Uploading model files
Browse files- config.yaml +785 -0
- last.ckpt +3 -0
config.yaml
ADDED
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@@ -0,0 +1,785 @@
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|
| 1 |
+
fabric:
|
| 2 |
+
_target_: lightning.fabric.Fabric
|
| 3 |
+
_convert_: all
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| 4 |
+
accelerator: gpu
|
| 5 |
+
devices: ${ngpu}
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| 6 |
+
num_nodes: ${nodes}
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| 7 |
+
strategy:
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| 8 |
+
_target_: lightning.fabric.strategies.DDPStrategy
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| 9 |
+
precision: ${amp_precision}
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| 10 |
+
loggers:
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| 11 |
+
- _target_: lightning.fabric.loggers.TensorBoardLogger
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| 12 |
+
root_dir: ${save_dir}
|
| 13 |
+
- _target_: lightning.pytorch.loggers.WandbLogger
|
| 14 |
+
name: ${experiment_name}
|
| 15 |
+
save_dir: ${save_dir}
|
| 16 |
+
project: ${wandb.wandb_project}
|
| 17 |
+
tags: ${wandb.wandb_tags}
|
| 18 |
+
group: ${wandb.wandb_group}
|
| 19 |
+
id: ${wandb.wandb_id}
|
| 20 |
+
entity: ${wandb.wandb_entity}
|
| 21 |
+
resume: ${wandb.wandb_resume}
|
| 22 |
+
ngpu: 1
|
| 23 |
+
nodes: 1
|
| 24 |
+
torch_deterministic: false
|
| 25 |
+
amp_precision: 32-true
|
| 26 |
+
eval_overrides:
|
| 27 |
+
ngpu: 1
|
| 28 |
+
nodes: 1
|
| 29 |
+
fabric:
|
| 30 |
+
loggers: null
|
| 31 |
+
headless: false
|
| 32 |
+
num_envs: 1
|
| 33 |
+
agent:
|
| 34 |
+
config:
|
| 35 |
+
expert_model_path: null
|
| 36 |
+
vae:
|
| 37 |
+
noise_type: zeros
|
| 38 |
+
motion_manager:
|
| 39 |
+
motion_sampling:
|
| 40 |
+
init_start_prob: 1.0
|
| 41 |
+
reset_track:
|
| 42 |
+
steps_min: 1000000
|
| 43 |
+
steps_max: 1000001
|
| 44 |
+
env:
|
| 45 |
+
config:
|
| 46 |
+
max_episode_length: 10000
|
| 47 |
+
enable_height_termination: false
|
| 48 |
+
mimic_early_termination: null
|
| 49 |
+
agent:
|
| 50 |
+
_target_: protomotions.agents.masked_mimic.agent.MaskedMimic
|
| 51 |
+
_recursive_: false
|
| 52 |
+
config:
|
| 53 |
+
model:
|
| 54 |
+
_target_: protomotions.agents.masked_mimic.model.VaeDeterministicOutputModel
|
| 55 |
+
_recursive_: false
|
| 56 |
+
config:
|
| 57 |
+
vae_latent_dim: ${agent.config.vae.latent_dim}
|
| 58 |
+
vae_noise_type: ${agent.config.vae.noise_type}
|
| 59 |
+
trunk:
|
| 60 |
+
_target_: protomotions.agents.common.mlp.MultiHeadedMLP
|
| 61 |
+
_recursive_: false
|
| 62 |
+
num_out: ${robot.number_of_actions}
|
| 63 |
+
config:
|
| 64 |
+
input_models:
|
| 65 |
+
self_obs:
|
| 66 |
+
_target_: protomotions.agents.common.common.Flatten
|
| 67 |
+
_recursive_: false
|
| 68 |
+
num_in: ${env.config.humanoid_obs.obs_size}
|
| 69 |
+
num_out: ${.num_in}
|
| 70 |
+
config:
|
| 71 |
+
obs_key: self_obs
|
| 72 |
+
normalize_obs: true
|
| 73 |
+
norm_clamp_value: 5
|
| 74 |
+
vae_latent:
|
| 75 |
+
_target_: protomotions.agents.common.common.Flatten
|
| 76 |
+
_recursive_: false
|
| 77 |
+
num_in: ${agent.config.vae.latent_dim}
|
| 78 |
+
num_out: ${.num_in}
|
| 79 |
+
config:
|
| 80 |
+
obs_key: vae_latent
|
| 81 |
+
normalize_obs: false
|
| 82 |
+
norm_clamp_value: null
|
| 83 |
+
terrain: ${agent.config.modules.mlp_terrain}
|
| 84 |
+
trunk:
|
| 85 |
+
_target_: protomotions.agents.common.mlp.MLP
|
| 86 |
+
_recursive_: false
|
| 87 |
+
num_out: ${robot.number_of_actions}
|
| 88 |
+
config:
|
| 89 |
+
layers:
|
| 90 |
+
- units: 1024
|
| 91 |
+
activation: relu
|
| 92 |
+
use_layer_norm: false
|
| 93 |
+
- units: 1024
|
| 94 |
+
activation: relu
|
| 95 |
+
use_layer_norm: false
|
| 96 |
+
- units: 512
|
| 97 |
+
activation: relu
|
| 98 |
+
use_layer_norm: false
|
| 99 |
+
optimizer:
|
| 100 |
+
_target_: torch.optim.Adam
|
| 101 |
+
lr: 2.0e-05
|
| 102 |
+
encoder:
|
| 103 |
+
_target_: protomotions.agents.masked_mimic.model.VaeModule
|
| 104 |
+
_recursive_: false
|
| 105 |
+
config:
|
| 106 |
+
trunk:
|
| 107 |
+
_target_: protomotions.agents.common.mlp.MultiHeadedMLP
|
| 108 |
+
_recursive_: false
|
| 109 |
+
num_out: 512
|
| 110 |
+
config:
|
| 111 |
+
input_models:
|
| 112 |
+
self_obs:
|
| 113 |
+
_target_: protomotions.agents.common.common.Flatten
|
| 114 |
+
_recursive_: false
|
| 115 |
+
num_in: ${env.config.humanoid_obs.obs_size}
|
| 116 |
+
num_out: ${.num_in}
|
| 117 |
+
config:
|
| 118 |
+
obs_key: self_obs
|
| 119 |
+
normalize_obs: true
|
| 120 |
+
norm_clamp_value: 5
|
| 121 |
+
mimic_target_poses:
|
| 122 |
+
_target_: protomotions.agents.common.common.Flatten
|
| 123 |
+
_recursive_: false
|
| 124 |
+
num_in: ${eval:${env.config.mimic_target_pose.num_future_steps}*${env.config.mimic_target_pose.num_obs_per_target_pose}}
|
| 125 |
+
num_out: ${.num_in}
|
| 126 |
+
config:
|
| 127 |
+
normalize_obs: true
|
| 128 |
+
norm_clamp_value: 5
|
| 129 |
+
obs_key: mimic_target_poses
|
| 130 |
+
masked_mimic_target_bodies_masks:
|
| 131 |
+
_target_: protomotions.agents.common.common.Flatten
|
| 132 |
+
config:
|
| 133 |
+
normalize_obs: false
|
| 134 |
+
obs_clamp_value: null
|
| 135 |
+
obs_key: masked_mimic_target_bodies_masks
|
| 136 |
+
num_in: ${eval:${eval:${len:${robot.trackable_bodies_subset}}+1}*2*${env.config.masked_mimic.masked_mimic_target_pose.num_future_steps}}
|
| 137 |
+
num_out: ${.num_in}
|
| 138 |
+
trunk:
|
| 139 |
+
_target_: protomotions.agents.common.mlp.MLP
|
| 140 |
+
_recursive_: false
|
| 141 |
+
num_out: 512
|
| 142 |
+
config:
|
| 143 |
+
layers:
|
| 144 |
+
- units: 1024
|
| 145 |
+
activation: relu
|
| 146 |
+
use_layer_norm: false
|
| 147 |
+
- units: 1024
|
| 148 |
+
activation: relu
|
| 149 |
+
use_layer_norm: false
|
| 150 |
+
- units: 1024
|
| 151 |
+
activation: relu
|
| 152 |
+
use_layer_norm: false
|
| 153 |
+
- units: 1024
|
| 154 |
+
activation: relu
|
| 155 |
+
use_layer_norm: false
|
| 156 |
+
- units: 1024
|
| 157 |
+
activation: relu
|
| 158 |
+
use_layer_norm: false
|
| 159 |
+
mu_head: ${agent.config.modules.mlp_vae_output_head}
|
| 160 |
+
logvar_head: ${agent.config.modules.mlp_vae_output_head}
|
| 161 |
+
prior:
|
| 162 |
+
_target_: protomotions.agents.masked_mimic.model.VaeModule
|
| 163 |
+
_recursive_: false
|
| 164 |
+
config:
|
| 165 |
+
trunk:
|
| 166 |
+
_target_: protomotions.agents.common.transformer.Transformer
|
| 167 |
+
_recursive_: false
|
| 168 |
+
num_out: ${robot.number_of_actions}
|
| 169 |
+
config:
|
| 170 |
+
transformer_token_size: ${.latent_dim}
|
| 171 |
+
latent_dim: ${agent.config.modules.transformer_latent_dim}
|
| 172 |
+
ff_size: 1024
|
| 173 |
+
num_layers: 4
|
| 174 |
+
num_heads: 4
|
| 175 |
+
dropout: 0
|
| 176 |
+
activation: relu
|
| 177 |
+
use_layer_norm: false
|
| 178 |
+
input_models:
|
| 179 |
+
obs_mlp:
|
| 180 |
+
_target_: protomotions.agents.common.mlp.MLP_WithNorm
|
| 181 |
+
_recursive_: false
|
| 182 |
+
num_in: ${env.config.humanoid_obs.obs_size}
|
| 183 |
+
num_out: ${...transformer_token_size}
|
| 184 |
+
config:
|
| 185 |
+
mask_key: null
|
| 186 |
+
obs_key: self_obs
|
| 187 |
+
normalize_obs: true
|
| 188 |
+
norm_clamp_value: 5
|
| 189 |
+
layers:
|
| 190 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 191 |
+
activation: relu
|
| 192 |
+
use_layer_norm: false
|
| 193 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 194 |
+
activation: relu
|
| 195 |
+
use_layer_norm: false
|
| 196 |
+
masked_mimic_target_poses: ${agent.config.modules.masked_mimic_target_pose_model}
|
| 197 |
+
historical_pose_obs: ${agent.config.modules.historical_pose_obs_model}
|
| 198 |
+
motion_text_embeddings: ${agent.config.modules.motion_text_embeddings_for_transformer_model}
|
| 199 |
+
mu_head: ${agent.config.modules.transformer_vae_output_head}
|
| 200 |
+
logvar_head: ${agent.config.modules.transformer_vae_output_head}
|
| 201 |
+
gamma: 0.99
|
| 202 |
+
tau: 0.95
|
| 203 |
+
e_clip: 0.2
|
| 204 |
+
normalize_values: false
|
| 205 |
+
normalize_advantage: false
|
| 206 |
+
gradient_clip_val: 50.0
|
| 207 |
+
clip_critic_loss: true
|
| 208 |
+
eval_metric_keys:
|
| 209 |
+
- cartesian_err
|
| 210 |
+
- gt_err
|
| 211 |
+
- dv_rew
|
| 212 |
+
- kb_rew
|
| 213 |
+
- lr_rew
|
| 214 |
+
- rv_rew
|
| 215 |
+
- rav_rew
|
| 216 |
+
- gr_err
|
| 217 |
+
- gr_err_degrees
|
| 218 |
+
- masked_gt_err
|
| 219 |
+
- masked_gr_err
|
| 220 |
+
- masked_gr_err_degrees
|
| 221 |
+
eval_length: null
|
| 222 |
+
eval_num_episodes: 1
|
| 223 |
+
training_early_termination:
|
| 224 |
+
early_terminate_cart_err: null
|
| 225 |
+
early_terminate_success_rate: null
|
| 226 |
+
num_steps: 32
|
| 227 |
+
fail_on_bad_grads: false
|
| 228 |
+
check_grad_mag: true
|
| 229 |
+
batch_size: 8192
|
| 230 |
+
task_reward_w: 1.0
|
| 231 |
+
num_mini_epochs: 6
|
| 232 |
+
max_eval_steps: null
|
| 233 |
+
eval_metrics_every: 200
|
| 234 |
+
num_games: null
|
| 235 |
+
manual_save_every: 10
|
| 236 |
+
max_epochs: ${eval:${training_max_steps}//${ngpu}//${num_envs}//${.num_steps}}
|
| 237 |
+
expert_model_path: null
|
| 238 |
+
vae:
|
| 239 |
+
noise_type: normal
|
| 240 |
+
latent_dim: 64
|
| 241 |
+
kld_schedule:
|
| 242 |
+
init_kld_coeff: 0.0001
|
| 243 |
+
end_kld_coeff: 0.01
|
| 244 |
+
start_epoch: 3000
|
| 245 |
+
end_epoch: 6000
|
| 246 |
+
extra_inputs:
|
| 247 |
+
mimic_target_poses: true
|
| 248 |
+
masked_mimic_target_poses: true
|
| 249 |
+
masked_mimic_target_bodies_masks: true
|
| 250 |
+
masked_mimic_target_poses_masks: true
|
| 251 |
+
motion_text_embeddings: true
|
| 252 |
+
motion_text_embeddings_mask: true
|
| 253 |
+
historical_pose_obs: true
|
| 254 |
+
terrain: true
|
| 255 |
+
modules:
|
| 256 |
+
mlp_vae_output_head:
|
| 257 |
+
_target_: protomotions.agents.common.mlp.MLP
|
| 258 |
+
_recursive_: false
|
| 259 |
+
num_in: 512
|
| 260 |
+
num_out: ${agent.config.vae.latent_dim}
|
| 261 |
+
config:
|
| 262 |
+
layers:
|
| 263 |
+
- units: 256
|
| 264 |
+
activation: relu
|
| 265 |
+
use_layer_norm: false
|
| 266 |
+
- units: 128
|
| 267 |
+
activation: relu
|
| 268 |
+
use_layer_norm: false
|
| 269 |
+
transformer_latent_dim: 512
|
| 270 |
+
transformer_encoder_widths: 256
|
| 271 |
+
transformer_vae_output_head:
|
| 272 |
+
_target_: protomotions.agents.common.mlp.MLP
|
| 273 |
+
_recursive_: false
|
| 274 |
+
num_in: ${agent.config.model.config.prior.config.trunk.config.transformer_token_size}
|
| 275 |
+
num_out: ${agent.config.vae.latent_dim}
|
| 276 |
+
config:
|
| 277 |
+
layers:
|
| 278 |
+
- units: 256
|
| 279 |
+
activation: relu
|
| 280 |
+
use_layer_norm: false
|
| 281 |
+
- units: 128
|
| 282 |
+
activation: relu
|
| 283 |
+
use_layer_norm: false
|
| 284 |
+
masked_mimic_target_pose_model:
|
| 285 |
+
_target_: protomotions.agents.common.mlp.MLP_WithNorm
|
| 286 |
+
_recursive_: false
|
| 287 |
+
num_in: ${env.config.masked_mimic.masked_mimic_target_pose.num_obs_per_sparse_target_pose}
|
| 288 |
+
num_out: ${agent.config.model.config.prior.config.trunk.config.transformer_token_size}
|
| 289 |
+
config:
|
| 290 |
+
obs_key: masked_mimic_target_poses
|
| 291 |
+
mask_key: masked_mimic_target_poses_masks
|
| 292 |
+
normalize_obs: true
|
| 293 |
+
norm_clamp_value: 5
|
| 294 |
+
operations:
|
| 295 |
+
- type: reshape
|
| 296 |
+
new_shape:
|
| 297 |
+
- -1
|
| 298 |
+
- ${env.config.masked_mimic.masked_mimic_target_pose.num_obs_per_sparse_target_pose}
|
| 299 |
+
- type: encode
|
| 300 |
+
- type: reshape
|
| 301 |
+
new_shape:
|
| 302 |
+
- batch_size
|
| 303 |
+
- ${eval:${env.config.masked_mimic.masked_mimic_target_pose.num_future_steps}+1}
|
| 304 |
+
- ${agent.config.model.config.prior.config.trunk.config.transformer_token_size}
|
| 305 |
+
layers:
|
| 306 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 307 |
+
activation: relu
|
| 308 |
+
use_layer_norm: false
|
| 309 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 310 |
+
activation: relu
|
| 311 |
+
use_layer_norm: false
|
| 312 |
+
historical_pose_obs_model:
|
| 313 |
+
_target_: protomotions.agents.common.mlp.MLP_WithNorm
|
| 314 |
+
_recursive_: false
|
| 315 |
+
num_in: ${eval:${env.config.humanoid_obs.obs_size}+1}
|
| 316 |
+
num_out: ${agent.config.model.config.prior.config.trunk.config.transformer_token_size}
|
| 317 |
+
config:
|
| 318 |
+
obs_key: historical_pose_obs
|
| 319 |
+
mask_key: null
|
| 320 |
+
normalize_obs: true
|
| 321 |
+
norm_clamp_value: 5
|
| 322 |
+
operations:
|
| 323 |
+
- type: reshape
|
| 324 |
+
new_shape:
|
| 325 |
+
- -1
|
| 326 |
+
- ${eval:${env.config.humanoid_obs.obs_size}+1}
|
| 327 |
+
- type: encode
|
| 328 |
+
- type: reshape
|
| 329 |
+
new_shape:
|
| 330 |
+
- batch_size
|
| 331 |
+
- ${env.config.masked_mimic.historical_obs.num_historical_conditioned_steps}
|
| 332 |
+
- ${agent.config.model.config.prior.config.trunk.config.transformer_token_size}
|
| 333 |
+
layers:
|
| 334 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 335 |
+
activation: relu
|
| 336 |
+
use_layer_norm: false
|
| 337 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 338 |
+
activation: relu
|
| 339 |
+
use_layer_norm: false
|
| 340 |
+
motion_text_embeddings_for_transformer_model:
|
| 341 |
+
_target_: protomotions.agents.common.mlp.MLP_WithNorm
|
| 342 |
+
_recursive_: false
|
| 343 |
+
num_in: ${env.config.masked_mimic.motion_text_embeddings.embedding_dim}
|
| 344 |
+
num_out: ${agent.config.model.config.prior.config.trunk.config.transformer_token_size}
|
| 345 |
+
config:
|
| 346 |
+
obs_key: motion_text_embeddings
|
| 347 |
+
mask_key: motion_text_embeddings_mask
|
| 348 |
+
normalize_obs: true
|
| 349 |
+
norm_clamp_value: 5
|
| 350 |
+
operations:
|
| 351 |
+
- type: encode
|
| 352 |
+
- type: reshape
|
| 353 |
+
new_shape:
|
| 354 |
+
- batch_size
|
| 355 |
+
- 1
|
| 356 |
+
- ${agent.config.modules.motion_text_embeddings_for_transformer_model.num_out}
|
| 357 |
+
layers:
|
| 358 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 359 |
+
activation: relu
|
| 360 |
+
use_layer_norm: false
|
| 361 |
+
- units: ${agent.config.modules.transformer_encoder_widths}
|
| 362 |
+
activation: relu
|
| 363 |
+
use_layer_norm: false
|
| 364 |
+
mlp_terrain:
|
| 365 |
+
_target_: protomotions.agents.common.common.Flatten
|
| 366 |
+
num_in: ${terrain.config.terrain_obs_num_samples}
|
| 367 |
+
num_out: ${.num_in}
|
| 368 |
+
config:
|
| 369 |
+
obs_key: terrain
|
| 370 |
+
normalize_obs: true
|
| 371 |
+
norm_clamp_value: 5
|
| 372 |
+
env:
|
| 373 |
+
_target_: protomotions.envs.mimic.env.Mimic
|
| 374 |
+
_recursive_: false
|
| 375 |
+
config:
|
| 376 |
+
experiment_name: ${experiment_name}
|
| 377 |
+
num_envs: ${num_envs}
|
| 378 |
+
headless: ${headless}
|
| 379 |
+
simulator: ${simulator}
|
| 380 |
+
max_episode_length: 1000
|
| 381 |
+
robot: ${robot}
|
| 382 |
+
humanoid_obs:
|
| 383 |
+
use_max_coords_obs: true
|
| 384 |
+
obs_size: ${robot.self_obs_size}
|
| 385 |
+
local_root_obs: true
|
| 386 |
+
root_height_obs: true
|
| 387 |
+
num_historical_steps: 120
|
| 388 |
+
termination_height: 0.15
|
| 389 |
+
head_termination_height: 0.3
|
| 390 |
+
enable_height_termination: false
|
| 391 |
+
motion_lib: ${motion_lib}
|
| 392 |
+
motion_manager: ${motion_manager}
|
| 393 |
+
hybrid_init_prob: 0.0
|
| 394 |
+
state_init: Data
|
| 395 |
+
ref_respawn_offset: ${ref_respawn_offset}
|
| 396 |
+
terrain: ${terrain}
|
| 397 |
+
sync_motion: ${sync_motion}
|
| 398 |
+
scenes: null
|
| 399 |
+
mimic_residual_control: false
|
| 400 |
+
mimic_early_termination:
|
| 401 |
+
- mimic_early_termination_key: max_joint_err
|
| 402 |
+
mimic_early_termination_thresh: 0.5
|
| 403 |
+
mimic_early_termination_thresh_on_flat: 0.25
|
| 404 |
+
less_than: false
|
| 405 |
+
mimic_reward_config:
|
| 406 |
+
positive_constant: 0
|
| 407 |
+
relative_kb_pos: false
|
| 408 |
+
add_rr_to_lr: true
|
| 409 |
+
rt_ignore_height: true
|
| 410 |
+
mean_before_exp: true
|
| 411 |
+
component_weights:
|
| 412 |
+
gr_rew_w: 0.3
|
| 413 |
+
lr_rew_w: 0
|
| 414 |
+
gt_rew_w: 0.5
|
| 415 |
+
rt_rew_w: 0
|
| 416 |
+
rv_rew_w: 0
|
| 417 |
+
rav_rew_w: 0
|
| 418 |
+
gv_rew_w: 0.1
|
| 419 |
+
gav_rew_w: 0.1
|
| 420 |
+
kb_rew_w: 0
|
| 421 |
+
dv_rew_w: 0.0
|
| 422 |
+
rh_rew_w: 0.2
|
| 423 |
+
pow_rew_w: 1.0e-05
|
| 424 |
+
component_coefficients:
|
| 425 |
+
gt_rew_c: -100
|
| 426 |
+
rt_rew_c: -120
|
| 427 |
+
rv_rew_c: -1
|
| 428 |
+
rav_rew_c: -0.3
|
| 429 |
+
gv_rew_c: -0.5
|
| 430 |
+
gav_rew_c: -0.1
|
| 431 |
+
kb_rew_c: -10
|
| 432 |
+
gr_rew_c: -10
|
| 433 |
+
lr_rew_c: -2
|
| 434 |
+
dv_rew_c: -0.005
|
| 435 |
+
rh_rew_c: -100
|
| 436 |
+
kbf_rew_c: -0.01
|
| 437 |
+
mimic_phase_obs:
|
| 438 |
+
enabled: false
|
| 439 |
+
mimic_target_pose:
|
| 440 |
+
enabled: true
|
| 441 |
+
type: max-coords-future-rel
|
| 442 |
+
with_time: true
|
| 443 |
+
with_contacts: false
|
| 444 |
+
num_future_steps: 15
|
| 445 |
+
num_obs_per_target_pose: ${.base_num_obs_per_target_pose}
|
| 446 |
+
base_num_obs_per_target_pose: ${eval:${.num_obs_per_joint}*${robot.num_bodies}+1*${.with_time}}
|
| 447 |
+
num_obs_per_joint: 18
|
| 448 |
+
masked_mimic:
|
| 449 |
+
enabled: true
|
| 450 |
+
masked_mimic_masking:
|
| 451 |
+
joint_masking:
|
| 452 |
+
masked_mimic_time_gap_probability: 0.1
|
| 453 |
+
time_gap_mask_min_steps: 1
|
| 454 |
+
time_gap_mask_max_steps: ${eval:${env.config.mimic_target_pose.num_future_steps}+1}
|
| 455 |
+
with_conditioning_time_gap_mask_max_steps: ${eval:${.time_gap_mask_max_steps}*4}
|
| 456 |
+
with_conditioning_max_gap_probability: 0.2
|
| 457 |
+
masked_mimic_repeat_mask_probability: 0.98
|
| 458 |
+
masked_mimic_fixed_conditioning: null
|
| 459 |
+
force_max_conditioned_bodies_prob: 0.1
|
| 460 |
+
force_small_num_conditioned_bodies_prob: 0.1
|
| 461 |
+
target_pose_visible_prob: 0.2
|
| 462 |
+
motion_text_embeddings_visible_prob: 0.5
|
| 463 |
+
masked_mimic_target_pose:
|
| 464 |
+
num_obs_per_sparse_target_pose: ${eval:${.num_obs_per_target_pose}*${eval:${len:${robot.trackable_bodies_subset}}+1}//${robot.num_bodies}+${eval:${len:${robot.trackable_bodies_subset}}+1}*2+2}
|
| 465 |
+
num_future_steps: 10
|
| 466 |
+
num_obs_per_joint: 24
|
| 467 |
+
num_obs_per_target_pose: ${eval:${.num_obs_per_joint}*${robot.num_bodies}}
|
| 468 |
+
motion_text_embeddings:
|
| 469 |
+
embedding_dim: 512
|
| 470 |
+
historical_obs:
|
| 471 |
+
num_historical_conditioned_steps: 15
|
| 472 |
+
robot:
|
| 473 |
+
dof_obs_size: 138
|
| 474 |
+
number_of_actions: 69
|
| 475 |
+
self_obs_size: ${.self_obs_max_coords_size}
|
| 476 |
+
self_obs_max_coords_size: 358
|
| 477 |
+
num_bodies: ${len:${.body_names}}
|
| 478 |
+
contact_bodies: ${.body_names}
|
| 479 |
+
body_names:
|
| 480 |
+
- Pelvis
|
| 481 |
+
- L_Hip
|
| 482 |
+
- L_Knee
|
| 483 |
+
- L_Ankle
|
| 484 |
+
- L_Toe
|
| 485 |
+
- R_Hip
|
| 486 |
+
- R_Knee
|
| 487 |
+
- R_Ankle
|
| 488 |
+
- R_Toe
|
| 489 |
+
- Torso
|
| 490 |
+
- Spine
|
| 491 |
+
- Chest
|
| 492 |
+
- Neck
|
| 493 |
+
- Head
|
| 494 |
+
- L_Thorax
|
| 495 |
+
- L_Shoulder
|
| 496 |
+
- L_Elbow
|
| 497 |
+
- L_Wrist
|
| 498 |
+
- L_Hand
|
| 499 |
+
- R_Thorax
|
| 500 |
+
- R_Shoulder
|
| 501 |
+
- R_Elbow
|
| 502 |
+
- R_Wrist
|
| 503 |
+
- R_Hand
|
| 504 |
+
dof_names:
|
| 505 |
+
- L_Hip_x
|
| 506 |
+
- L_Hip_y
|
| 507 |
+
- L_Hip_z
|
| 508 |
+
- L_Knee_x
|
| 509 |
+
- L_Knee_y
|
| 510 |
+
- L_Knee_z
|
| 511 |
+
- L_Ankle_x
|
| 512 |
+
- L_Ankle_y
|
| 513 |
+
- L_Ankle_z
|
| 514 |
+
- L_Toe_x
|
| 515 |
+
- L_Toe_y
|
| 516 |
+
- L_Toe_z
|
| 517 |
+
- R_Hip_x
|
| 518 |
+
- R_Hip_y
|
| 519 |
+
- R_Hip_z
|
| 520 |
+
- R_Knee_x
|
| 521 |
+
- R_Knee_y
|
| 522 |
+
- R_Knee_z
|
| 523 |
+
- R_Ankle_x
|
| 524 |
+
- R_Ankle_y
|
| 525 |
+
- R_Ankle_z
|
| 526 |
+
- R_Toe_x
|
| 527 |
+
- R_Toe_y
|
| 528 |
+
- R_Toe_z
|
| 529 |
+
- Torso_x
|
| 530 |
+
- Torso_y
|
| 531 |
+
- Torso_z
|
| 532 |
+
- Spine_x
|
| 533 |
+
- Spine_y
|
| 534 |
+
- Spine_z
|
| 535 |
+
- Chest_x
|
| 536 |
+
- Chest_y
|
| 537 |
+
- Chest_z
|
| 538 |
+
- Neck_x
|
| 539 |
+
- Neck_y
|
| 540 |
+
- Neck_z
|
| 541 |
+
- Head_x
|
| 542 |
+
- Head_y
|
| 543 |
+
- Head_z
|
| 544 |
+
- L_Thorax_x
|
| 545 |
+
- L_Thorax_y
|
| 546 |
+
- L_Thorax_z
|
| 547 |
+
- L_Shoulder_x
|
| 548 |
+
- L_Shoulder_y
|
| 549 |
+
- L_Shoulder_z
|
| 550 |
+
- L_Elbow_x
|
| 551 |
+
- L_Elbow_y
|
| 552 |
+
- L_Elbow_z
|
| 553 |
+
- L_Wrist_x
|
| 554 |
+
- L_Wrist_y
|
| 555 |
+
- L_Wrist_z
|
| 556 |
+
- L_Hand_x
|
| 557 |
+
- L_Hand_y
|
| 558 |
+
- L_Hand_z
|
| 559 |
+
- R_Thorax_x
|
| 560 |
+
- R_Thorax_y
|
| 561 |
+
- R_Thorax_z
|
| 562 |
+
- R_Shoulder_x
|
| 563 |
+
- R_Shoulder_y
|
| 564 |
+
- R_Shoulder_z
|
| 565 |
+
- R_Elbow_x
|
| 566 |
+
- R_Elbow_y
|
| 567 |
+
- R_Elbow_z
|
| 568 |
+
- R_Wrist_x
|
| 569 |
+
- R_Wrist_y
|
| 570 |
+
- R_Wrist_z
|
| 571 |
+
- R_Hand_x
|
| 572 |
+
- R_Hand_y
|
| 573 |
+
- R_Hand_z
|
| 574 |
+
trackable_bodies_subset:
|
| 575 |
+
- Pelvis
|
| 576 |
+
- L_Ankle
|
| 577 |
+
- R_Ankle
|
| 578 |
+
- L_Hand
|
| 579 |
+
- R_Hand
|
| 580 |
+
- Head
|
| 581 |
+
dof_body_ids:
|
| 582 |
+
- 1
|
| 583 |
+
- 2
|
| 584 |
+
- 3
|
| 585 |
+
- 4
|
| 586 |
+
- 5
|
| 587 |
+
- 6
|
| 588 |
+
- 7
|
| 589 |
+
- 8
|
| 590 |
+
- 9
|
| 591 |
+
- 10
|
| 592 |
+
- 11
|
| 593 |
+
- 12
|
| 594 |
+
- 13
|
| 595 |
+
- 14
|
| 596 |
+
- 15
|
| 597 |
+
- 16
|
| 598 |
+
- 17
|
| 599 |
+
- 18
|
| 600 |
+
- 19
|
| 601 |
+
- 20
|
| 602 |
+
- 21
|
| 603 |
+
- 22
|
| 604 |
+
- 23
|
| 605 |
+
dof_effort_limits: null
|
| 606 |
+
dof_vel_limits: null
|
| 607 |
+
dof_armatures: null
|
| 608 |
+
dof_joint_frictions: null
|
| 609 |
+
key_bodies:
|
| 610 |
+
- R_Ankle
|
| 611 |
+
- L_Ankle
|
| 612 |
+
- L_Hand
|
| 613 |
+
- R_Hand
|
| 614 |
+
non_termination_contact_bodies:
|
| 615 |
+
- R_Ankle
|
| 616 |
+
- L_Ankle
|
| 617 |
+
- R_Toe
|
| 618 |
+
- L_Toe
|
| 619 |
+
left_foot_name: L_Ankle
|
| 620 |
+
right_foot_name: R_Ankle
|
| 621 |
+
head_body_name: Head
|
| 622 |
+
init_state: null
|
| 623 |
+
contact_pairs_multiplier: 16
|
| 624 |
+
num_key_bodies: ${len:${robot.key_bodies}}
|
| 625 |
+
mimic_small_marker_bodies: null
|
| 626 |
+
control:
|
| 627 |
+
control_type: built_in_pd
|
| 628 |
+
use_biased_controller: false
|
| 629 |
+
map_actions_to_pd_range: true
|
| 630 |
+
stiffness: null
|
| 631 |
+
damping: null
|
| 632 |
+
action_scale: 1.0
|
| 633 |
+
clamp_actions: 1.0
|
| 634 |
+
asset:
|
| 635 |
+
collapse_fixed_joints: null
|
| 636 |
+
replace_cylinder_with_capsule: null
|
| 637 |
+
flip_visual_attachments: null
|
| 638 |
+
armature: null
|
| 639 |
+
thickness: null
|
| 640 |
+
max_angular_velocity: null
|
| 641 |
+
max_linear_velocity: null
|
| 642 |
+
density: null
|
| 643 |
+
angular_damping: null
|
| 644 |
+
linear_damping: null
|
| 645 |
+
disable_gravity: null
|
| 646 |
+
fix_base_link: null
|
| 647 |
+
default_dof_drive_mode: 1
|
| 648 |
+
robot_type: smpl_humanoid
|
| 649 |
+
asset_root: protomotions/data/assets
|
| 650 |
+
self_collisions: true
|
| 651 |
+
filter_ints:
|
| 652 |
+
- 0
|
| 653 |
+
- 0
|
| 654 |
+
- 7
|
| 655 |
+
- 16
|
| 656 |
+
- 12
|
| 657 |
+
- 0
|
| 658 |
+
- 56
|
| 659 |
+
- 2
|
| 660 |
+
- 33
|
| 661 |
+
- 128
|
| 662 |
+
- 0
|
| 663 |
+
- 192
|
| 664 |
+
- 0
|
| 665 |
+
- 64
|
| 666 |
+
- 0
|
| 667 |
+
- 0
|
| 668 |
+
- 0
|
| 669 |
+
- 0
|
| 670 |
+
- 0
|
| 671 |
+
- 0
|
| 672 |
+
- 0
|
| 673 |
+
- 0
|
| 674 |
+
- 0
|
| 675 |
+
- 0
|
| 676 |
+
asset_file_name: mjcf/smpl_humanoid.xml
|
| 677 |
+
usd_asset_file_name: usd/smpl_humanoid.usda
|
| 678 |
+
sim:
|
| 679 |
+
isaacgym:
|
| 680 |
+
fps: 60
|
| 681 |
+
decimation: 2
|
| 682 |
+
substeps: 2
|
| 683 |
+
isaaclab:
|
| 684 |
+
fps: 120
|
| 685 |
+
decimation: 4
|
| 686 |
+
genesis:
|
| 687 |
+
fps: 60
|
| 688 |
+
decimation: 2
|
| 689 |
+
substeps: 2
|
| 690 |
+
simulator:
|
| 691 |
+
_target_: protomotions.simulator.isaaclab.simulator.IsaacLabSimulator
|
| 692 |
+
_config_target_: protomotions.simulator.isaaclab.config.IsaacLabSimulatorConfig
|
| 693 |
+
_recursive_: false
|
| 694 |
+
config:
|
| 695 |
+
w_last: false
|
| 696 |
+
headless: ${headless}
|
| 697 |
+
robot: ${robot}
|
| 698 |
+
num_envs: ${num_envs}
|
| 699 |
+
plane:
|
| 700 |
+
static_friction: 1.0
|
| 701 |
+
dynamic_friction: 1.0
|
| 702 |
+
restitution: 0.0
|
| 703 |
+
sim:
|
| 704 |
+
fps: ${robot.sim.isaaclab.fps}
|
| 705 |
+
decimation: ${robot.sim.isaaclab.decimation}
|
| 706 |
+
physx:
|
| 707 |
+
num_threads: 4
|
| 708 |
+
solver_type: 1
|
| 709 |
+
num_position_iterations: 4
|
| 710 |
+
num_velocity_iterations: 0
|
| 711 |
+
contact_offset: 0.02
|
| 712 |
+
rest_offset: 0.0
|
| 713 |
+
bounce_threshold_velocity: 0.2
|
| 714 |
+
max_depenetration_velocity: 10.0
|
| 715 |
+
default_buffer_size_multiplier: 10.0
|
| 716 |
+
gpu_found_lost_pairs_capacity: ${eval:2**21}
|
| 717 |
+
gpu_max_rigid_contact_count: ${eval:2**23}
|
| 718 |
+
gpu_found_lost_aggregate_pairs_capacity: ${eval:2**25}
|
| 719 |
+
camera: null
|
| 720 |
+
record_viewer: false
|
| 721 |
+
viewer_record_dir: output/recordings/viewer
|
| 722 |
+
experiment_name: ${experiment_name}
|
| 723 |
+
motion_lib:
|
| 724 |
+
_target_: protomotions.utils.motion_lib.MotionLib
|
| 725 |
+
motion_file: ${motion_file}
|
| 726 |
+
ref_height_adjust: 0.0
|
| 727 |
+
fix_motion_heights: true
|
| 728 |
+
motion_file: ???
|
| 729 |
+
terrain:
|
| 730 |
+
_target_: protomotions.envs.base_env.env_utils.terrains.terrain.Terrain
|
| 731 |
+
config:
|
| 732 |
+
terrain_composition: curriculum
|
| 733 |
+
map_length: 20.0
|
| 734 |
+
map_width: 20.0
|
| 735 |
+
border_size: 40.0
|
| 736 |
+
num_levels: 7
|
| 737 |
+
num_terrains: 7
|
| 738 |
+
terrain_proportions:
|
| 739 |
+
- 0.2
|
| 740 |
+
- 0.1
|
| 741 |
+
- 0.1
|
| 742 |
+
- 0.1
|
| 743 |
+
- 0.05
|
| 744 |
+
- 0.0
|
| 745 |
+
- 0.0
|
| 746 |
+
- 0.45
|
| 747 |
+
slope_threshold: 0.9
|
| 748 |
+
num_samples_per_axis: 16
|
| 749 |
+
sample_width: 1
|
| 750 |
+
terrain_obs_num_samples: ${eval:${.num_samples_per_axis}**2}
|
| 751 |
+
horizontal_scale: 0.1
|
| 752 |
+
vertical_scale: 0.005
|
| 753 |
+
spacing_between_scenes: 10
|
| 754 |
+
minimal_humanoid_spacing: 0
|
| 755 |
+
terrain_path: null
|
| 756 |
+
load_terrain: false
|
| 757 |
+
save_terrain: false
|
| 758 |
+
seed: 0
|
| 759 |
+
training_max_steps: 100000000000
|
| 760 |
+
codebase_version: 1.0
|
| 761 |
+
headless: true
|
| 762 |
+
sync_motion: false
|
| 763 |
+
checkpoint: null
|
| 764 |
+
experiment_name: maskedmimic
|
| 765 |
+
base_dir: results
|
| 766 |
+
save_dir: ${base_dir}/${experiment_name}
|
| 767 |
+
num_envs: 2048
|
| 768 |
+
motion_manager:
|
| 769 |
+
fixed_motion_per_env: false
|
| 770 |
+
fixed_motion_id: null
|
| 771 |
+
motion_index_offset: null
|
| 772 |
+
motion_sampling:
|
| 773 |
+
init_start_prob: 0.2
|
| 774 |
+
reset_track:
|
| 775 |
+
steps_min: 10
|
| 776 |
+
steps_max: 600
|
| 777 |
+
grace_period: 5
|
| 778 |
+
ref_respawn_offset: 0.05
|
| 779 |
+
wandb:
|
| 780 |
+
wandb_project: physical_animation
|
| 781 |
+
wandb_tags: null
|
| 782 |
+
wandb_group: null
|
| 783 |
+
wandb_id: null
|
| 784 |
+
wandb_entity: null
|
| 785 |
+
wandb_resume: allow
|
last.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1e57a15d91585951c15917fdfa6c4149a14a411746585d2a4cfaab78561d5139
|
| 3 |
+
size 303850268
|