emopointer's picture
Upload SuperMimic manipulation checkpoints (4,000 iterations)
6535659 verified
Raw History Blame Contribute Delete
34.7 kB
{
"algorithm": "supermimic",
"actor_input_normalization": "rsl_rl_empirical_real_next_obs",
"task": "lemon",
"seed": 0,
"smoke": false,
"reset_bank": "/mnt/data3/ZhouZhiqiang/supermimic_manipulation/banks/lemon.pt",
"dataset": {
"contract": {
"task": "lemon",
"robot": "arx5",
"joint_order": [
"joint1",
"joint2",
"joint3",
"joint4",
"joint5",
"joint6",
"joint7",
"joint8"
],
"fields": [
"joint_pos",
"joint_vel",
"lemon_pose",
"lemon_vel",
"plate_pose"
],
"frame": "environment_world",
"pose": "xyz_wxyz",
"joint_units": [
"rad",
"rad",
"rad",
"rad",
"rad",
"rad",
"m",
"m"
],
"joint_velocity_units": [
"rad/s",
"rad/s",
"rad/s",
"rad/s",
"rad/s",
"rad/s",
"m/s",
"m/s"
],
"position_unit": "m",
"lemon_velocity": "root_origin_local_linear_xyz_angular_xyz",
"lemon_velocity_units": [
"m/s",
"m/s",
"m/s",
"rad/s",
"rad/s",
"rad/s"
],
"plate": "fixed_mocap_pose_constant_within_episode",
"categories": [
"ObjectAnywhereEEAnywhere",
"ObjectRestingEEGrasped",
"ObjectAirborneEEGrasped",
"ObjectNearGoalEEGrasped"
]
},
"provenance": {
"method": "fresh_ik_static_contact_and_mjlab_hold",
"workspace": {
"frame": "world",
"xy_min": [
0.2,
-0.2
],
"xy_max": [
0.5,
0.3
],
"containment": "complete_object_geometry",
"units": "m"
},
"seed": 42,
"proposal_config": {
"x_range": [
0.2,
0.5
],
"y_range": [
-0.2,
0.3
],
"airborne_z": [
0.08,
0.25
],
"near_plate_height": [
0.035,
0.08
],
"plate_z": 0.008,
"resting_z": 0.0296,
"separation": 0.11,
"max_penetration": 0.001,
"grasp_roll_range": [
-3.141592653589793,
3.141592653589793
],
"near_plate_orientation_angle": 1.5707963267948966,
"grasp_witness_attempts": 8,
"workspace": {
"frame": "world",
"xy_min": [
0.2,
-0.2
],
"xy_max": [
0.5,
0.3
],
"containment": "complete_object_geometry",
"units": "m"
},
"geometry_boundary": "rotated_body_aabb_of_all_visual_and_collision_mesh_vertices",
"pose_sources": {
"ObjectAnywhereEEAnywhere": "fresh_table_xy_and_yaw_then_natural_settling",
"ObjectRestingEEGrasped": "accepted_task0_full_resting_pose_with_uniform_grasp_roll",
"ObjectAirborneEEGrasped": "haar_object_orientation_fresh_airborne_xyz_uniform_grasp_roll",
"ObjectNearGoalEEGrasped": "perturbed_task0_orientation_fresh_near_plate_xyz_uniform_grasp_roll"
},
"resting_pose_count": 10000,
"goal_witness": "independent_static_grasp_at_plate_hover_not_same_grasp_transfer",
"near_plate_orientation_perturbation": "uniform_axis_and_uniform_signed_angle",
"proposal_workers": 64,
"proposal_seed_schedule": "seed_sequence_base_seed_and_ordered_chunk_index",
"proposal_chunking": "balanced_contiguous_chunks_up_to_worker_count",
"worker_device": "cpu",
"worker_threads": 1
},
"hold_steps": 20,
"replay_validation": {
"steps": 20,
"required_stable_steps": 20,
"counts": {
"ObjectAnywhereEEAnywhere": {
"tested": 10401,
"passed": 10199
},
"ObjectRestingEEGrasped": {
"tested": 27092,
"passed": 10011
},
"ObjectAirborneEEGrasped": {
"tested": 14982,
"passed": 10398
},
"ObjectNearGoalEEGrasped": {
"tested": 14271,
"passed": 10469
}
},
"saved_state": "before_replay_with_projected_fingers",
"command": "fixed_initial_ee_pose",
"seed_offset": 700000
},
"settle_steps_max": 200,
"executed_control_steps": {
"ObjectAnywhereEEAnywhere": [
200,
200,
200,
200,
200,
200,
200,
200,
200,
200,
200,
200,
200,
200,
200,
52,
50
],
"ObjectRestingEEGrasped": [
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20
],
"ObjectAirborneEEGrasped": [
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20
],
"ObjectNearGoalEEGrasped": [
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20,
20
]
},
"stage_seconds": {
"ObjectAnywhereEEAnywhere": [
{
"cpu_proposals": 31.509841106832027,
"physics_and_acceptance": 39.23617956787348,
"post_settling_ik": 10.970304526388645,
"reloaded_hold": 4.21083191037178,
"total": 85.92770683765411
},
{
"cpu_proposals": 9.91312262415886,
"physics_and_acceptance": 35.4091656729579,
"post_settling_ik": 6.577488653361797,
"reloaded_hold": 3.7144149616360664,
"total": 55.61486291140318
},
{
"cpu_proposals": 12.127546839416027,
"physics_and_acceptance": 40.163764767348766,
"post_settling_ik": 7.529360309243202,
"reloaded_hold": 4.170473985373974,
"total": 63.99198795855045
},
{
"cpu_proposals": 10.306009158492088,
"physics_and_acceptance": 33.869560949504375,
"post_settling_ik": 5.2513604164123535,
"reloaded_hold": 4.613332390785217,
"total": 54.040790282189846
},
{
"cpu_proposals": 7.974945306777954,
"physics_and_acceptance": 40.58453644067049,
"post_settling_ik": 6.795751065015793,
"reloaded_hold": 3.981138214468956,
"total": 59.33687385171652
},
{
"cpu_proposals": 10.183371111750603,
"physics_and_acceptance": 39.50862180441618,
"post_settling_ik": 7.566222660243511,
"reloaded_hold": 5.218952126801014,
"total": 62.477937787771225
},
{
"cpu_proposals": 11.392632372677326,
"physics_and_acceptance": 38.87659968435764,
"post_settling_ik": 7.816296704113483,
"reloaded_hold": 3.509031191468239,
"total": 61.59494426101446
},
{
"cpu_proposals": 8.976422637701035,
"physics_and_acceptance": 38.82944931834936,
"post_settling_ik": 4.894767187535763,
"reloaded_hold": 3.3604962155222893,
"total": 56.06148723512888
},
{
"cpu_proposals": 6.138934679329395,
"physics_and_acceptance": 34.86105816066265,
"post_settling_ik": 4.911747023463249,
"reloaded_hold": 3.255153365433216,
"total": 49.167464293539524
},
{
"cpu_proposals": 7.437809944152832,
"physics_and_acceptance": 35.47013256698847,
"post_settling_ik": 4.545434199273586,
"reloaded_hold": 3.368919216096401,
"total": 50.82271046191454
},
{
"cpu_proposals": 5.804007239639759,
"physics_and_acceptance": 35.2297892794013,
"post_settling_ik": 5.605165064334869,
"reloaded_hold": 4.074873827397823,
"total": 50.71493961662054
},
{
"cpu_proposals": 9.646642163395882,
"physics_and_acceptance": 57.39026676863432,
"post_settling_ik": 7.071779824793339,
"reloaded_hold": 5.29910322278738,
"total": 79.40868919342756
},
{
"cpu_proposals": 8.019370265305042,
"physics_and_acceptance": 52.15590784698725,
"post_settling_ik": 9.91373411566019,
"reloaded_hold": 4.756355978548527,
"total": 74.84599310159683
},
{
"cpu_proposals": 10.364128105342388,
"physics_and_acceptance": 38.854947313666344,
"post_settling_ik": 6.5413801074028015,
"reloaded_hold": 3.697059653699398,
"total": 59.457990162074566
},
{
"cpu_proposals": 6.3112547025084496,
"physics_and_acceptance": 36.97827459126711,
"post_settling_ik": 5.031124472618103,
"reloaded_hold": 3.2499767914414406,
"total": 51.57106748223305
},
{
"cpu_proposals": 7.605577744543552,
"physics_and_acceptance": 8.95647157728672,
"post_settling_ik": 2.4570847377181053,
"reloaded_hold": 3.089688330888748,
"total": 22.109151795506477
},
{
"cpu_proposals": 5.325207971036434,
"physics_and_acceptance": 8.45300392061472,
"post_settling_ik": 3.1991106793284416,
"reloaded_hold": 5.125823713839054,
"total": 22.10349177569151
}
],
"ObjectRestingEEGrasped": [
{
"cpu_proposals": 6.161682479083538,
"physics_and_acceptance": 3.221864402294159,
"post_settling_ik": 5.21540641784668e-07,
"reloaded_hold": 3.180337280035019,
"total": 12.56467404961586
},
{
"cpu_proposals": 5.575421392917633,
"physics_and_acceptance": 3.1968962997198105,
"post_settling_ik": 5.587935447692871e-07,
"reloaded_hold": 3.6862826347351074,
"total": 12.459011107683182
},
{
"cpu_proposals": 8.2798136100173,
"physics_and_acceptance": 4.398607142269611,
"post_settling_ik": 4.023313522338867e-07,
"reloaded_hold": 3.2050082683563232,
"total": 15.883808210492134
},
{
"cpu_proposals": 5.997872978448868,
"physics_and_acceptance": 3.2007808312773705,
"post_settling_ik": 6.258487701416016e-07,
"reloaded_hold": 3.2401656433939934,
"total": 12.439157202839851
},
{
"cpu_proposals": 8.540478184819221,
"physics_and_acceptance": 3.613076999783516,
"post_settling_ik": 8.121132850646973e-07,
"reloaded_hold": 5.2397004291415215,
"total": 17.39400138705969
},
{
"cpu_proposals": 11.90437650680542,
"physics_and_acceptance": 4.795055255293846,
"post_settling_ik": 9.685754776000977e-07,
"reloaded_hold": 5.440918937325478,
"total": 22.141108587384224
},
{
"cpu_proposals": 10.477711632847786,
"physics_and_acceptance": 5.489231586456299,
"post_settling_ik": 9.834766387939453e-07,
"reloaded_hold": 8.0878651663661,
"total": 24.0717543810606
},
{
"cpu_proposals": 11.862423121929169,
"physics_and_acceptance": 5.308703221380711,
"post_settling_ik": 9.685754776000977e-07,
"reloaded_hold": 5.3009331822395325,
"total": 22.472804479300976
},
{
"cpu_proposals": 9.089153788983822,
"physics_and_acceptance": 5.348611511290073,
"post_settling_ik": 1.0356307029724121e-06,
"reloaded_hold": 4.998951978981495,
"total": 19.437223479151726
},
{
"cpu_proposals": 15.723326615989208,
"physics_and_acceptance": 4.021483600139618,
"post_settling_ik": 3.948807716369629e-07,
"reloaded_hold": 3.5261369198560715,
"total": 23.27132337540388
},
{
"cpu_proposals": 9.563961707055569,
"physics_and_acceptance": 3.431471772491932,
"post_settling_ik": 7.227063179016113e-07,
"reloaded_hold": 3.5937001556158066,
"total": 16.58959461003542
},
{
"cpu_proposals": 11.440731793642044,
"physics_and_acceptance": 5.514815472066402,
"post_settling_ik": 8.717179298400879e-07,
"reloaded_hold": 7.105945006012917,
"total": 24.062222458422184
},
{
"cpu_proposals": 10.982821367681026,
"physics_and_acceptance": 5.448928609490395,
"post_settling_ik": 9.611248970031738e-07,
"reloaded_hold": 5.428033143281937,
"total": 21.860519357025623
},
{
"cpu_proposals": 10.609498955309391,
"physics_and_acceptance": 4.787886247038841,
"post_settling_ik": 5.364418029785156e-07,
"reloaded_hold": 4.052966184914112,
"total": 19.451146349310875
},
{
"cpu_proposals": 13.584756404161453,
"physics_and_acceptance": 5.477995701134205,
"post_settling_ik": 7.37607479095459e-07,
"reloaded_hold": 3.7553382590413094,
"total": 22.81845609843731
},
{
"cpu_proposals": 6.575005620718002,
"physics_and_acceptance": 3.2772060930728912,
"post_settling_ik": 5.438923835754395e-07,
"reloaded_hold": 3.5106947496533394,
"total": 13.363620661199093
},
{
"cpu_proposals": 7.548394523561001,
"physics_and_acceptance": 5.37038479745388,
"post_settling_ik": 6.48200511932373e-07,
"reloaded_hold": 3.676055498421192,
"total": 16.595184341073036
},
{
"cpu_proposals": 6.201165661215782,
"physics_and_acceptance": 3.2793624326586723,
"post_settling_ik": 7.37607479095459e-07,
"reloaded_hold": 3.221353955566883,
"total": 12.702215649187565
},
{
"cpu_proposals": 5.829988099634647,
"physics_and_acceptance": 3.5152289494872093,
"post_settling_ik": 9.164214134216309e-07,
"reloaded_hold": 3.5487836599349976,
"total": 12.894332930445671
},
{
"cpu_proposals": 9.307835415005684,
"physics_and_acceptance": 3.7636247351765633,
"post_settling_ik": 5.364418029785156e-07,
"reloaded_hold": 3.2033466026186943,
"total": 16.27516284584999
},
{
"cpu_proposals": 6.158062718808651,
"physics_and_acceptance": 3.1371177434921265,
"post_settling_ik": 5.811452865600586e-07,
"reloaded_hold": 3.141197293996811,
"total": 12.436705499887466
},
{
"cpu_proposals": 6.022043235599995,
"physics_and_acceptance": 3.5410788729786873,
"post_settling_ik": 3.390014171600342e-06,
"reloaded_hold": 5.128437139093876,
"total": 14.692009806632996
},
{
"cpu_proposals": 8.59128201752901,
"physics_and_acceptance": 3.336145520210266,
"post_settling_ik": 5.289912223815918e-07,
"reloaded_hold": 3.279784545302391,
"total": 15.207542560994625
},
{
"cpu_proposals": 8.459292754530907,
"physics_and_acceptance": 5.302355870604515,
"post_settling_ik": 8.940696716308594e-07,
"reloaded_hold": 5.054377108812332,
"total": 18.816598661243916
},
{
"cpu_proposals": 15.864509768784046,
"physics_and_acceptance": 4.671294495463371,
"post_settling_ik": 6.407499313354492e-07,
"reloaded_hold": 3.809323400259018,
"total": 24.345523230731487
},
{
"cpu_proposals": 12.690757140517235,
"physics_and_acceptance": 4.98832493275404,
"post_settling_ik": 9.760260581970215e-07,
"reloaded_hold": 4.905834011733532,
"total": 22.5856454372406
},
{
"cpu_proposals": 14.354290165007114,
"physics_and_acceptance": 6.880337484180927,
"post_settling_ik": 8.642673492431641e-07,
"reloaded_hold": 5.509475067257881,
"total": 26.744815908372402
},
{
"cpu_proposals": 10.235876716673374,
"physics_and_acceptance": 5.3631923869252205,
"post_settling_ik": 8.344650268554688e-07,
"reloaded_hold": 5.1886637806892395,
"total": 20.788451187312603
},
{
"cpu_proposals": 14.13287715613842,
"physics_and_acceptance": 6.550538435578346,
"post_settling_ik": 4.187226295471191e-06,
"reloaded_hold": 4.709151200950146,
"total": 25.393167808651924
},
{
"cpu_proposals": 10.40900307148695,
"physics_and_acceptance": 5.420166686177254,
"post_settling_ik": 8.866190910339355e-07,
"reloaded_hold": 4.983274519443512,
"total": 20.813051842153072
},
{
"cpu_proposals": 11.773521274328232,
"physics_and_acceptance": 4.30275559425354,
"post_settling_ik": 1.4603137969970703e-06,
"reloaded_hold": 7.726861760020256,
"total": 23.80390052497387
},
{
"cpu_proposals": 13.716852381825447,
"physics_and_acceptance": 5.554521903395653,
"post_settling_ik": 4.306435585021973e-06,
"reloaded_hold": 4.309221409261227,
"total": 23.581360332667828
},
{
"cpu_proposals": 10.103242591023445,
"physics_and_acceptance": 5.368954174220562,
"post_settling_ik": 6.854534149169922e-07,
"reloaded_hold": 5.557563208043575,
"total": 21.030485421419144
},
{
"cpu_proposals": 10.330628111958504,
"physics_and_acceptance": 3.3794191628694534,
"post_settling_ik": 5.587935447692871e-07,
"reloaded_hold": 3.4921975433826447,
"total": 17.20260301977396
}
],
"ObjectAirborneEEGrasped": [
{
"cpu_proposals": 6.357654146850109,
"physics_and_acceptance": 3.2693029046058655,
"post_settling_ik": 4.559755325317383e-06,
"reloaded_hold": 3.1307248771190643,
"total": 12.758290074765682
},
{
"cpu_proposals": 6.790363170206547,
"physics_and_acceptance": 5.061286628246307,
"post_settling_ik": 8.493661880493164e-07,
"reloaded_hold": 4.513621382415295,
"total": 16.36573525518179
},
{
"cpu_proposals": 6.538454256951809,
"physics_and_acceptance": 3.0390981808304787,
"post_settling_ik": 5.140900611877441e-07,
"reloaded_hold": 3.072727143764496,
"total": 12.650697872042656
},
{
"cpu_proposals": 6.419367015361786,
"physics_and_acceptance": 3.0347728952765465,
"post_settling_ik": 4.842877388000488e-07,
"reloaded_hold": 3.768324561417103,
"total": 13.22281951457262
},
{
"cpu_proposals": 7.7247462049126625,
"physics_and_acceptance": 4.0167310908436775,
"post_settling_ik": 3.7997961044311523e-07,
"reloaded_hold": 3.1473695933818817,
"total": 14.889207638800144
},
{
"cpu_proposals": 5.743201397359371,
"physics_and_acceptance": 3.042724661529064,
"post_settling_ik": 5.140900611877441e-07,
"reloaded_hold": 3.0398832485079765,
"total": 11.826181888580322
},
{
"cpu_proposals": 6.332832001149654,
"physics_and_acceptance": 3.525999665260315,
"post_settling_ik": 4.917383193969727e-07,
"reloaded_hold": 6.400670371949673,
"total": 16.260266721248627
},
{
"cpu_proposals": 9.391191437840462,
"physics_and_acceptance": 5.198662005364895,
"post_settling_ik": 5.476176738739014e-06,
"reloaded_hold": 5.130800984799862,
"total": 19.721445068717003
},
{
"cpu_proposals": 11.213140577077866,
"physics_and_acceptance": 5.976744651794434,
"post_settling_ik": 6.034970283508301e-07,
"reloaded_hold": 4.021726928651333,
"total": 21.21235401928425
},
{
"cpu_proposals": 15.765625342726707,
"physics_and_acceptance": 5.295874960720539,
"post_settling_ik": 7.972121238708496e-07,
"reloaded_hold": 5.268148146569729,
"total": 26.330395460128784
},
{
"cpu_proposals": 10.494823202490807,
"physics_and_acceptance": 5.215012051165104,
"post_settling_ik": 8.940696716308594e-07,
"reloaded_hold": 5.319433443248272,
"total": 21.029722698032856
},
{
"cpu_proposals": 16.24132004380226,
"physics_and_acceptance": 4.143691524863243,
"post_settling_ik": 5.438923835754395e-07,
"reloaded_hold": 3.6479238122701645,
"total": 24.033383890986443
},
{
"cpu_proposals": 11.87398848682642,
"physics_and_acceptance": 5.08819742500782,
"post_settling_ik": 9.5367431640625e-07,
"reloaded_hold": 5.16930590569973,
"total": 22.132182247936726
},
{
"cpu_proposals": 12.189882397651672,
"physics_and_acceptance": 9.367048285901546,
"post_settling_ik": 1.0207295417785645e-06,
"reloaded_hold": 4.685393907129765,
"total": 26.242875061929226
},
{
"cpu_proposals": 10.363221257925034,
"physics_and_acceptance": 4.9103651866316795,
"post_settling_ik": 7.227063179016113e-07,
"reloaded_hold": 3.653612896800041,
"total": 18.927634470164776
}
],
"ObjectNearGoalEEGrasped": [
{
"cpu_proposals": 9.360822007060051,
"physics_and_acceptance": 5.506613798439503,
"post_settling_ik": 1.0505318641662598e-06,
"reloaded_hold": 5.438441812992096,
"total": 20.306591719388962
},
{
"cpu_proposals": 11.928026966750622,
"physics_and_acceptance": 3.5774556025862694,
"post_settling_ik": 6.109476089477539e-07,
"reloaded_hold": 3.522451840341091,
"total": 19.02834766358137
},
{
"cpu_proposals": 7.2412813156843185,
"physics_and_acceptance": 3.4123568311333656,
"post_settling_ik": 5.140900611877441e-07,
"reloaded_hold": 3.8661067485809326,
"total": 14.520567931234837
},
{
"cpu_proposals": 8.77785124629736,
"physics_and_acceptance": 3.795450061559677,
"post_settling_ik": 7.525086402893066e-07,
"reloaded_hold": 3.4784340262413025,
"total": 16.05208147317171
},
{
"cpu_proposals": 5.8478280156850815,
"physics_and_acceptance": 3.2167698815464973,
"post_settling_ik": 6.705522537231445e-07,
"reloaded_hold": 3.160453364253044,
"total": 12.225420840084553
},
{
"cpu_proposals": 6.4101657047867775,
"physics_and_acceptance": 3.324018083512783,
"post_settling_ik": 5.438923835754395e-07,
"reloaded_hold": 3.1973598450422287,
"total": 12.93196315318346
},
{
"cpu_proposals": 8.877045303583145,
"physics_and_acceptance": 3.2292937636375427,
"post_settling_ik": 6.48200511932373e-07,
"reloaded_hold": 3.099364250898361,
"total": 15.206082746386528
},
{
"cpu_proposals": 5.565563343465328,
"physics_and_acceptance": 3.0582129061222076,
"post_settling_ik": 5.289912223815918e-07,
"reloaded_hold": 3.0721632465720177,
"total": 11.696287080645561
},
{
"cpu_proposals": 6.027497582137585,
"physics_and_acceptance": 3.6125921458005905,
"post_settling_ik": 5.662441253662109e-07,
"reloaded_hold": 3.751537546515465,
"total": 13.392445981502533
},
{
"cpu_proposals": 8.568637765944004,
"physics_and_acceptance": 3.122782602906227,
"post_settling_ik": 5.438923835754395e-07,
"reloaded_hold": 3.1573380529880524,
"total": 14.8491455540061
},
{
"cpu_proposals": 6.426378309726715,
"physics_and_acceptance": 3.1288823261857033,
"post_settling_ik": 5.513429641723633e-07,
"reloaded_hold": 3.1007440388202667,
"total": 12.65638505667448
},
{
"cpu_proposals": 6.694092690944672,
"physics_and_acceptance": 5.048155523836613,
"post_settling_ik": 6.258487701416016e-07,
"reloaded_hold": 3.6350291967391968,
"total": 15.377850517630577
},
{
"cpu_proposals": 8.849095240235329,
"physics_and_acceptance": 3.743363492190838,
"post_settling_ik": 6.854534149169922e-07,
"reloaded_hold": 3.7370473071932793,
"total": 16.32987505197525
},
{
"cpu_proposals": 10.133571669459343,
"physics_and_acceptance": 3.8279617726802826,
"post_settling_ik": 5.736947059631348e-07,
"reloaded_hold": 5.247846595942974,
"total": 19.21003232896328
}
]
},
"control_dt": 0.05,
"accepted_consecutive_steps": 10,
"saved_state": "final_physics_state_with_measured_velocities",
"num_envs": 1024,
"physics_candidates": {
"ObjectAnywhereEEAnywhere": 17408,
"ObjectRestingEEGrasped": 34816,
"ObjectAirborneEEGrasped": 15360,
"ObjectNearGoalEEGrasped": 14336
},
"cuda_graph_mode": "plain",
"nconmax": 256,
"njmax": 1024,
"physics_dt": 0.0020833333333333333,
"decimation": 24,
"physics_randomization": false,
"free_joint_damping": {
"joint": "lemon/lemon_free",
"dof_address": 8,
"dof_count": 6,
"linear": [
0.01,
0.01,
0.01,
0.01,
0.01,
0.01
],
"quadratic": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"cubic": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
]
},
"object_physics": {
"mass_kg": 0.08,
"diagonal_inertia_kg_m2": [
0.001,
0.001,
0.001
]
},
"settled_task0_ik_rechecked": true,
"hold_command": "fixed_initial_ee_pose_via_relative_osc_action",
"controller": {
"entity_name": "robot",
"clip": null,
"arm_joints": [
"joint1",
"joint2",
"joint3",
"joint4",
"joint5",
"joint6"
],
"finger_joints": [
"joint7",
"joint8"
],
"ee_body": "link6",
"closed_position": 0.002,
"open_position": 0.044,
"effort_limit": 50.0,
"inertia_solver": "pinv",
"inertia_rcond": 1e-10,
"uncouple_pos_ori": true,
"position_scale": 0.02,
"orientation_scale": 0.2,
"motion_stiffness": [
200.0,
200.0,
200.0,
300.0,
300.0,
300.0
],
"motion_damping_ratio": [
3.0,
3.0,
3.0,
1.0,
1.0,
1.0
],
"input_limit": 12.0,
"linear_velocity_limit": 1.5,
"angular_velocity_limit": 8.0
},
"acceptance": {
"linear_speed_max": 0.03,
"angular_speed_max": 0.3,
"resting_linear_speed_max": 0.003,
"resting_angular_speed_max": 0.05,
"joint_speed_max": 2.0,
"finger_upper_tolerance": 0.0004,
"object_drift_max": 0.02,
"stable_seconds": 0.5,
"grasp_alignment_max_degrees": 10.0,
"penetration_max": 0.001,
"grasp_axis": "lemon_body_x_narrow_side"
},
"finger_position_projection": {
"joints": [
"joint7",
"joint8"
],
"bounds_m": [
[
0.0,
0.04399999976158142
],
[
0.0,
0.04399999976158142
]
],
"upper_overshoot_tolerance_m": 0.0004,
"statistics": {
"ObjectAnywhereEEAnywhere": {
"changed_rows": 226,
"max_correction_m": 6.332993507385254e-08
},
"ObjectRestingEEGrasped": {
"changed_rows": 0,
"max_correction_m": 0.0
},
"ObjectAirborneEEGrasped": {
"changed_rows": 0,
"max_correction_m": 0.0
},
"ObjectNearGoalEEGrasped": {
"changed_rows": 0,
"max_correction_m": 0.0
}
},
"simulation_state_modified": false,
"projected_contact_hold_revalidated": true
}
},
"split": "train",
"counts": {
"ObjectAnywhereEEAnywhere": 10000,
"ObjectRestingEEGrasped": 10000,
"ObjectAirborneEEGrasped": 10000,
"ObjectNearGoalEEGrasped": 10000
}
},
"run": {
"iterations": 10000,
"buffer_steps": 1000,
"warmup_steps": 64,
"world_model_batches": 30,
"world_model_only_iterations": 1000,
"updates_per_sim_step": 0.4,
"learning_rate_decay_iterations": 10000,
"save_interval": 1000,
"log_interval": 50,
"action_noise": 0.1,
"compile_world_model": true,
"compile_policy_update": true,
"pin_replay": false,
"streaming_buffer_steps": 1000,
"world_model_schedule": "epochs",
"world_model_epochs": 4.0,
"validation_fraction": 0.05,
"validation_batches": 4,
"validation_recent_steps": 100,
"exploration_fraction": 0.0,
"exploration_start_probability": 0.05,
"exploration_steps": 10,
"policy_update_interval": 1
},
"imagination_overrides": {},
"world_model_validation_envs": 205,
"agent": {
"wm_hidden": [
2048,
2048,
2048,
2048,
2048
],
"policy_hidden": [
2048,
1024,
512,
256
],
"critic_hidden": [
256,
128
],
"wm_window": 8,
"horizon": 16,
"wm_batch_size": 2048,
"policy_batch_size": 4096,
"learning_rate": 0.0002,
"gamma": 0.99,
"lambda_return": 0.95,
"critic_epochs": 5,
"critic_minibatches": 4,
"max_grad_norm": 1.0,
"policy_grad_value_clip": 0.1,
"normalizer_max_count": 200000000.0,
"amp": "bf16",
"tf32": true,
"wm_ensemble_size": 1,
"uncertainty_penalty": 0.0
},
"device": "cuda:0",
"device_name": "NVIDIA A100-SXM4-80GB",
"torch": "2.9.1+cu128",
"cuda": "12.8",
"precision": {
"parameters_normalizers_state_reward": "float32",
"mlp_autocast": "bf16",
"controller_ik": "float64",
"matmul_allow_tf32": true,
"cudnn_allow_tf32": true
},
"torch_compile": true,
"torch_compile_scope": "world_model_rollout_loss",
"torch_compile_options": {
"fullgraph": true,
"dynamic": false,
"mode": "default"
},
"torch_compile_policy_update": true,
"logger": "tensorboard",
"cuda_graph_mode": "plain",
"timeout_bootstrap": false,
"resume_is_exact": false,
"resume_checkpoint": null,
"evaluation": "separate complete-episode workflow (clab eval policy)",
"limitations": [
"Bank controller match is not a physical hold/capacity certificate",
"World model is a reduced stochastic surrogate, not an exact MuJoCo state",
"Imagination reward/success is analytic from endpoint states, not a learned reward head",
"Endpoint imagination reward/success is approximate and need not match native contacts",
"Real collection and evaluation retain native rewards and terminal conditions"
],
"reward_mode": "imagined_endpoint_geometry_contact_height_release_shaped",
"reward_matches_native": false,
"cuda_graph_runtime": {
"enabled": true,
"graph_conditional": false,
"step_graph_created": true,
"forward_graph_created": true,
"reset_graph_created": true
}
}