
eef_rot_lowdim:
|
| 506 |
+
horizon: '1'
|
| 507 |
+
normalization_type: NormalizationType.IDENTITY
|
| 508 |
+
shift_right_by: '0'
|
| 509 |
+
target_frequency: '5'
|
| 510 |
+
target_repr: LieRepr.ABSOLUTE
|
| 511 |
+
gripper_state_lowdim:
|
| 512 |
+
horizon: '1'
|
| 513 |
+
normalization_type: NormalizationType.VARIANCE
|
| 514 |
+
shift_right_by: '0'
|
| 515 |
+
target_frequency: '5'
|
| 516 |
+
target_repr: LieRepr.ABSOLUTE
|
| 517 |
+
language_embedding:
|
| 518 |
+
horizon: '1'
|
| 519 |
+
normalization_type: NormalizationType.NONE
|
| 520 |
+
shift_right_by: '0'
|
| 521 |
+
target_frequency: null
|
| 522 |
+
target_repr: null
|
| 523 |
+
workspace_rgb:
|
| 524 |
+
horizon: '5'
|
| 525 |
+
normalization_type: NormalizationType.NONE
|
| 526 |
+
shift_right_by: '0'
|
| 527 |
+
target_frequency: '5'
|
| 528 |
+
target_repr: null
|
| 529 |
+
seed: '42'
|
| 530 |
+
should_include_padded_tails: 'True'
|
| 531 |
+
source_component_names:
|
| 532 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 533 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 534 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 535 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 536 |
+
timestep_anchor: workspace_rgb
|
| 537 |
+
source_component_names:
|
| 538 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 539 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 540 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 541 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 542 |
+
policy_io:
|
| 543 |
+
concat_groups:
|
| 544 |
+
action/lowdim_concat:
|
| 545 |
+
- action/eef_pos_lowdim
|
| 546 |
+
- action/eef_rot_lowdim
|
| 547 |
+
- action/gripper_action_lowdim
|
| 548 |
+
obs/lowdim_concat:
|
| 549 |
+
- obs/eef_pos_lowdim
|
| 550 |
+
- obs/eef_rot_lowdim
|
| 551 |
+
- obs/gripper_state_lowdim
|
| 552 |
+
img_resize_sizes:
|
| 553 |
+
- '480'
|
| 554 |
+
- '640'
|
| 555 |
+
policy_io:
|
| 556 |
+
action:
|
| 557 |
+
eef_pos_lowdim:
|
| 558 |
+
horizon: '15'
|
| 559 |
+
normalization_type: NormalizationType.VARIANCE
|
| 560 |
+
shift_right_by: '0.2'
|
| 561 |
+
target_frequency: '5'
|
| 562 |
+
target_repr: LieRepr.RELATIVE
|
| 563 |
+
eef_rot_lowdim:
|
| 564 |
+
horizon: '15'
|
| 565 |
+
normalization_type: NormalizationType.IDENTITY
|
| 566 |
+
shift_right_by: '0.2'
|
| 567 |
+
target_frequency: '5'
|
| 568 |
+
target_repr: LieRepr.RELATIVE
|
| 569 |
+
gripper_action_lowdim:
|
| 570 |
+
horizon: '15'
|
| 571 |
+
normalization_type: NormalizationType.VARIANCE
|
| 572 |
+
shift_right_by: '0.2'
|
| 573 |
+
target_frequency: '5'
|
| 574 |
+
target_repr: LieRepr.ABSOLUTE
|
| 575 |
+
workspace_rgb:
|
| 576 |
+
horizon: '56'
|
| 577 |
+
normalization_type: NormalizationType.NONE
|
| 578 |
+
shift_right_by: '0.2'
|
| 579 |
+
target_frequency: '5'
|
| 580 |
+
target_repr: null
|
| 581 |
+
obs:
|
| 582 |
+
eef_pos_lowdim:
|
| 583 |
+
horizon: '1'
|
| 584 |
+
normalization_type: NormalizationType.VARIANCE
|
| 585 |
+
shift_right_by: '0'
|
| 586 |
+
target_frequency: '5'
|
| 587 |
+
target_repr: LieRepr.ABSOLUTE
|
| 588 |
+
eef_rot_lowdim:
|
| 589 |
+
horizon: '1'
|
| 590 |
+
normalization_type: NormalizationType.IDENTITY
|
| 591 |
+
shift_right_by: '0'
|
| 592 |
+
target_frequency: '5'
|
| 593 |
+
target_repr: LieRepr.ABSOLUTE
|
| 594 |
+
gripper_state_lowdim:
|
| 595 |
+
horizon: '1'
|
| 596 |
+
normalization_type: NormalizationType.VARIANCE
|
| 597 |
+
shift_right_by: '0'
|
| 598 |
+
target_frequency: '5'
|
| 599 |
+
target_repr: LieRepr.ABSOLUTE
|
| 600 |
+
language_embedding:
|
| 601 |
+
horizon: '1'
|
| 602 |
+
normalization_type: NormalizationType.NONE
|
| 603 |
+
shift_right_by: '0'
|
| 604 |
+
target_frequency: null
|
| 605 |
+
target_repr: null
|
| 606 |
+
workspace_rgb:
|
| 607 |
+
horizon: '5'
|
| 608 |
+
normalization_type: NormalizationType.NONE
|
| 609 |
+
shift_right_by: '0'
|
| 610 |
+
target_frequency: '5'
|
| 611 |
+
target_repr: null
|
| 612 |
+
is_train: 'True'
|
| 613 |
+
drop_last: 'True'
|
| 614 |
+
generator: null
|
| 615 |
+
in_order: 'True'
|
| 616 |
+
multiprocessing_context: null
|
| 617 |
+
num_workers: '1'
|
| 618 |
+
persistent_workers: 'True'
|
| 619 |
+
pin_memory: 'True'
|
| 620 |
+
pin_memory_device: ''
|
| 621 |
+
prefetch_factor: '2'
|
| 622 |
+
sampler:
|
| 623 |
+
_target_: <class 'cosmos_predict2.data.resumable_sampler.ResumableDistributedSampler'>
|
| 624 |
+
dataset:
|
| 625 |
+
_target_: <function _instantiate_dataset at 0x14afb0f1edd0>
|
| 626 |
+
data_config:
|
| 627 |
+
dataset:
|
| 628 |
+
data_components:
|
| 629 |
+
eef_pose_lowdim:
|
| 630 |
+
obs_type: ObsType.POSE_MATRIX
|
| 631 |
+
repr: LieRepr.ABSOLUTE
|
| 632 |
+
gripper_action_lowdim:
|
| 633 |
+
obs_type: ObsType.JOINT_POS
|
| 634 |
+
repr: LieRepr.ABSOLUTE
|
| 635 |
+
gripper_state_lowdim:
|
| 636 |
+
obs_type: ObsType.JOINT_POS
|
| 637 |
+
repr: LieRepr.ABSOLUTE
|
| 638 |
+
language_embedding:
|
| 639 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 640 |
+
repr: null
|
| 641 |
+
language_instruction:
|
| 642 |
+
obs_type: ObsType.LANGUAGE
|
| 643 |
+
repr: null
|
| 644 |
+
num_conditional_frames:
|
| 645 |
+
obs_type: ObsType.METADATA_LABEL
|
| 646 |
+
repr: null
|
| 647 |
+
workspace_rgb:
|
| 648 |
+
obs_type: ObsType.RGB
|
| 649 |
+
repr: null
|
| 650 |
+
workspace_rgb_embedding:
|
| 651 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 652 |
+
repr: null
|
| 653 |
+
data_transforms:
|
| 654 |
+
- name: CosmosProcessImage
|
| 655 |
+
resize_sizes:
|
| 656 |
+
- '480'
|
| 657 |
+
- '640'
|
| 658 |
+
targets:
|
| 659 |
+
- workspace_rgb
|
| 660 |
+
- additional_data:
|
| 661 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 662 |
+
name: ConvertLowdimRepr
|
| 663 |
+
relative_base_value_idx: '-1'
|
| 664 |
+
targets:
|
| 665 |
+
- action/eef_pose_lowdim
|
| 666 |
+
- name: DeconstructPoseMat
|
| 667 |
+
out_key_prefix: action/eef
|
| 668 |
+
targets:
|
| 669 |
+
- action/eef_pose_lowdim
|
| 670 |
+
- name: DeconstructPoseMat
|
| 671 |
+
out_key_prefix: obs/eef
|
| 672 |
+
targets:
|
| 673 |
+
- obs/eef_pose_lowdim
|
| 674 |
+
- name: RotationMatrixTo6D
|
| 675 |
+
targets:
|
| 676 |
+
- action/eef_rot_lowdim
|
| 677 |
+
- obs/eef_rot_lowdim
|
| 678 |
+
- name: Flatten
|
| 679 |
+
targets:
|
| 680 |
+
- lowdim
|
| 681 |
+
- name: Concat
|
| 682 |
+
out_key: action/lowdim_concat
|
| 683 |
+
targets:
|
| 684 |
+
- action/eef_pos_lowdim
|
| 685 |
+
- action/eef_rot_lowdim
|
| 686 |
+
- action/gripper_action_lowdim
|
| 687 |
+
- name: Concat
|
| 688 |
+
out_key: obs/lowdim_concat
|
| 689 |
+
targets:
|
| 690 |
+
- obs/eef_pos_lowdim
|
| 691 |
+
- obs/eef_rot_lowdim
|
| 692 |
+
- obs/gripper_state_lowdim
|
| 693 |
+
dataset:
|
| 694 |
+
_convert_: partial
|
| 695 |
+
_target_: mimicvideo_runtime.action_dataset.WidowXActionDataset
|
| 696 |
+
data_components:
|
| 697 |
+
eef_pose_lowdim:
|
| 698 |
+
obs_type: ObsType.POSE_MATRIX
|
| 699 |
+
repr: LieRepr.ABSOLUTE
|
| 700 |
+
gripper_action_lowdim:
|
| 701 |
+
obs_type: ObsType.JOINT_POS
|
| 702 |
+
repr: LieRepr.ABSOLUTE
|
| 703 |
+
gripper_state_lowdim:
|
| 704 |
+
obs_type: ObsType.JOINT_POS
|
| 705 |
+
repr: LieRepr.ABSOLUTE
|
| 706 |
+
language_embedding:
|
| 707 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 708 |
+
repr: null
|
| 709 |
+
language_instruction:
|
| 710 |
+
obs_type: ObsType.LANGUAGE
|
| 711 |
+
repr: null
|
| 712 |
+
num_conditional_frames:
|
| 713 |
+
obs_type: ObsType.METADATA_LABEL
|
| 714 |
+
repr: null
|
| 715 |
+
workspace_rgb:
|
| 716 |
+
obs_type: ObsType.RGB
|
| 717 |
+
repr: null
|
| 718 |
+
workspace_rgb_embedding:
|
| 719 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 720 |
+
repr: null
|
| 721 |
+
data_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_widowx_teleop_recording_frame_v1_action/action_dataset
|
| 722 |
+
data_transforms:
|
| 723 |
+
- name: CosmosProcessImage
|
| 724 |
+
resize_sizes:
|
| 725 |
+
- '480'
|
| 726 |
+
- '640'
|
| 727 |
+
targets:
|
| 728 |
+
- workspace_rgb
|
| 729 |
+
- additional_data:
|
| 730 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 731 |
+
name: ConvertLowdimRepr
|
| 732 |
+
relative_base_value_idx: '-1'
|
| 733 |
+
targets:
|
| 734 |
+
- action/eef_pose_lowdim
|
| 735 |
+
- name: DeconstructPoseMat
|
| 736 |
+
out_key_prefix: action/eef
|
| 737 |
+
targets:
|
| 738 |
+
- action/eef_pose_lowdim
|
| 739 |
+
- name: DeconstructPoseMat
|
| 740 |
+
out_key_prefix: obs/eef
|
| 741 |
+
targets:
|
| 742 |
+
- obs/eef_pose_lowdim
|
| 743 |
+
- name: RotationMatrixTo6D
|
| 744 |
+
targets:
|
| 745 |
+
- action/eef_rot_lowdim
|
| 746 |
+
- obs/eef_rot_lowdim
|
| 747 |
+
- name: Flatten
|
| 748 |
+
targets:
|
| 749 |
+
- lowdim
|
| 750 |
+
- name: Concat
|
| 751 |
+
out_key: action/lowdim_concat
|
| 752 |
+
targets:
|
| 753 |
+
- action/eef_pos_lowdim
|
| 754 |
+
- action/eef_rot_lowdim
|
| 755 |
+
- action/gripper_action_lowdim
|
| 756 |
+
- name: Concat
|
| 757 |
+
out_key: obs/lowdim_concat
|
| 758 |
+
targets:
|
| 759 |
+
- obs/eef_pos_lowdim
|
| 760 |
+
- obs/eef_rot_lowdim
|
| 761 |
+
- obs/gripper_state_lowdim
|
| 762 |
+
num_val_episodes: '10'
|
| 763 |
+
policy_io:
|
| 764 |
+
action:
|
| 765 |
+
eef_pos_lowdim:
|
| 766 |
+
horizon: '15'
|
| 767 |
+
normalization_type: NormalizationType.VARIANCE
|
| 768 |
+
shift_right_by: '0.2'
|
| 769 |
+
target_frequency: '5'
|
| 770 |
+
target_repr: LieRepr.RELATIVE
|
| 771 |
+
eef_rot_lowdim:
|
| 772 |
+
horizon: '15'
|
| 773 |
+
normalization_type: NormalizationType.IDENTITY
|
| 774 |
+
shift_right_by: '0.2'
|
| 775 |
+
target_frequency: '5'
|
| 776 |
+
target_repr: LieRepr.RELATIVE
|
| 777 |
+
gripper_action_lowdim:
|
| 778 |
+
horizon: '15'
|
| 779 |
+
normalization_type: NormalizationType.VARIANCE
|
| 780 |
+
shift_right_by: '0.2'
|
| 781 |
+
target_frequency: '5'
|
| 782 |
+
target_repr: LieRepr.ABSOLUTE
|
| 783 |
+
workspace_rgb:
|
| 784 |
+
horizon: '56'
|
| 785 |
+
normalization_type: NormalizationType.NONE
|
| 786 |
+
shift_right_by: '0.2'
|
| 787 |
+
target_frequency: '5'
|
| 788 |
+
target_repr: null
|
| 789 |
+
obs:
|
| 790 |
+
eef_pos_lowdim:
|
| 791 |
+
horizon: '1'
|
| 792 |
+
normalization_type: NormalizationType.VARIANCE
|
| 793 |
+
shift_right_by: '0'
|
| 794 |
+
target_frequency: '5'
|
| 795 |
+
target_repr: LieRepr.ABSOLUTE
|
| 796 |
+
eef_rot_lowdim:
|
| 797 |
+
horizon: '1'
|
| 798 |
+
normalization_type: NormalizationType.IDENTITY
|
| 799 |
+
shift_right_by: '0'
|
| 800 |
+
target_frequency: '5'
|
| 801 |
+
target_repr: LieRepr.ABSOLUTE
|
| 802 |
+
gripper_state_lowdim:
|
| 803 |
+
horizon: '1'
|
| 804 |
+
normalization_type: NormalizationType.VARIANCE
|
| 805 |
+
shift_right_by: '0'
|
| 806 |
+
target_frequency: '5'
|
| 807 |
+
target_repr: LieRepr.ABSOLUTE
|
| 808 |
+
language_embedding:
|
| 809 |
+
horizon: '1'
|
| 810 |
+
normalization_type: NormalizationType.NONE
|
| 811 |
+
shift_right_by: '0'
|
| 812 |
+
target_frequency: null
|
| 813 |
+
target_repr: null
|
| 814 |
+
workspace_rgb:
|
| 815 |
+
horizon: '5'
|
| 816 |
+
normalization_type: NormalizationType.NONE
|
| 817 |
+
shift_right_by: '0'
|
| 818 |
+
target_frequency: '5'
|
| 819 |
+
target_repr: null
|
| 820 |
+
seed: '42'
|
| 821 |
+
should_include_padded_tails: 'True'
|
| 822 |
+
source_component_names:
|
| 823 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 824 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 825 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 826 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 827 |
+
timestep_anchor: workspace_rgb
|
| 828 |
+
source_component_names:
|
| 829 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 830 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 831 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 832 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 833 |
+
policy_io:
|
| 834 |
+
concat_groups:
|
| 835 |
+
action/lowdim_concat:
|
| 836 |
+
- action/eef_pos_lowdim
|
| 837 |
+
- action/eef_rot_lowdim
|
| 838 |
+
- action/gripper_action_lowdim
|
| 839 |
+
obs/lowdim_concat:
|
| 840 |
+
- obs/eef_pos_lowdim
|
| 841 |
+
- obs/eef_rot_lowdim
|
| 842 |
+
- obs/gripper_state_lowdim
|
| 843 |
+
img_resize_sizes:
|
| 844 |
+
- '480'
|
| 845 |
+
- '640'
|
| 846 |
+
policy_io:
|
| 847 |
+
action:
|
| 848 |
+
eef_pos_lowdim:
|
| 849 |
+
horizon: '15'
|
| 850 |
+
normalization_type: NormalizationType.VARIANCE
|
| 851 |
+
shift_right_by: '0.2'
|
| 852 |
+
target_frequency: '5'
|
| 853 |
+
target_repr: LieRepr.RELATIVE
|
| 854 |
+
eef_rot_lowdim:
|
| 855 |
+
horizon: '15'
|
| 856 |
+
normalization_type: NormalizationType.IDENTITY
|
| 857 |
+
shift_right_by: '0.2'
|
| 858 |
+
target_frequency: '5'
|
| 859 |
+
target_repr: LieRepr.RELATIVE
|
| 860 |
+
gripper_action_lowdim:
|
| 861 |
+
horizon: '15'
|
| 862 |
+
normalization_type: NormalizationType.VARIANCE
|
| 863 |
+
shift_right_by: '0.2'
|
| 864 |
+
target_frequency: '5'
|
| 865 |
+
target_repr: LieRepr.ABSOLUTE
|
| 866 |
+
workspace_rgb:
|
| 867 |
+
horizon: '56'
|
| 868 |
+
normalization_type: NormalizationType.NONE
|
| 869 |
+
shift_right_by: '0.2'
|
| 870 |
+
target_frequency: '5'
|
| 871 |
+
target_repr: null
|
| 872 |
+
obs:
|
| 873 |
+
eef_pos_lowdim:
|
| 874 |
+
horizon: '1'
|
| 875 |
+
normalization_type: NormalizationType.VARIANCE
|
| 876 |
+
shift_right_by: '0'
|
| 877 |
+
target_frequency: '5'
|
| 878 |
+
target_repr: LieRepr.ABSOLUTE
|
| 879 |
+
eef_rot_lowdim:
|
| 880 |
+
horizon: '1'
|
| 881 |
+
normalization_type: NormalizationType.IDENTITY
|
| 882 |
+
shift_right_by: '0'
|
| 883 |
+
target_frequency: '5'
|
| 884 |
+
target_repr: LieRepr.ABSOLUTE
|
| 885 |
+
gripper_state_lowdim:
|
| 886 |
+
horizon: '1'
|
| 887 |
+
normalization_type: NormalizationType.VARIANCE
|
| 888 |
+
shift_right_by: '0'
|
| 889 |
+
target_frequency: '5'
|
| 890 |
+
target_repr: LieRepr.ABSOLUTE
|
| 891 |
+
language_embedding:
|
| 892 |
+
horizon: '1'
|
| 893 |
+
normalization_type: NormalizationType.NONE
|
| 894 |
+
shift_right_by: '0'
|
| 895 |
+
target_frequency: null
|
| 896 |
+
target_repr: null
|
| 897 |
+
workspace_rgb:
|
| 898 |
+
horizon: '5'
|
| 899 |
+
normalization_type: NormalizationType.NONE
|
| 900 |
+
shift_right_by: '0'
|
| 901 |
+
target_frequency: '5'
|
| 902 |
+
target_repr: null
|
| 903 |
+
is_train: 'True'
|
| 904 |
+
num_replicas:
|
| 905 |
+
_target_: <function get_data_parallel_world_size at 0x14b0798f4700>
|
| 906 |
+
partial_data_parallel: 'False'
|
| 907 |
+
with_context_parallel: 'False'
|
| 908 |
+
rank:
|
| 909 |
+
_target_: <function get_data_parallel_rank at 0x14b0798f4820>
|
| 910 |
+
partial_data_parallel: 'False'
|
| 911 |
+
with_context_parallel: 'False'
|
| 912 |
+
seed: '0'
|
| 913 |
+
shuffle: 'True'
|
| 914 |
+
shuffle: null
|
| 915 |
+
timeout: '0'
|
| 916 |
+
worker_init_fn: null
|
| 917 |
+
dataloader_val:
|
| 918 |
+
_target_: <class 'torch.utils.data.dataloader.DataLoader'>
|
| 919 |
+
batch_sampler: null
|
| 920 |
+
batch_size: '1'
|
| 921 |
+
collate_fn: null
|
| 922 |
+
dataset:
|
| 923 |
+
_target_: <function get_dataset at 0x14b01ac7ef80>
|
| 924 |
+
data_config:
|
| 925 |
+
dataset:
|
| 926 |
+
data_components:
|
| 927 |
+
eef_pose_lowdim:
|
| 928 |
+
obs_type: ObsType.POSE_MATRIX
|
| 929 |
+
repr: LieRepr.ABSOLUTE
|
| 930 |
+
gripper_action_lowdim:
|
| 931 |
+
obs_type: ObsType.JOINT_POS
|
| 932 |
+
repr: LieRepr.ABSOLUTE
|
| 933 |
+
gripper_state_lowdim:
|
| 934 |
+
obs_type: ObsType.JOINT_POS
|
| 935 |
+
repr: LieRepr.ABSOLUTE
|
| 936 |
+
language_embedding:
|
| 937 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 938 |
+
repr: null
|
| 939 |
+
language_instruction:
|
| 940 |
+
obs_type: ObsType.LANGUAGE
|
| 941 |
+
repr: null
|
| 942 |
+
num_conditional_frames:
|
| 943 |
+
obs_type: ObsType.METADATA_LABEL
|
| 944 |
+
repr: null
|
| 945 |
+
workspace_rgb:
|
| 946 |
+
obs_type: ObsType.RGB
|
| 947 |
+
repr: null
|
| 948 |
+
workspace_rgb_embedding:
|
| 949 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 950 |
+
repr: null
|
| 951 |
+
data_transforms:
|
| 952 |
+
- name: CosmosProcessImage
|
| 953 |
+
resize_sizes:
|
| 954 |
+
- '480'
|
| 955 |
+
- '640'
|
| 956 |
+
targets:
|
| 957 |
+
- workspace_rgb
|
| 958 |
+
- additional_data:
|
| 959 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 960 |
+
name: ConvertLowdimRepr
|
| 961 |
+
relative_base_value_idx: '-1'
|
| 962 |
+
targets:
|
| 963 |
+
- action/eef_pose_lowdim
|
| 964 |
+
- name: DeconstructPoseMat
|
| 965 |
+
out_key_prefix: action/eef
|
| 966 |
+
targets:
|
| 967 |
+
- action/eef_pose_lowdim
|
| 968 |
+
- name: DeconstructPoseMat
|
| 969 |
+
out_key_prefix: obs/eef
|
| 970 |
+
targets:
|
| 971 |
+
- obs/eef_pose_lowdim
|
| 972 |
+
- name: RotationMatrixTo6D
|
| 973 |
+
targets:
|
| 974 |
+
- action/eef_rot_lowdim
|
| 975 |
+
- obs/eef_rot_lowdim
|
| 976 |
+
- name: Flatten
|
| 977 |
+
targets:
|
| 978 |
+
- lowdim
|
| 979 |
+
- name: Concat
|
| 980 |
+
out_key: action/lowdim_concat
|
| 981 |
+
targets:
|
| 982 |
+
- action/eef_pos_lowdim
|
| 983 |
+
- action/eef_rot_lowdim
|
| 984 |
+
- action/gripper_action_lowdim
|
| 985 |
+
- name: Concat
|
| 986 |
+
out_key: obs/lowdim_concat
|
| 987 |
+
targets:
|
| 988 |
+
- obs/eef_pos_lowdim
|
| 989 |
+
- obs/eef_rot_lowdim
|
| 990 |
+
- obs/gripper_state_lowdim
|
| 991 |
+
dataset:
|
| 992 |
+
_convert_: partial
|
| 993 |
+
_target_: mimicvideo_runtime.action_dataset.WidowXActionDataset
|
| 994 |
+
data_components:
|
| 995 |
+
eef_pose_lowdim:
|
| 996 |
+
obs_type: ObsType.POSE_MATRIX
|
| 997 |
+
repr: LieRepr.ABSOLUTE
|
| 998 |
+
gripper_action_lowdim:
|
| 999 |
+
obs_type: ObsType.JOINT_POS
|
| 1000 |
+
repr: LieRepr.ABSOLUTE
|
| 1001 |
+
gripper_state_lowdim:
|
| 1002 |
+
obs_type: ObsType.JOINT_POS
|
| 1003 |
+
repr: LieRepr.ABSOLUTE
|
| 1004 |
+
language_embedding:
|
| 1005 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 1006 |
+
repr: null
|
| 1007 |
+
language_instruction:
|
| 1008 |
+
obs_type: ObsType.LANGUAGE
|
| 1009 |
+
repr: null
|
| 1010 |
+
num_conditional_frames:
|
| 1011 |
+
obs_type: ObsType.METADATA_LABEL
|
| 1012 |
+
repr: null
|
| 1013 |
+
workspace_rgb:
|
| 1014 |
+
obs_type: ObsType.RGB
|
| 1015 |
+
repr: null
|
| 1016 |
+
workspace_rgb_embedding:
|
| 1017 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 1018 |
+
repr: null
|
| 1019 |
+
data_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_widowx_teleop_recording_frame_v1_action/action_dataset
|
| 1020 |
+
data_transforms:
|
| 1021 |
+
- name: CosmosProcessImage
|
| 1022 |
+
resize_sizes:
|
| 1023 |
+
- '480'
|
| 1024 |
+
- '640'
|
| 1025 |
+
targets:
|
| 1026 |
+
- workspace_rgb
|
| 1027 |
+
- additional_data:
|
| 1028 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 1029 |
+
name: ConvertLowdimRepr
|
| 1030 |
+
relative_base_value_idx: '-1'
|
| 1031 |
+
targets:
|
| 1032 |
+
- action/eef_pose_lowdim
|
| 1033 |
+
- name: DeconstructPoseMat
|
| 1034 |
+
out_key_prefix: action/eef
|
| 1035 |
+
targets:
|
| 1036 |
+
- action/eef_pose_lowdim
|
| 1037 |
+
- name: DeconstructPoseMat
|
| 1038 |
+
out_key_prefix: obs/eef
|
| 1039 |
+
targets:
|
| 1040 |
+
- obs/eef_pose_lowdim
|
| 1041 |
+
- name: RotationMatrixTo6D
|
| 1042 |
+
targets:
|
| 1043 |
+
- action/eef_rot_lowdim
|
| 1044 |
+
- obs/eef_rot_lowdim
|
| 1045 |
+
- name: Flatten
|
| 1046 |
+
targets:
|
| 1047 |
+
- lowdim
|
| 1048 |
+
- name: Concat
|
| 1049 |
+
out_key: action/lowdim_concat
|
| 1050 |
+
targets:
|
| 1051 |
+
- action/eef_pos_lowdim
|
| 1052 |
+
- action/eef_rot_lowdim
|
| 1053 |
+
- action/gripper_action_lowdim
|
| 1054 |
+
- name: Concat
|
| 1055 |
+
out_key: obs/lowdim_concat
|
| 1056 |
+
targets:
|
| 1057 |
+
- obs/eef_pos_lowdim
|
| 1058 |
+
- obs/eef_rot_lowdim
|
| 1059 |
+
- obs/gripper_state_lowdim
|
| 1060 |
+
num_val_episodes: '10'
|
| 1061 |
+
policy_io:
|
| 1062 |
+
action:
|
| 1063 |
+
eef_pos_lowdim:
|
| 1064 |
+
horizon: '15'
|
| 1065 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1066 |
+
shift_right_by: '0.2'
|
| 1067 |
+
target_frequency: '5'
|
| 1068 |
+
target_repr: LieRepr.RELATIVE
|
| 1069 |
+
eef_rot_lowdim:
|
| 1070 |
+
horizon: '15'
|
| 1071 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1072 |
+
shift_right_by: '0.2'
|
| 1073 |
+
target_frequency: '5'
|
| 1074 |
+
target_repr: LieRepr.RELATIVE
|
| 1075 |
+
gripper_action_lowdim:
|
| 1076 |
+
horizon: '15'
|
| 1077 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1078 |
+
shift_right_by: '0.2'
|
| 1079 |
+
target_frequency: '5'
|
| 1080 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1081 |
+
workspace_rgb:
|
| 1082 |
+
horizon: '56'
|
| 1083 |
+
normalization_type: NormalizationType.NONE
|
| 1084 |
+
shift_right_by: '0.2'
|
| 1085 |
+
target_frequency: '5'
|
| 1086 |
+
target_repr: null
|
| 1087 |
+
obs:
|
| 1088 |
+
eef_pos_lowdim:
|
| 1089 |
+
horizon: '1'
|
| 1090 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1091 |
+
shift_right_by: '0'
|
| 1092 |
+
target_frequency: '5'
|
| 1093 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1094 |
+
eef_rot_lowdim:
|
| 1095 |
+
horizon: '1'
|
| 1096 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1097 |
+
shift_right_by: '0'
|
| 1098 |
+
target_frequency: '5'
|
| 1099 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1100 |
+
gripper_state_lowdim:
|
| 1101 |
+
horizon: '1'
|
| 1102 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1103 |
+
shift_right_by: '0'
|
| 1104 |
+
target_frequency: '5'
|
| 1105 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1106 |
+
language_embedding:
|
| 1107 |
+
horizon: '1'
|
| 1108 |
+
normalization_type: NormalizationType.NONE
|
| 1109 |
+
shift_right_by: '0'
|
| 1110 |
+
target_frequency: null
|
| 1111 |
+
target_repr: null
|
| 1112 |
+
workspace_rgb:
|
| 1113 |
+
horizon: '5'
|
| 1114 |
+
normalization_type: NormalizationType.NONE
|
| 1115 |
+
shift_right_by: '0'
|
| 1116 |
+
target_frequency: '5'
|
| 1117 |
+
target_repr: null
|
| 1118 |
+
seed: '42'
|
| 1119 |
+
should_include_padded_tails: 'True'
|
| 1120 |
+
source_component_names:
|
| 1121 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 1122 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 1123 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 1124 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 1125 |
+
timestep_anchor: workspace_rgb
|
| 1126 |
+
source_component_names:
|
| 1127 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 1128 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 1129 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 1130 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 1131 |
+
policy_io:
|
| 1132 |
+
concat_groups:
|
| 1133 |
+
action/lowdim_concat:
|
| 1134 |
+
- action/eef_pos_lowdim
|
| 1135 |
+
- action/eef_rot_lowdim
|
| 1136 |
+
- action/gripper_action_lowdim
|
| 1137 |
+
obs/lowdim_concat:
|
| 1138 |
+
- obs/eef_pos_lowdim
|
| 1139 |
+
- obs/eef_rot_lowdim
|
| 1140 |
+
- obs/gripper_state_lowdim
|
| 1141 |
+
img_resize_sizes:
|
| 1142 |
+
- '480'
|
| 1143 |
+
- '640'
|
| 1144 |
+
policy_io:
|
| 1145 |
+
action:
|
| 1146 |
+
eef_pos_lowdim:
|
| 1147 |
+
horizon: '15'
|
| 1148 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1149 |
+
shift_right_by: '0.2'
|
| 1150 |
+
target_frequency: '5'
|
| 1151 |
+
target_repr: LieRepr.RELATIVE
|
| 1152 |
+
eef_rot_lowdim:
|
| 1153 |
+
horizon: '15'
|
| 1154 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1155 |
+
shift_right_by: '0.2'
|
| 1156 |
+
target_frequency: '5'
|
| 1157 |
+
target_repr: LieRepr.RELATIVE
|
| 1158 |
+
gripper_action_lowdim:
|
| 1159 |
+
horizon: '15'
|
| 1160 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1161 |
+
shift_right_by: '0.2'
|
| 1162 |
+
target_frequency: '5'
|
| 1163 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1164 |
+
workspace_rgb:
|
| 1165 |
+
horizon: '56'
|
| 1166 |
+
normalization_type: NormalizationType.NONE
|
| 1167 |
+
shift_right_by: '0.2'
|
| 1168 |
+
target_frequency: '5'
|
| 1169 |
+
target_repr: null
|
| 1170 |
+
obs:
|
| 1171 |
+
eef_pos_lowdim:
|
| 1172 |
+
horizon: '1'
|
| 1173 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1174 |
+
shift_right_by: '0'
|
| 1175 |
+
target_frequency: '5'
|
| 1176 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1177 |
+
eef_rot_lowdim:
|
| 1178 |
+
horizon: '1'
|
| 1179 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1180 |
+
shift_right_by: '0'
|
| 1181 |
+
target_frequency: '5'
|
| 1182 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1183 |
+
gripper_state_lowdim:
|
| 1184 |
+
horizon: '1'
|
| 1185 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1186 |
+
shift_right_by: '0'
|
| 1187 |
+
target_frequency: '5'
|
| 1188 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1189 |
+
language_embedding:
|
| 1190 |
+
horizon: '1'
|
| 1191 |
+
normalization_type: NormalizationType.NONE
|
| 1192 |
+
shift_right_by: '0'
|
| 1193 |
+
target_frequency: null
|
| 1194 |
+
target_repr: null
|
| 1195 |
+
workspace_rgb:
|
| 1196 |
+
horizon: '5'
|
| 1197 |
+
normalization_type: NormalizationType.NONE
|
| 1198 |
+
shift_right_by: '0'
|
| 1199 |
+
target_frequency: '5'
|
| 1200 |
+
target_repr: null
|
| 1201 |
+
is_train: 'False'
|
| 1202 |
+
drop_last: 'False'
|
| 1203 |
+
generator: null
|
| 1204 |
+
in_order: 'True'
|
| 1205 |
+
multiprocessing_context: null
|
| 1206 |
+
num_workers: '0'
|
| 1207 |
+
persistent_workers: 'False'
|
| 1208 |
+
pin_memory: 'False'
|
| 1209 |
+
pin_memory_device: ''
|
| 1210 |
+
prefetch_factor: null
|
| 1211 |
+
sampler:
|
| 1212 |
+
_target_: <class 'cosmos_predict2.data.resumable_sampler.ResumableDistributedSampler'>
|
| 1213 |
+
dataset:
|
| 1214 |
+
_target_: <function get_dataset at 0x14b01ac7ef80>
|
| 1215 |
+
data_config:
|
| 1216 |
+
dataset:
|
| 1217 |
+
data_components:
|
| 1218 |
+
eef_pose_lowdim:
|
| 1219 |
+
obs_type: ObsType.POSE_MATRIX
|
| 1220 |
+
repr: LieRepr.ABSOLUTE
|
| 1221 |
+
gripper_action_lowdim:
|
| 1222 |
+
obs_type: ObsType.JOINT_POS
|
| 1223 |
+
repr: LieRepr.ABSOLUTE
|
| 1224 |
+
gripper_state_lowdim:
|
| 1225 |
+
obs_type: ObsType.JOINT_POS
|
| 1226 |
+
repr: LieRepr.ABSOLUTE
|
| 1227 |
+
language_embedding:
|
| 1228 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 1229 |
+
repr: null
|
| 1230 |
+
language_instruction:
|
| 1231 |
+
obs_type: ObsType.LANGUAGE
|
| 1232 |
+
repr: null
|
| 1233 |
+
num_conditional_frames:
|
| 1234 |
+
obs_type: ObsType.METADATA_LABEL
|
| 1235 |
+
repr: null
|
| 1236 |
+
workspace_rgb:
|
| 1237 |
+
obs_type: ObsType.RGB
|
| 1238 |
+
repr: null
|
| 1239 |
+
workspace_rgb_embedding:
|
| 1240 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 1241 |
+
repr: null
|
| 1242 |
+
data_transforms:
|
| 1243 |
+
- name: CosmosProcessImage
|
| 1244 |
+
resize_sizes:
|
| 1245 |
+
- '480'
|
| 1246 |
+
- '640'
|
| 1247 |
+
targets:
|
| 1248 |
+
- workspace_rgb
|
| 1249 |
+
- additional_data:
|
| 1250 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 1251 |
+
name: ConvertLowdimRepr
|
| 1252 |
+
relative_base_value_idx: '-1'
|
| 1253 |
+
targets:
|
| 1254 |
+
- action/eef_pose_lowdim
|
| 1255 |
+
- name: DeconstructPoseMat
|
| 1256 |
+
out_key_prefix: action/eef
|
| 1257 |
+
targets:
|
| 1258 |
+
- action/eef_pose_lowdim
|
| 1259 |
+
- name: DeconstructPoseMat
|
| 1260 |
+
out_key_prefix: obs/eef
|
| 1261 |
+
targets:
|
| 1262 |
+
- obs/eef_pose_lowdim
|
| 1263 |
+
- name: RotationMatrixTo6D
|
| 1264 |
+
targets:
|
| 1265 |
+
- action/eef_rot_lowdim
|
| 1266 |
+
- obs/eef_rot_lowdim
|
| 1267 |
+
- name: Flatten
|
| 1268 |
+
targets:
|
| 1269 |
+
- lowdim
|
| 1270 |
+
- name: Concat
|
| 1271 |
+
out_key: action/lowdim_concat
|
| 1272 |
+
targets:
|
| 1273 |
+
- action/eef_pos_lowdim
|
| 1274 |
+
- action/eef_rot_lowdim
|
| 1275 |
+
- action/gripper_action_lowdim
|
| 1276 |
+
- name: Concat
|
| 1277 |
+
out_key: obs/lowdim_concat
|
| 1278 |
+
targets:
|
| 1279 |
+
- obs/eef_pos_lowdim
|
| 1280 |
+
- obs/eef_rot_lowdim
|
| 1281 |
+
- obs/gripper_state_lowdim
|
| 1282 |
+
dataset:
|
| 1283 |
+
_convert_: partial
|
| 1284 |
+
_target_: mimicvideo_runtime.action_dataset.WidowXActionDataset
|
| 1285 |
+
data_components:
|
| 1286 |
+
eef_pose_lowdim:
|
| 1287 |
+
obs_type: ObsType.POSE_MATRIX
|
| 1288 |
+
repr: LieRepr.ABSOLUTE
|
| 1289 |
+
gripper_action_lowdim:
|
| 1290 |
+
obs_type: ObsType.JOINT_POS
|
| 1291 |
+
repr: LieRepr.ABSOLUTE
|
| 1292 |
+
gripper_state_lowdim:
|
| 1293 |
+
obs_type: ObsType.JOINT_POS
|
| 1294 |
+
repr: LieRepr.ABSOLUTE
|
| 1295 |
+
language_embedding:
|
| 1296 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 1297 |
+
repr: null
|
| 1298 |
+
language_instruction:
|
| 1299 |
+
obs_type: ObsType.LANGUAGE
|
| 1300 |
+
repr: null
|
| 1301 |
+
num_conditional_frames:
|
| 1302 |
+
obs_type: ObsType.METADATA_LABEL
|
| 1303 |
+
repr: null
|
| 1304 |
+
workspace_rgb:
|
| 1305 |
+
obs_type: ObsType.RGB
|
| 1306 |
+
repr: null
|
| 1307 |
+
workspace_rgb_embedding:
|
| 1308 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 1309 |
+
repr: null
|
| 1310 |
+
data_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_widowx_teleop_recording_frame_v1_action/action_dataset
|
| 1311 |
+
data_transforms:
|
| 1312 |
+
- name: CosmosProcessImage
|
| 1313 |
+
resize_sizes:
|
| 1314 |
+
- '480'
|
| 1315 |
+
- '640'
|
| 1316 |
+
targets:
|
| 1317 |
+
- workspace_rgb
|
| 1318 |
+
- additional_data:
|
| 1319 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 1320 |
+
name: ConvertLowdimRepr
|
| 1321 |
+
relative_base_value_idx: '-1'
|
| 1322 |
+
targets:
|
| 1323 |
+
- action/eef_pose_lowdim
|
| 1324 |
+
- name: DeconstructPoseMat
|
| 1325 |
+
out_key_prefix: action/eef
|
| 1326 |
+
targets:
|
| 1327 |
+
- action/eef_pose_lowdim
|
| 1328 |
+
- name: DeconstructPoseMat
|
| 1329 |
+
out_key_prefix: obs/eef
|
| 1330 |
+
targets:
|
| 1331 |
+
- obs/eef_pose_lowdim
|
| 1332 |
+
- name: RotationMatrixTo6D
|
| 1333 |
+
targets:
|
| 1334 |
+
- action/eef_rot_lowdim
|
| 1335 |
+
- obs/eef_rot_lowdim
|
| 1336 |
+
- name: Flatten
|
| 1337 |
+
targets:
|
| 1338 |
+
- lowdim
|
| 1339 |
+
- name: Concat
|
| 1340 |
+
out_key: action/lowdim_concat
|
| 1341 |
+
targets:
|
| 1342 |
+
- action/eef_pos_lowdim
|
| 1343 |
+
- action/eef_rot_lowdim
|
| 1344 |
+
- action/gripper_action_lowdim
|
| 1345 |
+
- name: Concat
|
| 1346 |
+
out_key: obs/lowdim_concat
|
| 1347 |
+
targets:
|
| 1348 |
+
- obs/eef_pos_lowdim
|
| 1349 |
+
- obs/eef_rot_lowdim
|
| 1350 |
+
- obs/gripper_state_lowdim
|
| 1351 |
+
num_val_episodes: '10'
|
| 1352 |
+
policy_io:
|
| 1353 |
+
action:
|
| 1354 |
+
eef_pos_lowdim:
|
| 1355 |
+
horizon: '15'
|
| 1356 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1357 |
+
shift_right_by: '0.2'
|
| 1358 |
+
target_frequency: '5'
|
| 1359 |
+
target_repr: LieRepr.RELATIVE
|
| 1360 |
+
eef_rot_lowdim:
|
| 1361 |
+
horizon: '15'
|
| 1362 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1363 |
+
shift_right_by: '0.2'
|
| 1364 |
+
target_frequency: '5'
|
| 1365 |
+
target_repr: LieRepr.RELATIVE
|
| 1366 |
+
gripper_action_lowdim:
|
| 1367 |
+
horizon: '15'
|
| 1368 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1369 |
+
shift_right_by: '0.2'
|
| 1370 |
+
target_frequency: '5'
|
| 1371 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1372 |
+
workspace_rgb:
|
| 1373 |
+
horizon: '56'
|
| 1374 |
+
normalization_type: NormalizationType.NONE
|
| 1375 |
+
shift_right_by: '0.2'
|
| 1376 |
+
target_frequency: '5'
|
| 1377 |
+
target_repr: null
|
| 1378 |
+
obs:
|
| 1379 |
+
eef_pos_lowdim:
|
| 1380 |
+
horizon: '1'
|
| 1381 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1382 |
+
shift_right_by: '0'
|
| 1383 |
+
target_frequency: '5'
|
| 1384 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1385 |
+
eef_rot_lowdim:
|
| 1386 |
+
horizon: '1'
|
| 1387 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1388 |
+
shift_right_by: '0'
|
| 1389 |
+
target_frequency: '5'
|
| 1390 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1391 |
+
gripper_state_lowdim:
|
| 1392 |
+
horizon: '1'
|
| 1393 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1394 |
+
shift_right_by: '0'
|
| 1395 |
+
target_frequency: '5'
|
| 1396 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1397 |
+
language_embedding:
|
| 1398 |
+
horizon: '1'
|
| 1399 |
+
normalization_type: NormalizationType.NONE
|
| 1400 |
+
shift_right_by: '0'
|
| 1401 |
+
target_frequency: null
|
| 1402 |
+
target_repr: null
|
| 1403 |
+
workspace_rgb:
|
| 1404 |
+
horizon: '5'
|
| 1405 |
+
normalization_type: NormalizationType.NONE
|
| 1406 |
+
shift_right_by: '0'
|
| 1407 |
+
target_frequency: '5'
|
| 1408 |
+
target_repr: null
|
| 1409 |
+
seed: '42'
|
| 1410 |
+
should_include_padded_tails: 'True'
|
| 1411 |
+
source_component_names:
|
| 1412 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 1413 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 1414 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 1415 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 1416 |
+
timestep_anchor: workspace_rgb
|
| 1417 |
+
source_component_names:
|
| 1418 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 1419 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 1420 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 1421 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 1422 |
+
policy_io:
|
| 1423 |
+
concat_groups:
|
| 1424 |
+
action/lowdim_concat:
|
| 1425 |
+
- action/eef_pos_lowdim
|
| 1426 |
+
- action/eef_rot_lowdim
|
| 1427 |
+
- action/gripper_action_lowdim
|
| 1428 |
+
obs/lowdim_concat:
|
| 1429 |
+
- obs/eef_pos_lowdim
|
| 1430 |
+
- obs/eef_rot_lowdim
|
| 1431 |
+
- obs/gripper_state_lowdim
|
| 1432 |
+
img_resize_sizes:
|
| 1433 |
+
- '480'
|
| 1434 |
+
- '640'
|
| 1435 |
+
policy_io:
|
| 1436 |
+
action:
|
| 1437 |
+
eef_pos_lowdim:
|
| 1438 |
+
horizon: '15'
|
| 1439 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1440 |
+
shift_right_by: '0.2'
|
| 1441 |
+
target_frequency: '5'
|
| 1442 |
+
target_repr: LieRepr.RELATIVE
|
| 1443 |
+
eef_rot_lowdim:
|
| 1444 |
+
horizon: '15'
|
| 1445 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1446 |
+
shift_right_by: '0.2'
|
| 1447 |
+
target_frequency: '5'
|
| 1448 |
+
target_repr: LieRepr.RELATIVE
|
| 1449 |
+
gripper_action_lowdim:
|
| 1450 |
+
horizon: '15'
|
| 1451 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1452 |
+
shift_right_by: '0.2'
|
| 1453 |
+
target_frequency: '5'
|
| 1454 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1455 |
+
workspace_rgb:
|
| 1456 |
+
horizon: '56'
|
| 1457 |
+
normalization_type: NormalizationType.NONE
|
| 1458 |
+
shift_right_by: '0.2'
|
| 1459 |
+
target_frequency: '5'
|
| 1460 |
+
target_repr: null
|
| 1461 |
+
obs:
|
| 1462 |
+
eef_pos_lowdim:
|
| 1463 |
+
horizon: '1'
|
| 1464 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1465 |
+
shift_right_by: '0'
|
| 1466 |
+
target_frequency: '5'
|
| 1467 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1468 |
+
eef_rot_lowdim:
|
| 1469 |
+
horizon: '1'
|
| 1470 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1471 |
+
shift_right_by: '0'
|
| 1472 |
+
target_frequency: '5'
|
| 1473 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1474 |
+
gripper_state_lowdim:
|
| 1475 |
+
horizon: '1'
|
| 1476 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1477 |
+
shift_right_by: '0'
|
| 1478 |
+
target_frequency: '5'
|
| 1479 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1480 |
+
language_embedding:
|
| 1481 |
+
horizon: '1'
|
| 1482 |
+
normalization_type: NormalizationType.NONE
|
| 1483 |
+
shift_right_by: '0'
|
| 1484 |
+
target_frequency: null
|
| 1485 |
+
target_repr: null
|
| 1486 |
+
workspace_rgb:
|
| 1487 |
+
horizon: '5'
|
| 1488 |
+
normalization_type: NormalizationType.NONE
|
| 1489 |
+
shift_right_by: '0'
|
| 1490 |
+
target_frequency: '5'
|
| 1491 |
+
target_repr: null
|
| 1492 |
+
is_train: 'False'
|
| 1493 |
+
num_replicas:
|
| 1494 |
+
_target_: <function get_data_parallel_world_size at 0x14b0798f4700>
|
| 1495 |
+
partial_data_parallel: 'False'
|
| 1496 |
+
with_context_parallel: 'False'
|
| 1497 |
+
rank:
|
| 1498 |
+
_target_: <function get_data_parallel_rank at 0x14b0798f4820>
|
| 1499 |
+
partial_data_parallel: 'False'
|
| 1500 |
+
with_context_parallel: 'False'
|
| 1501 |
+
seed: '0'
|
| 1502 |
+
shuffle: 'False'
|
| 1503 |
+
shuffle: null
|
| 1504 |
+
timeout: '0'
|
| 1505 |
+
worker_init_fn: null
|
| 1506 |
+
defaults:
|
| 1507 |
+
- _self_
|
| 1508 |
+
- data_config: null
|
| 1509 |
+
- video_dataset_train: null
|
| 1510 |
+
- video_dataset_val: null
|
| 1511 |
+
- dataloader_train: null
|
| 1512 |
+
- dataloader_val: null
|
| 1513 |
+
- action_pipe: null
|
| 1514 |
+
- optimizer: fusedadamw
|
| 1515 |
+
- scheduler: constant
|
| 1516 |
+
- model: null
|
| 1517 |
+
- callbacks:
|
| 1518 |
+
- basic
|
| 1519 |
+
- net: null
|
| 1520 |
+
- ema: null
|
| 1521 |
+
- checkpoint: null
|
| 1522 |
+
- ckpt_type: null
|
| 1523 |
+
- experiment: null
|
| 1524 |
+
job:
|
| 1525 |
+
group: world2action
|
| 1526 |
+
name: w2a_panda_widowx_level2_widowx_texture_2cam_hstack_action_iter2374_videolora_iter200_widowx_teleop_recording_frame_v1_full
|
| 1527 |
+
project: vam_cross
|
| 1528 |
+
model:
|
| 1529 |
+
_recursive_: 'False'
|
| 1530 |
+
_target_: <class 'mimicvideo_runtime.action_model.WidowXWorld2ActionModel'>
|
| 1531 |
+
config:
|
| 1532 |
+
_target_: mimicvideo_runtime.action_model.WidowXWorld2ActionModelConfig
|
| 1533 |
+
action_dit_path: /cluster/scratch/ehalicki/vam_cross_mimicvideo/checkpoints/initial_action_decoders/dreamdifferent--vam-cross-target-widowx250-native-2cam-action-decoder-93750cc/checkpoints/model/iter_000002374.pt
|
| 1534 |
+
data_config:
|
| 1535 |
+
dataset:
|
| 1536 |
+
data_components:
|
| 1537 |
+
eef_pose_lowdim:
|
| 1538 |
+
obs_type: ObsType.POSE_MATRIX
|
| 1539 |
+
repr: LieRepr.ABSOLUTE
|
| 1540 |
+
gripper_action_lowdim:
|
| 1541 |
+
obs_type: ObsType.JOINT_POS
|
| 1542 |
+
repr: LieRepr.ABSOLUTE
|
| 1543 |
+
gripper_state_lowdim:
|
| 1544 |
+
obs_type: ObsType.JOINT_POS
|
| 1545 |
+
repr: LieRepr.ABSOLUTE
|
| 1546 |
+
language_embedding:
|
| 1547 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 1548 |
+
repr: null
|
| 1549 |
+
language_instruction:
|
| 1550 |
+
obs_type: ObsType.LANGUAGE
|
| 1551 |
+
repr: null
|
| 1552 |
+
num_conditional_frames:
|
| 1553 |
+
obs_type: ObsType.METADATA_LABEL
|
| 1554 |
+
repr: null
|
| 1555 |
+
workspace_rgb:
|
| 1556 |
+
obs_type: ObsType.RGB
|
| 1557 |
+
repr: null
|
| 1558 |
+
workspace_rgb_embedding:
|
| 1559 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 1560 |
+
repr: null
|
| 1561 |
+
data_transforms:
|
| 1562 |
+
- name: CosmosProcessImage
|
| 1563 |
+
resize_sizes:
|
| 1564 |
+
- '480'
|
| 1565 |
+
- '640'
|
| 1566 |
+
targets:
|
| 1567 |
+
- workspace_rgb
|
| 1568 |
+
- additional_data:
|
| 1569 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 1570 |
+
name: ConvertLowdimRepr
|
| 1571 |
+
relative_base_value_idx: '-1'
|
| 1572 |
+
targets:
|
| 1573 |
+
- action/eef_pose_lowdim
|
| 1574 |
+
- name: DeconstructPoseMat
|
| 1575 |
+
out_key_prefix: action/eef
|
| 1576 |
+
targets:
|
| 1577 |
+
- action/eef_pose_lowdim
|
| 1578 |
+
- name: DeconstructPoseMat
|
| 1579 |
+
out_key_prefix: obs/eef
|
| 1580 |
+
targets:
|
| 1581 |
+
- obs/eef_pose_lowdim
|
| 1582 |
+
- name: RotationMatrixTo6D
|
| 1583 |
+
targets:
|
| 1584 |
+
- action/eef_rot_lowdim
|
| 1585 |
+
- obs/eef_rot_lowdim
|
| 1586 |
+
- name: Flatten
|
| 1587 |
+
targets:
|
| 1588 |
+
- lowdim
|
| 1589 |
+
- name: Concat
|
| 1590 |
+
out_key: action/lowdim_concat
|
| 1591 |
+
targets:
|
| 1592 |
+
- action/eef_pos_lowdim
|
| 1593 |
+
- action/eef_rot_lowdim
|
| 1594 |
+
- action/gripper_action_lowdim
|
| 1595 |
+
- name: Concat
|
| 1596 |
+
out_key: obs/lowdim_concat
|
| 1597 |
+
targets:
|
| 1598 |
+
- obs/eef_pos_lowdim
|
| 1599 |
+
- obs/eef_rot_lowdim
|
| 1600 |
+
- obs/gripper_state_lowdim
|
| 1601 |
+
dataset:
|
| 1602 |
+
_convert_: partial
|
| 1603 |
+
_target_: mimicvideo_runtime.action_dataset.WidowXActionDataset
|
| 1604 |
+
data_components:
|
| 1605 |
+
eef_pose_lowdim:
|
| 1606 |
+
obs_type: ObsType.POSE_MATRIX
|
| 1607 |
+
repr: LieRepr.ABSOLUTE
|
| 1608 |
+
gripper_action_lowdim:
|
| 1609 |
+
obs_type: ObsType.JOINT_POS
|
| 1610 |
+
repr: LieRepr.ABSOLUTE
|
| 1611 |
+
gripper_state_lowdim:
|
| 1612 |
+
obs_type: ObsType.JOINT_POS
|
| 1613 |
+
repr: LieRepr.ABSOLUTE
|
| 1614 |
+
language_embedding:
|
| 1615 |
+
obs_type: ObsType.LANGUAGE_EMBEDDING
|
| 1616 |
+
repr: null
|
| 1617 |
+
language_instruction:
|
| 1618 |
+
obs_type: ObsType.LANGUAGE
|
| 1619 |
+
repr: null
|
| 1620 |
+
num_conditional_frames:
|
| 1621 |
+
obs_type: ObsType.METADATA_LABEL
|
| 1622 |
+
repr: null
|
| 1623 |
+
workspace_rgb:
|
| 1624 |
+
obs_type: ObsType.RGB
|
| 1625 |
+
repr: null
|
| 1626 |
+
workspace_rgb_embedding:
|
| 1627 |
+
obs_type: ObsType.VIDEO_EMBEDDING
|
| 1628 |
+
repr: null
|
| 1629 |
+
data_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_widowx_teleop_recording_frame_v1_action/action_dataset
|
| 1630 |
+
data_transforms:
|
| 1631 |
+
- name: CosmosProcessImage
|
| 1632 |
+
resize_sizes:
|
| 1633 |
+
- '480'
|
| 1634 |
+
- '640'
|
| 1635 |
+
targets:
|
| 1636 |
+
- workspace_rgb
|
| 1637 |
+
- additional_data:
|
| 1638 |
+
relative_base_value: obs/eef_pose_lowdim
|
| 1639 |
+
name: ConvertLowdimRepr
|
| 1640 |
+
relative_base_value_idx: '-1'
|
| 1641 |
+
targets:
|
| 1642 |
+
- action/eef_pose_lowdim
|
| 1643 |
+
- name: DeconstructPoseMat
|
| 1644 |
+
out_key_prefix: action/eef
|
| 1645 |
+
targets:
|
| 1646 |
+
- action/eef_pose_lowdim
|
| 1647 |
+
- name: DeconstructPoseMat
|
| 1648 |
+
out_key_prefix: obs/eef
|
| 1649 |
+
targets:
|
| 1650 |
+
- obs/eef_pose_lowdim
|
| 1651 |
+
- name: RotationMatrixTo6D
|
| 1652 |
+
targets:
|
| 1653 |
+
- action/eef_rot_lowdim
|
| 1654 |
+
- obs/eef_rot_lowdim
|
| 1655 |
+
- name: Flatten
|
| 1656 |
+
targets:
|
| 1657 |
+
- lowdim
|
| 1658 |
+
- name: Concat
|
| 1659 |
+
out_key: action/lowdim_concat
|
| 1660 |
+
targets:
|
| 1661 |
+
- action/eef_pos_lowdim
|
| 1662 |
+
- action/eef_rot_lowdim
|
| 1663 |
+
- action/gripper_action_lowdim
|
| 1664 |
+
- name: Concat
|
| 1665 |
+
out_key: obs/lowdim_concat
|
| 1666 |
+
targets:
|
| 1667 |
+
- obs/eef_pos_lowdim
|
| 1668 |
+
- obs/eef_rot_lowdim
|
| 1669 |
+
- obs/gripper_state_lowdim
|
| 1670 |
+
num_val_episodes: '10'
|
| 1671 |
+
policy_io:
|
| 1672 |
+
action:
|
| 1673 |
+
eef_pos_lowdim:
|
| 1674 |
+
horizon: '15'
|
| 1675 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1676 |
+
shift_right_by: '0.2'
|
| 1677 |
+
target_frequency: '5'
|
| 1678 |
+
target_repr: LieRepr.RELATIVE
|
| 1679 |
+
eef_rot_lowdim:
|
| 1680 |
+
horizon: '15'
|
| 1681 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1682 |
+
shift_right_by: '0.2'
|
| 1683 |
+
target_frequency: '5'
|
| 1684 |
+
target_repr: LieRepr.RELATIVE
|
| 1685 |
+
gripper_action_lowdim:
|
| 1686 |
+
horizon: '15'
|
| 1687 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1688 |
+
shift_right_by: '0.2'
|
| 1689 |
+
target_frequency: '5'
|
| 1690 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1691 |
+
workspace_rgb:
|
| 1692 |
+
horizon: '56'
|
| 1693 |
+
normalization_type: NormalizationType.NONE
|
| 1694 |
+
shift_right_by: '0.2'
|
| 1695 |
+
target_frequency: '5'
|
| 1696 |
+
target_repr: null
|
| 1697 |
+
obs:
|
| 1698 |
+
eef_pos_lowdim:
|
| 1699 |
+
horizon: '1'
|
| 1700 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1701 |
+
shift_right_by: '0'
|
| 1702 |
+
target_frequency: '5'
|
| 1703 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1704 |
+
eef_rot_lowdim:
|
| 1705 |
+
horizon: '1'
|
| 1706 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1707 |
+
shift_right_by: '0'
|
| 1708 |
+
target_frequency: '5'
|
| 1709 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1710 |
+
gripper_state_lowdim:
|
| 1711 |
+
horizon: '1'
|
| 1712 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1713 |
+
shift_right_by: '0'
|
| 1714 |
+
target_frequency: '5'
|
| 1715 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1716 |
+
language_embedding:
|
| 1717 |
+
horizon: '1'
|
| 1718 |
+
normalization_type: NormalizationType.NONE
|
| 1719 |
+
shift_right_by: '0'
|
| 1720 |
+
target_frequency: null
|
| 1721 |
+
target_repr: null
|
| 1722 |
+
workspace_rgb:
|
| 1723 |
+
horizon: '5'
|
| 1724 |
+
normalization_type: NormalizationType.NONE
|
| 1725 |
+
shift_right_by: '0'
|
| 1726 |
+
target_frequency: '5'
|
| 1727 |
+
target_repr: null
|
| 1728 |
+
seed: '42'
|
| 1729 |
+
should_include_padded_tails: 'True'
|
| 1730 |
+
source_component_names:
|
| 1731 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 1732 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 1733 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 1734 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 1735 |
+
timestep_anchor: workspace_rgb
|
| 1736 |
+
source_component_names:
|
| 1737 |
+
action/eef_pos_lowdim: eef_pose_lowdim
|
| 1738 |
+
action/eef_rot_lowdim: eef_pose_lowdim
|
| 1739 |
+
obs/eef_pos_lowdim: eef_pose_lowdim
|
| 1740 |
+
obs/eef_rot_lowdim: eef_pose_lowdim
|
| 1741 |
+
policy_io:
|
| 1742 |
+
concat_groups:
|
| 1743 |
+
action/lowdim_concat:
|
| 1744 |
+
- action/eef_pos_lowdim
|
| 1745 |
+
- action/eef_rot_lowdim
|
| 1746 |
+
- action/gripper_action_lowdim
|
| 1747 |
+
obs/lowdim_concat:
|
| 1748 |
+
- obs/eef_pos_lowdim
|
| 1749 |
+
- obs/eef_rot_lowdim
|
| 1750 |
+
- obs/gripper_state_lowdim
|
| 1751 |
+
img_resize_sizes:
|
| 1752 |
+
- '480'
|
| 1753 |
+
- '640'
|
| 1754 |
+
policy_io:
|
| 1755 |
+
action:
|
| 1756 |
+
eef_pos_lowdim:
|
| 1757 |
+
horizon: '15'
|
| 1758 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1759 |
+
shift_right_by: '0.2'
|
| 1760 |
+
target_frequency: '5'
|
| 1761 |
+
target_repr: LieRepr.RELATIVE
|
| 1762 |
+
eef_rot_lowdim:
|
| 1763 |
+
horizon: '15'
|
| 1764 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1765 |
+
shift_right_by: '0.2'
|
| 1766 |
+
target_frequency: '5'
|
| 1767 |
+
target_repr: LieRepr.RELATIVE
|
| 1768 |
+
gripper_action_lowdim:
|
| 1769 |
+
horizon: '15'
|
| 1770 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1771 |
+
shift_right_by: '0.2'
|
| 1772 |
+
target_frequency: '5'
|
| 1773 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1774 |
+
workspace_rgb:
|
| 1775 |
+
horizon: '56'
|
| 1776 |
+
normalization_type: NormalizationType.NONE
|
| 1777 |
+
shift_right_by: '0.2'
|
| 1778 |
+
target_frequency: '5'
|
| 1779 |
+
target_repr: null
|
| 1780 |
+
obs:
|
| 1781 |
+
eef_pos_lowdim:
|
| 1782 |
+
horizon: '1'
|
| 1783 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1784 |
+
shift_right_by: '0'
|
| 1785 |
+
target_frequency: '5'
|
| 1786 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1787 |
+
eef_rot_lowdim:
|
| 1788 |
+
horizon: '1'
|
| 1789 |
+
normalization_type: NormalizationType.IDENTITY
|
| 1790 |
+
shift_right_by: '0'
|
| 1791 |
+
target_frequency: '5'
|
| 1792 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1793 |
+
gripper_state_lowdim:
|
| 1794 |
+
horizon: '1'
|
| 1795 |
+
normalization_type: NormalizationType.VARIANCE
|
| 1796 |
+
shift_right_by: '0'
|
| 1797 |
+
target_frequency: '5'
|
| 1798 |
+
target_repr: LieRepr.ABSOLUTE
|
| 1799 |
+
language_embedding:
|
| 1800 |
+
horizon: '1'
|
| 1801 |
+
normalization_type: NormalizationType.NONE
|
| 1802 |
+
shift_right_by: '0'
|
| 1803 |
+
target_frequency: null
|
| 1804 |
+
target_repr: null
|
| 1805 |
+
workspace_rgb:
|
| 1806 |
+
horizon: '5'
|
| 1807 |
+
normalization_type: NormalizationType.NONE
|
| 1808 |
+
shift_right_by: '0'
|
| 1809 |
+
target_frequency: '5'
|
| 1810 |
+
target_repr: null
|
| 1811 |
+
ema:
|
| 1812 |
+
enabled: false
|
| 1813 |
+
iteration_shift: 0
|
| 1814 |
+
rate: 0.1
|
| 1815 |
+
fsdp_shard_size: '0'
|
| 1816 |
+
init_lora_weights: 'True'
|
| 1817 |
+
lora_alpha: '16'
|
| 1818 |
+
lora_rank: '16'
|
| 1819 |
+
lora_target_modules: q_proj,k_proj,v_proj,output_proj,mlp.layer1,mlp.layer2
|
| 1820 |
+
loss_reduce: mean
|
| 1821 |
+
loss_scale: '10.0'
|
| 1822 |
+
pipe_config:
|
| 1823 |
+
_target_: cosmos_predict2.configs.config_world2action.World2ActionPipelineConfig
|
| 1824 |
+
ema:
|
| 1825 |
+
enabled: false
|
| 1826 |
+
iteration_shift: 0
|
| 1827 |
+
rate: 0.1
|
| 1828 |
+
net:
|
| 1829 |
+
_target_: <class 'cosmos_predict2.models.world2action_dit.World2ActionDIT'>
|
| 1830 |
+
adaln_lora_dim: '128'
|
| 1831 |
+
atten_backend: flash_attn_no_cp
|
| 1832 |
+
crossattn_emb_channels: '2048'
|
| 1833 |
+
in_channels: '10'
|
| 1834 |
+
max_horizon: '16'
|
| 1835 |
+
mlp_ratio: '4.0'
|
| 1836 |
+
model_channels: '1024'
|
| 1837 |
+
num_blocks: '24'
|
| 1838 |
+
num_heads: '8'
|
| 1839 |
+
out_channels: '10'
|
| 1840 |
+
pair_timestep_feature_rank: '1024'
|
| 1841 |
+
sac_config:
|
| 1842 |
+
every_n_blocks: 1
|
| 1843 |
+
mode: none
|
| 1844 |
+
use_adaln_lora: 'True'
|
| 1845 |
+
precision: bfloat16
|
| 1846 |
+
scheduler:
|
| 1847 |
+
alpha: 1.0
|
| 1848 |
+
beta: 1.0
|
| 1849 |
+
num_denoising_steps: 10
|
| 1850 |
+
xattn_layer_idx: '20'
|
| 1851 |
+
precision: bfloat16
|
| 1852 |
+
train_architecture: base
|
| 1853 |
+
video_dit_path: /cluster/scratch/ehalicki/vam_cross_mimicvideo/initial_backbones/dreamdifferent--widowx250-video-fused-f0cea76/checkpoints/video_backbone/iter_000001060_fused.pt
|
| 1854 |
+
video_lora_alpha: '32'
|
| 1855 |
+
video_lora_dit_path: /cluster/scratch/ehalicki/vam_cross_mimicvideo/checkpoints/selected_video_loras/dreamdifferent--vam-cross-level2-panda-widowx-widowx-texture-video-lora-iter200-5a22b23/checkpoints/model/iter_000000200.pt
|
| 1856 |
+
video_lora_rank: '256'
|
| 1857 |
+
video_lora_target_modules: q_proj,k_proj,v_proj,output_proj,x_embedder.proj.1,linear_1,linear_2,mlp.layer1,mlp.layer2
|
| 1858 |
+
video_pipe_config:
|
| 1859 |
+
adjust_video_noise: true
|
| 1860 |
+
conditioner:
|
| 1861 |
+
_target_: <class 'cosmos_predict2.conditioner.VideoConditioner'>
|
| 1862 |
+
fps:
|
| 1863 |
+
_target_: <class 'cosmos_predict2.conditioner.ReMapkey'>
|
| 1864 |
+
dropout_rate: '0.0'
|
| 1865 |
+
dtype: null
|
| 1866 |
+
input_key: fps
|
| 1867 |
+
output_key: fps
|
| 1868 |
+
padding_mask:
|
| 1869 |
+
_target_: <class 'cosmos_predict2.conditioner.ReMapkey'>
|
| 1870 |
+
dropout_rate: '0.0'
|
| 1871 |
+
dtype: null
|
| 1872 |
+
input_key: padding_mask
|
| 1873 |
+
output_key: padding_mask
|
| 1874 |
+
text:
|
| 1875 |
+
_target_: <class 'cosmos_predict2.conditioner.TextAttr'>
|
| 1876 |
+
dropout_rate: '0.0'
|
| 1877 |
+
input_key:
|
| 1878 |
+
- obs/language_embedding
|
| 1879 |
+
use_video_condition:
|
| 1880 |
+
_target_: <class 'cosmos_predict2.conditioner.BooleanFlag'>
|
| 1881 |
+
dropout_rate: '0.0'
|
| 1882 |
+
input_key: fps
|
| 1883 |
+
output_key: use_video_condition
|
| 1884 |
+
conditioning_strategy: frame_replace
|
| 1885 |
+
ema:
|
| 1886 |
+
_target_: cosmos_predict2.configs.defaults.ema.EMAConfig
|
| 1887 |
+
enabled: 'False'
|
| 1888 |
+
iteration_shift: '0'
|
| 1889 |
+
rate: '0.1'
|
| 1890 |
+
guardrail_config:
|
| 1891 |
+
checkpoint_dir: /cluster/scratch/ehalicki/vam_cross_mimicvideo/checkpoints
|
| 1892 |
+
enabled: false
|
| 1893 |
+
offload_model_to_cpu: true
|
| 1894 |
+
input_image_key: images
|
| 1895 |
+
input_video_key: video
|
| 1896 |
+
max_num_conditional_frames: 2
|
| 1897 |
+
min_num_conditional_frames: 1
|
| 1898 |
+
net:
|
| 1899 |
+
_target_: <class 'cosmos_predict2.models.video2world_dit.MinimalV1LVGDiT'>
|
| 1900 |
+
adaln_lora_dim: '256'
|
| 1901 |
+
atten_backend: minimal_a2a
|
| 1902 |
+
concat_padding_mask: 'True'
|
| 1903 |
+
extra_per_block_abs_pos_emb: 'False'
|
| 1904 |
+
in_channels: '16'
|
| 1905 |
+
max_frames: '128'
|
| 1906 |
+
max_img_h: '240'
|
| 1907 |
+
max_img_w: '240'
|
| 1908 |
+
model_channels: '2048'
|
| 1909 |
+
num_blocks: '28'
|
| 1910 |
+
num_heads: '16'
|
| 1911 |
+
out_channels: '16'
|
| 1912 |
+
patch_spatial: '2'
|
| 1913 |
+
patch_temporal: '1'
|
| 1914 |
+
pos_emb_cls: rope3d
|
| 1915 |
+
pos_emb_interpolation: crop
|
| 1916 |
+
pos_emb_learnable: 'True'
|
| 1917 |
+
rope_enable_fps_modulation: 'False'
|
| 1918 |
+
rope_h_extrapolation_ratio: '3.0'
|
| 1919 |
+
rope_t_extrapolation_ratio: '1.0'
|
| 1920 |
+
rope_w_extrapolation_ratio: '3.0'
|
| 1921 |
+
sac_config:
|
| 1922 |
+
_target_: cosmos_predict2.models.text2image_dit.SACConfig
|
| 1923 |
+
every_n_blocks: '1'
|
| 1924 |
+
mode: predict2_2b_720
|
| 1925 |
+
use_adaln_lora: 'True'
|
| 1926 |
+
precision: bfloat16
|
| 1927 |
+
rectified_flow_loss_weight_uniform: true
|
| 1928 |
+
rectified_flow_t_scaling_factor: 1.0
|
| 1929 |
+
resize_online: false
|
| 1930 |
+
resolution: '480'
|
| 1931 |
+
sigma_conditional: 0.0001
|
| 1932 |
+
sigma_data: 1.0
|
| 1933 |
+
state_ch: 16
|
| 1934 |
+
state_t: 16
|
| 1935 |
+
text_encoder:
|
| 1936 |
+
cls: !!python/object/apply:imaginaire.constants.TextEncoderClass
|
| 1937 |
+
- t5
|
| 1938 |
+
t5:
|
| 1939 |
+
ckpt_path: /cluster/scratch/ehalicki/vam_cross_mimicvideo/checkpoints/text_encoder/t5-11b
|
| 1940 |
+
embed_dim: 1024
|
| 1941 |
+
num_tokens: 512
|
| 1942 |
+
timestamps:
|
| 1943 |
+
is_forward: false
|
| 1944 |
+
nfe: 35
|
| 1945 |
+
order: 7.0
|
| 1946 |
+
t_max: 80.0
|
| 1947 |
+
t_min: 0.002
|
| 1948 |
+
tokenizer:
|
| 1949 |
+
_target_: <class 'cosmos_predict2.tokenizers.tokenizer.TokenizerInterface'>
|
| 1950 |
+
chunk_duration: '81'
|
| 1951 |
+
load_mean_std: 'False'
|
| 1952 |
+
name: tokenizer
|
| 1953 |
+
temporal_window: '16'
|
| 1954 |
+
vae_pth: /cluster/scratch/ehalicki/vam_cross_mimicvideo/checkpoints/video_backbone//tokenizer/tokenizer.pth
|
| 1955 |
+
model_parallel:
|
| 1956 |
+
_cpu_offloading_context: null
|
| 1957 |
+
async_tensor_model_parallel_allreduce: false
|
| 1958 |
+
autocast_dtype: torch.float32
|
| 1959 |
+
barrier_with_L1_time: true
|
| 1960 |
+
batch_p2p_comm: true
|
| 1961 |
+
batch_p2p_sync: true
|
| 1962 |
+
bf16: false
|
| 1963 |
+
context_parallel_size: 1
|
| 1964 |
+
cpu_offloading: false
|
| 1965 |
+
cpu_offloading_activations: false
|
| 1966 |
+
cpu_offloading_num_layers: 0
|
| 1967 |
+
cpu_offloading_weights: false
|
| 1968 |
+
cross_entropy_fusion_impl: native
|
| 1969 |
+
cross_entropy_loss_fusion: false
|
| 1970 |
+
deallocate_pipeline_outputs: false
|
| 1971 |
+
defer_embedding_wgrad_compute: false
|
| 1972 |
+
deterministic_mode: false
|
| 1973 |
+
enable_autocast: false
|
| 1974 |
+
expert_model_parallel_size: 1
|
| 1975 |
+
expert_tensor_parallel_size: 1
|
| 1976 |
+
finalize_model_grads_func: null
|
| 1977 |
+
fp16: false
|
| 1978 |
+
grad_scale_func: null
|
| 1979 |
+
grad_sync_func: null
|
| 1980 |
+
gradient_accumulation_fusion: false
|
| 1981 |
+
hierarchical_context_parallel_sizes: null
|
| 1982 |
+
microbatch_group_size_per_vp_stage: 1
|
| 1983 |
+
moe_extended_tp: false
|
| 1984 |
+
no_sync_func: null
|
| 1985 |
+
num_microbatches_with_partial_activation_checkpoints: null
|
| 1986 |
+
overlap_p2p_comm: false
|
| 1987 |
+
overlap_p2p_comm_warmup_flush: false
|
| 1988 |
+
param_sync_func: null
|
| 1989 |
+
params_dtype: torch.float32
|
| 1990 |
+
perform_initialization: true
|
| 1991 |
+
pipeline_dtype: null
|
| 1992 |
+
pipeline_model_parallel_comm_backend: null
|
| 1993 |
+
pipeline_model_parallel_size: 1
|
| 1994 |
+
pipeline_model_parallel_split_rank: null
|
| 1995 |
+
sequence_parallel: false
|
| 1996 |
+
tensor_model_parallel_size: 1
|
| 1997 |
+
timers: null
|
| 1998 |
+
tp_comm_atomic_ag: false
|
| 1999 |
+
tp_comm_atomic_rs: false
|
| 2000 |
+
tp_comm_bootstrap_backend: nccl
|
| 2001 |
+
tp_comm_bulk_dgrad: true
|
| 2002 |
+
tp_comm_bulk_wgrad: true
|
| 2003 |
+
tp_comm_overlap: false
|
| 2004 |
+
tp_comm_overlap_ag: true
|
| 2005 |
+
tp_comm_overlap_disable_fc1: false
|
| 2006 |
+
tp_comm_overlap_disable_qkv: false
|
| 2007 |
+
tp_comm_overlap_rs: true
|
| 2008 |
+
tp_comm_overlap_rs_dgrad: false
|
| 2009 |
+
tp_comm_split_ag: true
|
| 2010 |
+
tp_comm_split_rs: true
|
| 2011 |
+
use_cpu_initialization: false
|
| 2012 |
+
use_ring_exchange_p2p: false
|
| 2013 |
+
use_te_rng_tracker: false
|
| 2014 |
+
variable_seq_lengths: false
|
| 2015 |
+
virtual_pipeline_model_parallel_size: null
|
| 2016 |
+
wgrad_deferral_limit: 0
|
| 2017 |
+
optimizer:
|
| 2018 |
+
_target_: <function get_base_optimizer at 0x14afbd39e710>
|
| 2019 |
+
betas:
|
| 2020 |
+
- '0.9'
|
| 2021 |
+
- '0.99'
|
| 2022 |
+
capturable: 'True'
|
| 2023 |
+
eps: 1e-08
|
| 2024 |
+
lr: '0.0001'
|
| 2025 |
+
master_weights: 'True'
|
| 2026 |
+
model: null
|
| 2027 |
+
optim_type: fusedadam
|
| 2028 |
+
weight_decay: '0.1'
|
| 2029 |
+
scheduler:
|
| 2030 |
+
_target_: <class 'cosmos_predict2.functional.lr_scheduler.LambdaLinearScheduler'>
|
| 2031 |
+
cycle_lengths:
|
| 2032 |
+
- '10000000000000'
|
| 2033 |
+
f_max:
|
| 2034 |
+
- '1.0'
|
| 2035 |
+
f_min:
|
| 2036 |
+
- '1.0'
|
| 2037 |
+
f_start:
|
| 2038 |
+
- 1e-06
|
| 2039 |
+
verbosity_interval: '0'
|
| 2040 |
+
warm_up_steps:
|
| 2041 |
+
- '1000'
|
| 2042 |
+
trainer:
|
| 2043 |
+
callbacks:
|
| 2044 |
+
device_monitor:
|
| 2045 |
+
_target_: <class 'cosmos_predict2.callbacks.device_monitor.DeviceMonitor'>
|
| 2046 |
+
every_n: '10'
|
| 2047 |
+
log_memory_detail: 'True'
|
| 2048 |
+
step_size: '1'
|
| 2049 |
+
ema:
|
| 2050 |
+
_target_: <class 'imaginaire.utils.callback.EMAModelCallback'>
|
| 2051 |
+
config: null
|
| 2052 |
+
trainer: null
|
| 2053 |
+
grad_clip:
|
| 2054 |
+
_target_: <class 'cosmos_predict2.callbacks.grad_clip.GradClip'>
|
| 2055 |
+
clip_norm: '10.0'
|
| 2056 |
+
force_finite: 'True'
|
| 2057 |
+
log_wandb: 'False'
|
| 2058 |
+
iter_speed:
|
| 2059 |
+
_target_: <class 'cosmos_predict2.callbacks.iter_speed.IterSpeed'>
|
| 2060 |
+
every_n: '10'
|
| 2061 |
+
hit_thres: '5'
|
| 2062 |
+
low_prec:
|
| 2063 |
+
_target_: <class 'imaginaire.utils.callback.LowPrecisionCallback'>
|
| 2064 |
+
config: null
|
| 2065 |
+
trainer: null
|
| 2066 |
+
update_iter: '1'
|
| 2067 |
+
manual_gc:
|
| 2068 |
+
_target_: <class 'imaginaire.callbacks.manual_gc.ManualGarbageCollection'>
|
| 2069 |
+
every_n: '5'
|
| 2070 |
+
warm_up: '5'
|
| 2071 |
+
progress_bar:
|
| 2072 |
+
_target_: <class 'imaginaire.utils.callback.ProgressBarCallback'>
|
| 2073 |
+
config: null
|
| 2074 |
+
trainer: null
|
| 2075 |
+
wandb:
|
| 2076 |
+
_target_: <class 'cosmos_predict2.callbacks.wandb.WandBCallback'>
|
| 2077 |
+
entity_name: ''
|
| 2078 |
+
mode: offline
|
| 2079 |
+
project_name: vam_cross_mimicvideo_action
|
| 2080 |
+
run_name: w2a_panda_widowx_level2_widowx_texture_2cam_hstack_action_iter2374_videolora_iter200_widowx_teleop_recording_frame_v1_full
|
| 2081 |
+
cudnn:
|
| 2082 |
+
benchmark: 'True'
|
| 2083 |
+
deterministic: 'False'
|
| 2084 |
+
ddp:
|
| 2085 |
+
broadcast_buffers: 'True'
|
| 2086 |
+
find_unused_parameters: 'False'
|
| 2087 |
+
static_graph: 'True'
|
| 2088 |
+
distributed_parallelism: ddp
|
| 2089 |
+
epoch_checkpoint_throttling_min_period_minutes: '30'
|
| 2090 |
+
grad_accum_iter: '8'
|
| 2091 |
+
grad_scaler_args:
|
| 2092 |
+
enabled: 'False'
|
| 2093 |
+
logging_iter: '10'
|
| 2094 |
+
max_iter: '3000'
|
| 2095 |
+
max_val_iter: null
|
| 2096 |
+
memory_format: torch.preserve_format
|
| 2097 |
+
profiling:
|
| 2098 |
+
enable_memory_snapshot: 'False'
|
| 2099 |
+
enable_profiling: 'False'
|
| 2100 |
+
first_n_rank: '4'
|
| 2101 |
+
profile_freq: '1'
|
| 2102 |
+
profile_memory: 'True'
|
| 2103 |
+
record_shape: 'True'
|
| 2104 |
+
with_modules: 'True'
|
| 2105 |
+
with_stack: 'True'
|
| 2106 |
+
run_validation: 'False'
|
| 2107 |
+
seed: '0'
|
| 2108 |
+
timeout_period: '999999999'
|
| 2109 |
+
type: <class 'imaginaire.trainer.ImaginaireTrainer'>
|
| 2110 |
+
validation_iter: '3000'
|
| 2111 |
+
video_dataset_train: null
|
| 2112 |
+
video_dataset_val: null
|
latest_checkpoint.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
iter_000001800.pt
|
vam_cross_action_decoder_manifest.json
ADDED
|
@@ -0,0 +1,348 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"action_contract": {
|
| 3 |
+
"action_dimensions": 10,
|
| 4 |
+
"action_horizon": 15,
|
| 5 |
+
"action_vector_order": [
|
| 6 |
+
"relative_ee_xyz_3",
|
| 7 |
+
"relative_ee_rotation_6d_6",
|
| 8 |
+
"absolute_gripper_1"
|
| 9 |
+
],
|
| 10 |
+
"coordinate_frame": "widowx_reference_base/teleop_aligned_tool",
|
| 11 |
+
"gripper_source": "action.gripper_position",
|
| 12 |
+
"gripper_target_representation": "absolute_normalized_0_1",
|
| 13 |
+
"observation_dimensions": 10,
|
| 14 |
+
"observation_horizon": 1,
|
| 15 |
+
"pose_rotation_representation": "rotation_6d",
|
| 16 |
+
"pose_source": "observation.ee_pose",
|
| 17 |
+
"pose_source_semantics": "future_achieved_pose",
|
| 18 |
+
"pose_target_representation": "relative_to_current_achieved_pose",
|
| 19 |
+
"source_fps": 30,
|
| 20 |
+
"target_fps": 5,
|
| 21 |
+
"tool_frame_definition": {
|
| 22 |
+
"jaw_symmetry_correction": [
|
| 23 |
+
[
|
| 24 |
+
1.0,
|
| 25 |
+
0.0,
|
| 26 |
+
0.0
|
| 27 |
+
],
|
| 28 |
+
[
|
| 29 |
+
0.0,
|
| 30 |
+
1.0,
|
| 31 |
+
0.0
|
| 32 |
+
],
|
| 33 |
+
[
|
| 34 |
+
0.0,
|
| 35 |
+
0.0,
|
| 36 |
+
1.0
|
| 37 |
+
]
|
| 38 |
+
],
|
| 39 |
+
"paired_teleop_alignment": "derived_identity_from_panda_robotiq_mapping_and_widowx_jaw_axes",
|
| 40 |
+
"recording_frame_id": "widowx_teleop_recording_frame_v1",
|
| 41 |
+
"recording_raw_from_canonical": [
|
| 42 |
+
[
|
| 43 |
+
0.0,
|
| 44 |
+
0.0,
|
| 45 |
+
-1.0
|
| 46 |
+
],
|
| 47 |
+
[
|
| 48 |
+
0.0,
|
| 49 |
+
1.0,
|
| 50 |
+
0.0
|
| 51 |
+
],
|
| 52 |
+
[
|
| 53 |
+
1.0,
|
| 54 |
+
0.0,
|
| 55 |
+
0.0
|
| 56 |
+
]
|
| 57 |
+
],
|
| 58 |
+
"reference_from_robot_base": [
|
| 59 |
+
[
|
| 60 |
+
1.0,
|
| 61 |
+
0.0,
|
| 62 |
+
0.0,
|
| 63 |
+
-0.1
|
| 64 |
+
],
|
| 65 |
+
[
|
| 66 |
+
0.0,
|
| 67 |
+
1.0,
|
| 68 |
+
0.0,
|
| 69 |
+
0.0
|
| 70 |
+
],
|
| 71 |
+
[
|
| 72 |
+
0.0,
|
| 73 |
+
0.0,
|
| 74 |
+
1.0,
|
| 75 |
+
0.0
|
| 76 |
+
],
|
| 77 |
+
[
|
| 78 |
+
0.0,
|
| 79 |
+
0.0,
|
| 80 |
+
0.0,
|
| 81 |
+
1.0
|
| 82 |
+
]
|
| 83 |
+
],
|
| 84 |
+
"reference_robot": "widowx250",
|
| 85 |
+
"reference_tool_frame_definition_sha256": "f3aef5e783001a5718e4a0c42020b06d137fb429c04e544a67934dac7decf4ba",
|
| 86 |
+
"robot_name": "panda-widowx",
|
| 87 |
+
"schema_version": 1,
|
| 88 |
+
"tool_frame_definition": {
|
| 89 |
+
"axis_semantics": [
|
| 90 |
+
"forward",
|
| 91 |
+
"left_finger",
|
| 92 |
+
"palm_up"
|
| 93 |
+
],
|
| 94 |
+
"canonical_reference_robot": "widowx250",
|
| 95 |
+
"canonical_tool_frame_id": "widowx_tool_canonical_v1",
|
| 96 |
+
"evidence": [
|
| 97 |
+
"compiled wx250s/gripper_link +X finger-forward equals grip_site raw +Z",
|
| 98 |
+
"compiled left_finger positive slide opens along grip_site raw +Y",
|
| 99 |
+
"grip_site is Ry(+90deg) relative to the transplanted WidowX gripper body"
|
| 100 |
+
],
|
| 101 |
+
"raw_forward_axis": [
|
| 102 |
+
0.0,
|
| 103 |
+
0.0,
|
| 104 |
+
1.0
|
| 105 |
+
],
|
| 106 |
+
"raw_from_canonical": [
|
| 107 |
+
[
|
| 108 |
+
0.0,
|
| 109 |
+
0.0,
|
| 110 |
+
-1.0
|
| 111 |
+
],
|
| 112 |
+
[
|
| 113 |
+
0.0,
|
| 114 |
+
1.0,
|
| 115 |
+
0.0
|
| 116 |
+
],
|
| 117 |
+
[
|
| 118 |
+
1.0,
|
| 119 |
+
0.0,
|
| 120 |
+
0.0
|
| 121 |
+
]
|
| 122 |
+
],
|
| 123 |
+
"raw_left_axis": [
|
| 124 |
+
0.0,
|
| 125 |
+
1.0,
|
| 126 |
+
0.0
|
| 127 |
+
],
|
| 128 |
+
"raw_palm_up_axis": [
|
| 129 |
+
-1.0,
|
| 130 |
+
0.0,
|
| 131 |
+
0.0
|
| 132 |
+
],
|
| 133 |
+
"robot_name": "panda-widowx",
|
| 134 |
+
"robot_xml_sha256": "5f8b242ead3600740065e135c609c34ed40bfdc29201d50a5b366abf0b13da3c",
|
| 135 |
+
"schema_version": 1
|
| 136 |
+
},
|
| 137 |
+
"tool_frame_definition_sha256": "360ba397b682c1e042beebb3dd4f5cf47561601cef9c3d14c6558184ad37ecdd",
|
| 138 |
+
"transform_semantics": "T_widowxbase_recordingtool=inv(T_world_widowxbase)@T_world_robotbase@T_robotbase_raw@T_raw_recordingtool",
|
| 139 |
+
"world_from_reference_base": [
|
| 140 |
+
[
|
| 141 |
+
1.0,
|
| 142 |
+
0.0,
|
| 143 |
+
0.0,
|
| 144 |
+
0.1
|
| 145 |
+
],
|
| 146 |
+
[
|
| 147 |
+
0.0,
|
| 148 |
+
1.0,
|
| 149 |
+
0.0,
|
| 150 |
+
0.0
|
| 151 |
+
],
|
| 152 |
+
[
|
| 153 |
+
0.0,
|
| 154 |
+
0.0,
|
| 155 |
+
1.0,
|
| 156 |
+
0.42
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| 157 |
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vam_cross_video2world_config.json
ADDED
|
@@ -0,0 +1,650 @@
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|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": 1,
|
| 3 |
+
"project": {
|
| 4 |
+
"mimicvideo_repo": "external/mimic-video",
|
| 5 |
+
"expected_mimicvideo_commit": "e3355dbc93132b576c02f920a59b4fc18a4f5906",
|
| 6 |
+
"artifact_root": "/cluster/scratch/${USER}/vam_cross_mimicvideo"
|
| 7 |
+
},
|
| 8 |
+
"paths": {
|
| 9 |
+
"lerobot_dataset": "datasets/lerobot/vam-cross-level2-panda-widowx-widowx-texture-994be7f",
|
| 10 |
+
"video_smoke_export_root": "datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_video_smoke_ep000000",
|
| 11 |
+
"video_export_root": "datasets/mimicvideo/panda_widowx_level2_widowx_texture_2cam_hstack_video",
|
| 12 |
+
"checkpoint_root": "checkpoints",
|
| 13 |
+
"run_root": "runs",
|
| 14 |
+
"log_root": "logs",
|
| 15 |
+
"tmp_root": "tmp",
|
| 16 |
+
"environment_root": "/cluster/home/${USER}/.vam_cross_envs",
|
| 17 |
+
"uv_python_root": "/cluster/home/${USER}/.vam_cross_uv_python",
|
| 18 |
+
"uv_cache_root": "/cluster/home/${USER}/.vam_cross_uv_cache",
|
| 19 |
+
"container_root": "containers",
|
| 20 |
+
"cache_root": "cache"
|
| 21 |
+
},
|
| 22 |
+
"dataset": {
|
| 23 |
+
"hf_repo_id": "dreamdifferent/vam-cross-level2-panda-widowx-widowx-texture",
|
| 24 |
+
"hf_revision": "994be7f8952807008c316db7943ec732bf70b978",
|
| 25 |
+
"hf_expected_commit": "994be7f8952807008c316db7943ec732bf70b978",
|
| 26 |
+
"private": true,
|
| 27 |
+
"manifest_kind": "vam_cross",
|
| 28 |
+
"manifest_repo_id": "local/vam_cross_level2_panda-widowx",
|
| 29 |
+
"collection_name": "level2",
|
| 30 |
+
"codebase_version": "v3.0",
|
| 31 |
+
"robot_type": "panda-widowx",
|
| 32 |
+
"robot_appearance": "widowx-texture",
|
| 33 |
+
"instruction": null,
|
| 34 |
+
"task_instructions": [
|
| 35 |
+
"reach toward the bowl and stop immediately before contact",
|
| 36 |
+
"reach toward the pot and stop immediately before contact",
|
| 37 |
+
"reach toward the tomato and stop immediately before contact",
|
| 38 |
+
"touch the pan without attempting to move it",
|
| 39 |
+
"touch the dish sponge without grasping it",
|
| 40 |
+
"touch the egg without grasping it",
|
| 41 |
+
"grasp the apple without lifting it",
|
| 42 |
+
"grasp the candle without lifting it",
|
| 43 |
+
"release the grasped pepper shaker while it rests on the table",
|
| 44 |
+
"release the held cup while keeping it at its current position",
|
| 45 |
+
"lift the apple vertically and hold it without horizontal movement",
|
| 46 |
+
"lift the bar of soap vertically and hold it without horizontal movement",
|
| 47 |
+
"lower the held egg while maintaining the grasp",
|
| 48 |
+
"lower the held potato while maintaining the grasp",
|
| 49 |
+
"move the held cup horizontally a short distance",
|
| 50 |
+
"move the held mug horizontally a short distance",
|
| 51 |
+
"push the dish sponge forward without grasping it",
|
| 52 |
+
"push the bar of soap forward without grasping it",
|
| 53 |
+
"pull the potato backward toward the robot",
|
| 54 |
+
"pull the bar of soap backward toward the robot",
|
| 55 |
+
"rotate the potato in place around the vertical axis without translation",
|
| 56 |
+
"rotate the dish sponge in place around the vertical axis without translation",
|
| 57 |
+
"release the held tomato from a low height onto the table",
|
| 58 |
+
"release the held candle from a low height onto the table"
|
| 59 |
+
],
|
| 60 |
+
"require_all_success": true,
|
| 61 |
+
"camera_keys": [
|
| 62 |
+
"observation.images.corner_cam",
|
| 63 |
+
"observation.images.front_cam"
|
| 64 |
+
],
|
| 65 |
+
"source_fps": 30,
|
| 66 |
+
"video_fps": 5,
|
| 67 |
+
"height": 480,
|
| 68 |
+
"width": 640,
|
| 69 |
+
"total_episodes": 256,
|
| 70 |
+
"total_frames": 54349,
|
| 71 |
+
"total_tasks": 24,
|
| 72 |
+
"splits": {
|
| 73 |
+
"train": "0:256"
|
| 74 |
+
},
|
| 75 |
+
"video_codec": "h264",
|
| 76 |
+
"video_pixel_format": "yuv420p",
|
| 77 |
+
"feature_contract": {
|
| 78 |
+
"observation.state": {
|
| 79 |
+
"dtype": "float32",
|
| 80 |
+
"shape": [
|
| 81 |
+
9
|
| 82 |
+
],
|
| 83 |
+
"names": {
|
| 84 |
+
"axes": [
|
| 85 |
+
"joint_0",
|
| 86 |
+
"joint_1",
|
| 87 |
+
"joint_2",
|
| 88 |
+
"joint_3",
|
| 89 |
+
"joint_4",
|
| 90 |
+
"joint_5",
|
| 91 |
+
"joint_6",
|
| 92 |
+
"gripper_0",
|
| 93 |
+
"gripper_1"
|
| 94 |
+
]
|
| 95 |
+
}
|
| 96 |
+
},
|
| 97 |
+
"observation.joint_position": {
|
| 98 |
+
"dtype": "float32",
|
| 99 |
+
"shape": [
|
| 100 |
+
7
|
| 101 |
+
],
|
| 102 |
+
"names": {
|
| 103 |
+
"axes": [
|
| 104 |
+
"joint_0",
|
| 105 |
+
"joint_1",
|
| 106 |
+
"joint_2",
|
| 107 |
+
"joint_3",
|
| 108 |
+
"joint_4",
|
| 109 |
+
"joint_5",
|
| 110 |
+
"joint_6"
|
| 111 |
+
]
|
| 112 |
+
}
|
| 113 |
+
},
|
| 114 |
+
"observation.joint_velocity": {
|
| 115 |
+
"dtype": "float32",
|
| 116 |
+
"shape": [
|
| 117 |
+
7
|
| 118 |
+
],
|
| 119 |
+
"names": {
|
| 120 |
+
"axes": [
|
| 121 |
+
"joint_0",
|
| 122 |
+
"joint_1",
|
| 123 |
+
"joint_2",
|
| 124 |
+
"joint_3",
|
| 125 |
+
"joint_4",
|
| 126 |
+
"joint_5",
|
| 127 |
+
"joint_6"
|
| 128 |
+
]
|
| 129 |
+
}
|
| 130 |
+
},
|
| 131 |
+
"observation.gripper_position": {
|
| 132 |
+
"dtype": "float32",
|
| 133 |
+
"shape": [
|
| 134 |
+
2
|
| 135 |
+
],
|
| 136 |
+
"names": {
|
| 137 |
+
"axes": [
|
| 138 |
+
"gripper_0",
|
| 139 |
+
"gripper_1"
|
| 140 |
+
]
|
| 141 |
+
}
|
| 142 |
+
},
|
| 143 |
+
"observation.ee_pose": {
|
| 144 |
+
"dtype": "float32",
|
| 145 |
+
"shape": [
|
| 146 |
+
16
|
| 147 |
+
],
|
| 148 |
+
"names": {
|
| 149 |
+
"axes": [
|
| 150 |
+
"m00",
|
| 151 |
+
"m01",
|
| 152 |
+
"m02",
|
| 153 |
+
"m03",
|
| 154 |
+
"m10",
|
| 155 |
+
"m11",
|
| 156 |
+
"m12",
|
| 157 |
+
"m13",
|
| 158 |
+
"m20",
|
| 159 |
+
"m21",
|
| 160 |
+
"m22",
|
| 161 |
+
"m23",
|
| 162 |
+
"m30",
|
| 163 |
+
"m31",
|
| 164 |
+
"m32",
|
| 165 |
+
"m33"
|
| 166 |
+
]
|
| 167 |
+
}
|
| 168 |
+
},
|
| 169 |
+
"observation.object_position": {
|
| 170 |
+
"dtype": "float32",
|
| 171 |
+
"shape": [
|
| 172 |
+
3
|
| 173 |
+
],
|
| 174 |
+
"names": {
|
| 175 |
+
"axes": [
|
| 176 |
+
"x",
|
| 177 |
+
"y",
|
| 178 |
+
"z"
|
| 179 |
+
]
|
| 180 |
+
}
|
| 181 |
+
},
|
| 182 |
+
"observation.target_position": {
|
| 183 |
+
"dtype": "float32",
|
| 184 |
+
"shape": [
|
| 185 |
+
3
|
| 186 |
+
],
|
| 187 |
+
"names": {
|
| 188 |
+
"axes": [
|
| 189 |
+
"x",
|
| 190 |
+
"y",
|
| 191 |
+
"z"
|
| 192 |
+
]
|
| 193 |
+
}
|
| 194 |
+
},
|
| 195 |
+
"action.ee_pose": {
|
| 196 |
+
"dtype": "float32",
|
| 197 |
+
"shape": [
|
| 198 |
+
16
|
| 199 |
+
],
|
| 200 |
+
"names": {
|
| 201 |
+
"axes": [
|
| 202 |
+
"m00",
|
| 203 |
+
"m01",
|
| 204 |
+
"m02",
|
| 205 |
+
"m03",
|
| 206 |
+
"m10",
|
| 207 |
+
"m11",
|
| 208 |
+
"m12",
|
| 209 |
+
"m13",
|
| 210 |
+
"m20",
|
| 211 |
+
"m21",
|
| 212 |
+
"m22",
|
| 213 |
+
"m23",
|
| 214 |
+
"m30",
|
| 215 |
+
"m31",
|
| 216 |
+
"m32",
|
| 217 |
+
"m33"
|
| 218 |
+
]
|
| 219 |
+
}
|
| 220 |
+
},
|
| 221 |
+
"action.gripper_position": {
|
| 222 |
+
"dtype": "float32",
|
| 223 |
+
"shape": [
|
| 224 |
+
1
|
| 225 |
+
],
|
| 226 |
+
"names": {
|
| 227 |
+
"axes": [
|
| 228 |
+
"gripper"
|
| 229 |
+
]
|
| 230 |
+
}
|
| 231 |
+
},
|
| 232 |
+
"legacy.realized_joint_position": {
|
| 233 |
+
"dtype": "float32",
|
| 234 |
+
"shape": [
|
| 235 |
+
7
|
| 236 |
+
],
|
| 237 |
+
"names": {
|
| 238 |
+
"axes": [
|
| 239 |
+
"joint_0",
|
| 240 |
+
"joint_1",
|
| 241 |
+
"joint_2",
|
| 242 |
+
"joint_3",
|
| 243 |
+
"joint_4",
|
| 244 |
+
"joint_5",
|
| 245 |
+
"joint_6"
|
| 246 |
+
]
|
| 247 |
+
}
|
| 248 |
+
},
|
| 249 |
+
"source.timestamp_s": {
|
| 250 |
+
"dtype": "float64",
|
| 251 |
+
"shape": [
|
| 252 |
+
1
|
| 253 |
+
],
|
| 254 |
+
"names": {
|
| 255 |
+
"axes": [
|
| 256 |
+
"seconds"
|
| 257 |
+
]
|
| 258 |
+
}
|
| 259 |
+
},
|
| 260 |
+
"source.frame_index": {
|
| 261 |
+
"dtype": "int64",
|
| 262 |
+
"shape": [
|
| 263 |
+
1
|
| 264 |
+
],
|
| 265 |
+
"names": {
|
| 266 |
+
"axes": [
|
| 267 |
+
"frame_index"
|
| 268 |
+
]
|
| 269 |
+
}
|
| 270 |
+
},
|
| 271 |
+
"episode.success": {
|
| 272 |
+
"dtype": "bool",
|
| 273 |
+
"shape": [
|
| 274 |
+
1
|
| 275 |
+
],
|
| 276 |
+
"names": {
|
| 277 |
+
"axes": [
|
| 278 |
+
"success"
|
| 279 |
+
]
|
| 280 |
+
}
|
| 281 |
+
},
|
| 282 |
+
"replay.robot_joint_position": {
|
| 283 |
+
"dtype": "float64",
|
| 284 |
+
"shape": [
|
| 285 |
+
9
|
| 286 |
+
],
|
| 287 |
+
"names": {
|
| 288 |
+
"axes": [
|
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|
| 649 |
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}
|
| 650 |
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}
|
vam_cross_world2action_config.json
ADDED
|
@@ -0,0 +1,311 @@
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
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| 1 |
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| 2 |
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| 162 |
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| 163 |
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| 164 |
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| 203 |
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|
| 204 |
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