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Upload training result Forge (gr00t/nut_thread)

Browse files
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+ params:
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+ seed: 0
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+ algo:
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+ name: a2c_continuous
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+ env:
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+ clip_actions: 1.0
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+ model:
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+ name: continuous_a2c_logstd
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+ network:
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+ name: actor_critic
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+ separate: false
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+ space:
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+ continuous:
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+ mu_activation: None
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+ sigma_activation: None
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+ mu_init:
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+ name: default
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+ sigma_init:
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+ name: const_initializer
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+ val: 0
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+ fixed_sigma: false
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+ mlp:
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+ units:
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+ - 512
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+ - 128
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+ - 64
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+ activation: elu
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+ d2rl: false
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+ initializer:
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+ name: default
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+ regularizer:
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+ name: None
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+ rnn:
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+ name: lstm
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+ units: 1024
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+ layers: 2
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+ before_mlp: true
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+ concat_input: true
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+ layer_norm: true
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+ load_checkpoint: false
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+ load_path: ''
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+ config:
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+ name: Forge
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+ device: cuda:0
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+ full_experiment_name: gr00t/nut_thread
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+ env_name: rlgpu
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+ multi_gpu: false
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+ ppo: true
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+ mixed_precision: true
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+ normalize_input: true
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+ normalize_value: true
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+ value_bootstrap: true
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+ num_actors: 64
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+ reward_shaper:
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+ scale_value: 1.0
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+ normalize_advantage: true
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+ gamma: 0.995
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+ tau: 0.95
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+ learning_rate: 0.0001
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+ lr_schedule: adaptive
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+ schedule_type: standard
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+ kl_threshold: 0.008
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+ score_to_win: 20000
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+ max_epochs: 200
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+ save_best_after: 10
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+ save_frequency: 100
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+ print_stats: true
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+ grad_norm: 1.0
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+ entropy_coef: 0.0
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+ truncate_grads: true
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+ e_clip: 0.2
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+ horizon_length: 256
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+ minibatch_size: 512
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+ mini_epochs: 4
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+ critic_coef: 2
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+ clip_value: true
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+ seq_length: 128
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+ bounds_loss_coef: 0.0001
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+ central_value_config:
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+ minibatch_size: 512
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+ mini_epochs: 4
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+ learning_rate: 1e-4
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+ lr_schedule: adaptive
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+ kl_threshold: 0.008
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+ clip_value: true
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+ normalize_input: true
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+ truncate_grads: true
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+ network:
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+ name: actor_critic
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+ central_value: true
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+ mlp:
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+ units:
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+ - 512
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+ - 128
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+ - 64
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+ activation: elu
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+ d2rl: false
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+ initializer:
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+ name: default
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+ regularizer:
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+ name: None
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+ rnn:
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+ name: lstm
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+ units: 1024
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+ layers: 2
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+ before_mlp: true
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+ concat_input: true
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+ layer_norm: true
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+ player:
110
+ deterministic: false
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+ device_name: cuda:0
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+ train_dir: logs/rl_games/Forge
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1
+ viewer:
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+ eye: !!python/tuple
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+ - 7.5
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+ - 7.5
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+ lookat: !!python/tuple
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+ - 0.0
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+ cam_prim_path: /OmniverseKit_Persp
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+ resolution: !!python/tuple
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+ - 1280
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+ - 720
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+ origin_type: world
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+ env_index: 0
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+ asset_name: null
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+ body_name: null
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+ sim:
19
+ physics_prim_path: /physicsScene
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+ device: cuda:0
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+ dt: 0.008333333333333333
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+ render_interval: 1
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+ gravity: !!python/tuple
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+ - 0.0
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+ - 0.0
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+ - -9.81
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+ enable_scene_query_support: false
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+ use_fabric: true
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+ physx:
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+ solver_type: 1
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+ min_position_iteration_count: 1
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+ max_position_iteration_count: 192
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+ min_velocity_iteration_count: 0
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+ max_velocity_iteration_count: 1
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+ enable_ccd: false
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+ enable_stabilization: false
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+ enable_enhanced_determinism: false
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+ bounce_threshold_velocity: 0.2
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+ friction_offset_threshold: 0.01
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+ friction_correlation_distance: 0.00625
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+ gpu_max_rigid_contact_count: 8388608
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+ gpu_max_rigid_patch_count: 8388608
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+ gpu_found_lost_pairs_capacity: 2097152
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+ gpu_found_lost_aggregate_pairs_capacity: 33554432
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+ gpu_total_aggregate_pairs_capacity: 2097152
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+ gpu_collision_stack_size: 268435456
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+ gpu_heap_capacity: 67108864
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+ gpu_temp_buffer_capacity: 16777216
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+ gpu_max_num_partitions: 1
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+ gpu_max_soft_body_contacts: 1048576
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+ gpu_max_particle_contacts: 1048576
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+ solve_articulation_contact_last: false
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+ physics_material:
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+ func: isaaclab.sim.spawners.materials.physics_materials:spawn_rigid_body_material
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+ static_friction: 1.0
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+ dynamic_friction: 1.0
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+ restitution: 0.0
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+ friction_combine_mode: average
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+ restitution_combine_mode: average
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+ compliant_contact_stiffness: 0.0
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+ compliant_contact_damping: 0.0
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+ render:
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+ enable_translucency: null
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+ enable_reflections: null
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+ enable_global_illumination: null
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+ antialiasing_mode: null
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+ enable_dlssg: null
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+ enable_dl_denoiser: null
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+ dlss_mode: null
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+ enable_direct_lighting: null
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+ samples_per_pixel: null
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+ enable_shadows: null
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+ enable_ambient_occlusion: null
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+ dome_light_upper_lower_strategy: null
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+ carb_settings: null
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+ rendering_mode: null
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+ create_stage_in_memory: false
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+ logging_level: WARNING
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+ save_logs_to_file: true
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+ ui_window_class_type: isaaclab.envs.ui.base_env_window:BaseEnvWindow
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+ seed: 0
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+ decimation: 8
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+ is_finite_horizon: false
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+ episode_length_s: 30.0
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+ scene:
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+ num_envs: 64
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+ env_spacing: 2.0
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+ lazy_sensor_update: true
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+ replicate_physics: true
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+ filter_collisions: true
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+ clone_in_fabric: false
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+ events:
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+ object_scale_mass:
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+ func: isaaclab.envs.mdp.events:randomize_rigid_body_mass
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+ params:
96
+ asset_cfg:
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+ name: held_asset
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+ joint_names: null
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+ joint_ids: !!python/object/apply:builtins.slice
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+ - null
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+ fixed_tendon_ids: !!python/object/apply:builtins.slice
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+ body_ids: !!python/object/apply:builtins.slice
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+ object_collection_ids: !!python/object/apply:builtins.slice
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+ preserve_order: false
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+ mass_distribution_params: !!python/tuple
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+ - -0.005
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+ - 0.005
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+ operation: add
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+ distribution: uniform
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+ mode: reset
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+ interval_range_s: null
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+ is_global_time: false
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+ min_step_count_between_reset: 0
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+ held_physics_material:
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+ func: isaaclab.envs.mdp.events:randomize_rigid_body_material
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+ params:
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+ asset_cfg:
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+ name: held_asset
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+ joint_names: null
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+ joint_ids: !!python/object/apply:builtins.slice
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+ fixed_tendon_ids: !!python/object/apply:builtins.slice
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+ object_collection_ids: !!python/object/apply:builtins.slice
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+ static_friction_range: !!python/tuple
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+ - 0.75
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+ - 0.75
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+ num_buckets: 1
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+ mode: startup
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+ interval_range_s: null
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+ is_global_time: false
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+ min_step_count_between_reset: 0
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+ fixed_physics_material:
169
+ func: isaaclab.envs.mdp.events:randomize_rigid_body_material
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+ params:
171
+ asset_cfg:
172
+ name: fixed_asset
173
+ joint_names: null
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+ joint_ids: !!python/object/apply:builtins.slice
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+ - null
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+ fixed_tendon_names: null
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+ fixed_tendon_ids: !!python/object/apply:builtins.slice
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+ - null
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+ body_names: null
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+ body_ids: !!python/object/apply:builtins.slice
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+ - null
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+ object_collection_names: null
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+ object_collection_ids: !!python/object/apply:builtins.slice
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+ - null
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+ - null
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+ - null
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+ preserve_order: false
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+ static_friction_range: !!python/tuple
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+ - 0.25
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+ - 1.25
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+ dynamic_friction_range: !!python/tuple
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+ - 0.25
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+ - 0.25
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+ restitution_range: !!python/tuple
201
+ - 0.0
202
+ - 0.0
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+ num_buckets: 128
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+ mode: startup
205
+ interval_range_s: null
206
+ is_global_time: false
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+ min_step_count_between_reset: 0
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+ robot_physics_material:
209
+ func: isaaclab.envs.mdp.events:randomize_rigid_body_material
210
+ params:
211
+ asset_cfg:
212
+ name: robot
213
+ joint_names: null
214
+ joint_ids: !!python/object/apply:builtins.slice
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+ - null
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+ - null
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+ - null
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+ fixed_tendon_names: null
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+ fixed_tendon_ids: !!python/object/apply:builtins.slice
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+ - null
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+ - null
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+ body_names: .*
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+ body_ids: !!python/object/apply:builtins.slice
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+ - null
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+ object_collection_names: null
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+ object_collection_ids: !!python/object/apply:builtins.slice
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+ - null
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+ preserve_order: false
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+ static_friction_range: !!python/tuple
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+ - 0.75
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+ dynamic_friction_range: !!python/tuple
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+ - 0.75
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+ - 0.75
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+ restitution_range: !!python/tuple
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+ - 0.0
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+ - 0.0
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+ num_buckets: 1
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+ mode: startup
245
+ interval_range_s: null
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+ is_global_time: false
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+ min_step_count_between_reset: 0
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+ dead_zone_thresholds:
249
+ func: vla_lab.tasks.direct.base_line.forge.forge_events:randomize_dead_zone
250
+ params: {}
251
+ mode: interval
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+ interval_range_s: !!python/tuple
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+ - 2.0
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+ - 2.0
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+ is_global_time: false
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+ min_step_count_between_reset: 0
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+ observation_space: 21
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+ num_observations: null
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+ state_space: 72
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+ num_states: null
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+ observation_noise_model: null
262
+ action_space: 7
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+ num_actions: null
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+ action_noise_model: null
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+ rerender_on_reset: false
266
+ num_rerenders_on_reset: 0
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+ wait_for_textures: true
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+ xr: null
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+ log_dir: null
270
+ obs_order:
271
+ - fingertip_pos_rel_fixed
272
+ - fingertip_quat
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+ - ee_linvel
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+ - ee_angvel
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+ - ft_force
276
+ - force_threshold
277
+ state_order:
278
+ - fingertip_pos
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+ - fingertip_quat
280
+ - ee_linvel
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+ - ee_angvel
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+ - joint_pos
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+ - held_pos
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+ - held_pos_rel_fixed
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+ - held_quat
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+ - fixed_pos
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+ - fixed_quat
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+ - task_prop_gains
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+ - ema_factor
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+ - ft_force
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+ - pos_threshold
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+ - rot_threshold
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+ - force_threshold
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+ task_name: nut_thread
295
+ task:
296
+ robot_cfg:
297
+ robot_usd: ''
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+ franka_fingerpad_length: 0.017608
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+ friction: 0.75
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+ name: nut_thread
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+ fixed_asset_cfg:
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+ usd_path: https://omniverse-content-production.s3-us-west-2.amazonaws.com/Assets/Isaac/5.1/Isaac/IsaacLab/Factory/factory_bolt_m16.usd
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+ diameter: 0.024
304
+ height: 0.025
305
+ base_height: 0.01
306
+ friction: 0.75
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+ mass: 0.05
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+ thread_pitch: 0.002
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+ held_asset_cfg:
310
+ usd_path: https://omniverse-content-production.s3-us-west-2.amazonaws.com/Assets/Isaac/5.1/Isaac/IsaacLab/Factory/factory_nut_m16.usd
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+ diameter: 0.024
312
+ height: 0.01
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+ friction: 0.01
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+ mass: 0.03
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+ asset_size: 16.0
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+ hand_init_pos:
317
+ - 0.0
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+ - 0.0
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+ - 0.015
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+ hand_init_pos_noise:
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+ - 0.02
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+ - 0.02
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+ - 0.01
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+ hand_init_orn:
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+ - 1.83
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+ hand_init_orn_noise:
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+ - 0.0
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+ - 0.0
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+ - 0.26
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+ unidirectional_rot: true
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+ fixed_asset_init_pos_noise:
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+ - 0.05
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+ - 0.05
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+ - 0.05
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+ fixed_asset_init_orn_deg: 120.0
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+ fixed_asset_init_orn_range_deg: 30.0
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+ held_asset_pos_noise:
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+ - 0.0
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+ - 0.003
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+ - 0.003
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+ held_asset_rot_init: -90.0
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+ ee_success_yaw: 0.0
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+ action_penalty_ee_scale: 0.0
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+ action_grad_penalty_scale: 0.0
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+ num_keypoints: 4
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+ keypoint_scale: 0.05
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+ keypoint_coef_baseline:
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+ - 100
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+ - 2
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+ keypoint_coef_coarse:
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+ - 500
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+ - 2
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+ keypoint_coef_fine:
356
+ - 1500
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+ - 0
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+ success_threshold: 0.375
359
+ engage_threshold: 0.5
360
+ duration_s: 30.0
361
+ action_penalty_asset_scale: 0.001
362
+ contact_penalty_scale: 0.0025
363
+ delay_until_ratio: 0.25
364
+ contact_penalty_threshold_range:
365
+ - 5.0
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+ - 10.0
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+ fixed_asset:
368
+ class_type: isaaclab.assets.articulation.articulation:Articulation
369
+ prim_path: /World/envs/env_.*/FixedAsset
370
+ spawn:
371
+ func: isaaclab.sim.spawners.from_files.from_files:spawn_from_usd
372
+ visible: true
373
+ semantic_tags: null
374
+ copy_from_source: true
375
+ mass_props:
376
+ mass: 0.05
377
+ density: null
378
+ deformable_props: null
379
+ rigid_props:
380
+ rigid_body_enabled: null
381
+ kinematic_enabled: null
382
+ disable_gravity: false
383
+ linear_damping: 0.0
384
+ angular_damping: 0.0
385
+ max_linear_velocity: 1000.0
386
+ max_angular_velocity: 3666.0
387
+ max_depenetration_velocity: 5.0
388
+ max_contact_impulse: 1.0e+32
389
+ enable_gyroscopic_forces: true
390
+ retain_accelerations: null
391
+ solver_position_iteration_count: 192
392
+ solver_velocity_iteration_count: 1
393
+ sleep_threshold: null
394
+ stabilization_threshold: null
395
+ collision_props:
396
+ collision_enabled: null
397
+ contact_offset: 0.005
398
+ rest_offset: 0.0
399
+ torsional_patch_radius: null
400
+ min_torsional_patch_radius: null
401
+ activate_contact_sensors: true
402
+ scale: null
403
+ articulation_props: null
404
+ fixed_tendons_props: null
405
+ spatial_tendons_props: null
406
+ joint_drive_props: null
407
+ visual_material_path: material
408
+ visual_material: null
409
+ usd_path: https://omniverse-content-production.s3-us-west-2.amazonaws.com/Assets/Isaac/5.1/Isaac/IsaacLab/Factory/factory_bolt_m16.usd
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+ variants: null
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+ init_state:
412
+ pos: !!python/tuple
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+ - 0.6
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