data = dict( params=dict( obs_length=1, train_datasets=dict( sources=dict( robodojo=dict( transforms=[ dict(dataset_action_length=10, type='LoadData'), dict( data_flow=dict( action_left_arm_joint='action_left_arm_joint', action_left_ee_aa='action_left_ee_aa', action_left_ee_pos='action_left_ee_pos', action_left_gripper_pos= 'action_left_gripper_pos', action_right_arm_joint='action_right_arm_joint', action_right_ee_aa='action_right_ee_aa', action_right_ee_pos='action_right_ee_pos', action_right_gripper_pos= 'action_right_gripper_pos'), mean=dict( action_left_arm_joint=[ [ -0.0002336617725054936, 0.0010504209257212386, 0.00069890870825548, -0.00021386633782510936, 8.607115660509195e-05, -6.806851659389493e-05, ], [ -0.0004002431180582599, 0.0018080217178184266, 0.0011964848184807075, -0.00035407153769715814, 0.00014799337049422207, -0.0001278701345084231, ], [ -0.00051663254560204, 0.002332568508809475, 0.0015356004610111954, -0.00042153559868894966, 0.0001936866427930397, -0.00019634610858493552, ], [ -0.0005873803794646563, 0.0026338938283714266, 0.00171751213083577, -0.00040552152354075756, 0.0002176287508169393, -0.00027751523361778846, ], [ -0.0006173492642183204, 0.002704408800194692, 0.001739047647581373, -0.00029836143858134607, 0.00021982106928955313, -0.00037340728406703413, ], [ -0.0006105591817574187, 0.002556236423740256, 0.0016089472320225254, -9.75610761332275e-05, 0.0002037817820062569, -0.0004863481436226504, ], [ -0.0005716119367229808, 0.00220981214835286, 0.001340980569465722, 0.00019580472547714556, 0.0001744888782508404, -0.0006171267844424218, ], [ -0.0005055127780022307, 0.001687711658814633, 0.0009511830953590759, 0.000577740551501335, 0.00013695338013141467, -0.0007635171624476005, ], [ -0.00041318778866605046, 0.000996408147454423, 0.00044217849927452943, 0.0010507406906932113, 9.428295600147054e-05, -0.0009249689308323569, ], [ -0.00029424916547926604, 0.0001341606571408618, -0.00018998938515073013, 0.00162023167768775, 4.821422143378004e-05, -0.0011006906808611295, ], ], action_left_ee_aa=[ [ -0.0001317000782950315, -0.0002463418527481949, -0.00042868573496659783, ], [ -0.00019474563799710815, -0.0004335946231390664, -0.0007000906932719675, ], [ -0.0001980384332675688, -0.0005941233937811292, -0.0008430627948123985, ], [ -0.00013931489888619562, -0.00073133806598705, -0.0008397205564547654, ], [ -1.891409584520592e-05, -0.0008460376438268523, -0.0006817634044957805, ], [ 0.00015994564577421295, -0.0009387002162067682, -0.00036916390615666103, ], [ 0.0003915273984121601, -0.0010078500112616655, 9.012339422839101e-05, ], [ 0.0006689800379483901, -0.0010509440155834098, 0.0006837694940983925, ], [ 0.0009910805458447662, -0.0010656180743522827, 0.00141025702056651, ], [ 0.0013559391589122575, -0.0010505432365105038, 0.002272507274137474, ], ], action_left_ee_pos=[ [ 0.00016677018835509409, 0.00012862498207813678, -1.560051817900456e-05, ], [ 0.0001934893993073374, 0.00010644283257368507, 4.0212713278480693e-05, ], [ 0.00011143409744293568, -4.1293334807406245e-05, 0.00015668357160452523, ], [ -6.639674895286622e-05, -0.0002976357637103264, 0.00032794494185869503, ], [ -0.0003266740248585238, -0.0006444482515856467, 0.0005485406585346874, ], [ -0.0006560116224127536, -0.0010619441859967505, 0.0008137003954825047, ], [ -0.0010414293916876512, -0.00152902651359198, 0.0011158320416944255, ], [ -0.0014626452645389294, -0.002027154869607504, 0.001447175084196063, ], [ -0.001907544436457679, -0.0025392333620059787, 0.0018016411333016385, ], [ -0.0023757660163160593, -0.0030494266087428127, 0.002173559802534208, ], ], action_left_gripper_pos=[ [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], ], action_right_arm_joint=[ [ 0.0001787740301951409, 0.0016351667777110587, 0.0012448653930520767, -0.0008581990223503194, -0.00019627848160280726, -0.0003219873937794319, ], [ 0.000288483172519859, 0.0028629489014310064, 0.00218755784252952, -0.0015144996668467572, -0.0003531901372447468, -0.0005830396617885126, ], [ 0.0003525699348980571, 0.0038078011811231573, 0.002936982685649583, -0.0020406116351790525, -0.00048375835490485213, -0.0008291260766259624, ], [ 0.00037951891470561363, 0.004538230190475345, 0.0035288813792196815, -0.0024677896909679527, -0.0005886873542918052, -0.0010668029036993451, ], [ 0.0003773116947273457, 0.005061952653657257, 0.003975694234571891, -0.002807063500302661, -0.0006705026800603484, -0.0012948259304440262, ], [ 0.00035298429242263416, 0.005411101948393482, 0.004302526327053632, -0.0030739536598260774, -0.0007328879116264441, -0.0015157349667842344, ], [ 0.000313361527760491, 0.0056198545057305005, 0.004531060854504042, -0.003279080077263666, -0.0007792116819267715, -0.001730335136681934, ], [ 0.0002646272612526183, 0.005719651482588414, 0.0046825798440098465, -0.0034339760829942417, -0.0008126823896535603, -0.0019379659589870164, ], [ 0.00020717223046234947, 0.0057163085670750725, 0.004759240831233115, -0.0035384077041485515, -0.0008358092518233019, -0.00213751023443676, ], [ 0.00013924712221298203, 0.00560894564804176, 0.004757076336103473, -0.0035873268206015386, -0.0008508405092692038, -0.002328784846446202, ], ], action_right_ee_aa=[ [ 0.00034788713456398, 0.00042762336563559864, -0.0008677584028562739, ], [ 0.0006009132370595388, 0.0007614016329355963, -0.001457190793463289, ], [ 0.0007926070362674991, 0.0010590025919629644, -0.0018721175040262883, ], [ 0.0009336054309756759, 0.0013283739068422017, -0.0021314300073452847, ], [ 0.001033143121813161, 0.0015711994665115177, -0.002250742743728141, ], [ 0.0010999904056456355, 0.0017870980174372452, -0.0022518069156048917, ], [ 0.0011416511985664246, 0.001975595964020688, -0.0021564956719877185, ], [ 0.0011666875647378817, 0.002135296811488589, -0.001983623883917761, ], [ 0.001176771033497538, 0.002265176745230169, -0.0017389658846570057, ], [ 0.0011720549215517122, 0.002364653268853571, -0.0014187493337509364, ], ], action_right_ee_pos=[ [ 0.00020792256082062148, 1.9284940938995584e-05, -1.551497178995004e-05, ], [ 0.00025708047866885203, -0.0001270131648794743, -8.980888730413616e-05, ], [ 0.00018732871378597865, -0.0004175003236146463, -0.00021699230611411244, ], [ 1.666485071100741e-05, -0.0008340635215518366, -0.00039193424087618215, ], [ -0.00023825696079209546, -0.0013591565998122693, -0.0006101945203122813, ], [ -0.0005610692640785476, -0.0019717981092196636, -0.0008676490100423122, ], [ -0.0009359883033361287, -0.002649228038040836, -0.00115945148078965, ], [ -0.0013455435598069831, -0.0033708201880123865, -0.0014782903693807041, ], [ -0.0017816440006452132, -0.004116763720000807, -0.0018184408762678638, ], [ -0.0022376774176871774, -0.004871880728506168, -0.0021749049113230163, ], ], action_right_gripper_pos=[ [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], ]), mode='gaussian', std=dict( action_left_arm_joint=[ [ 0.027481525750413, 0.04829913570762983, 0.042622513533888004, 0.03983032874000348, 0.022101679659071907, 0.04001172844936367, ], [ 0.05305396364056093, 0.09364565819207406, 0.08244246650413456, 0.07688080111596426, 0.04211183181832189, 0.07618741695739273, ], [ 0.07748463191100825, 0.13729157193315222, 0.12071699310049025, 0.11204163877774297, 0.06087308335729155, 0.11111369670837046, ], [ 0.10079624929943966, 0.17978964984440124, 0.15775076883715583, 0.14557798506498787, 0.07841020770047526, 0.14503026267276672, ], [ 0.12302256788015255, 0.2208960776711886, 0.19338158807297193, 0.17747764373594532, 0.09484117312223767, 0.1777857332477464, ], [ 0.14414604844747636, 0.26058147159488226, 0.22760493449846964, 0.20787554567163632, 0.11025403777517302, 0.20951277579147476, ], [ 0.16413397963236642, 0.2987857602452272, 0.2603571184077796, 0.2367089764789002, 0.12471081670276898, 0.2402339809204718, ], [ 0.18310446820833917, 0.3353985334875134, 0.29161450908654246, 0.26400923230015927, 0.13823257422186364, 0.2695323908560163, ], [ 0.20107938766623118, 0.3704187961886592, 0.3213766772947356, 0.28982584722591603, 0.1509063424604523, 0.29731077171536546, ], [ 0.21804736968171318, 0.40388403887489954, 0.34963907045972786, 0.3141890732343815, 0.1627352908150624, 0.3237506922409426, ], ], action_left_ee_aa=[ [ 0.0234356278574971, 0.03437768994549432, 0.033848518112428796, ], [ 0.04511728464772441, 0.06522795842560514, 0.06522720996067805, ], [ 0.06586447201719262, 0.09485130096138165, 0.09563636762700826, ], [ 0.08586392462136452, 0.12346711842551225, 0.1251741480087465, ], [ 0.10518149202912241, 0.1510469798018435, 0.15383043897863452, ], [ 0.12382286830048536, 0.17758708439341095, 0.18152417412180719, ], [ 0.14171776249091467, 0.20298213818208732, 0.20817700629091543, ], [ 0.15876572289943072, 0.2271468536718896, 0.23360629786936254, ], [ 0.17506511217748374, 0.25008799631851814, 0.2578966653597955, ], [ 0.1905074012695627, 0.27172661912898216, 0.28100518477839276, ], ], action_left_ee_pos=[ [ 0.007529582901916562, 0.00724855745425949, 0.00766306553827196, ], [ 0.014483401196302297, 0.013912769378344259, 0.014733654663795922, ], [ 0.021089858345640023, 0.020172378421178572, 0.021545417280519133, ], [ 0.02733988090006957, 0.026032831314962604, 0.028087314380339908, ], [ 0.033216051535528514, 0.03151534911528543, 0.03436940726721942, ], [ 0.038720040046586086, 0.03663483503009341, 0.040403586859695244, ], [ 0.04385287350953477, 0.04140782429197985, 0.046134834951949075, ], [ 0.048487405883798664, 0.04587844154423804, 0.05153515450027406, ], [ 0.05265729195869647, 0.050075206240075026, 0.05662165128829599, ], [ 0.056502380744926264, 0.054014540305831575, 0.06141251949492994, ], ], action_left_gripper_pos=[ [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], ], action_right_arm_joint=[ [ 0.025610296588178073, 0.04799733865108168, 0.04299930960863708, 0.03983423859288571, 0.021350630580498964, 0.04093491735186071, ], [ 0.04943182089924729, 0.09316778312936763, 0.08329035491642182, 0.07684414805898805, 0.04065848340291129, 0.07792939761521844, ], [ 0.07219723688040969, 0.13662374177000128, 0.12210818894351767, 0.11198312019961235, 0.05872382427823345, 0.11345522410107864, ], [ 0.09384762983690631, 0.17909712885904785, 0.15974461643632068, 0.14562862381754715, 0.07567814279141338, 0.147885700138784, ], [ 0.11444917988357009, 0.2202186882039691, 0.19600587543031825, 0.17773928142970008, 0.09160495454400894, 0.18109103000052973, ], [ 0.1340212280781485, 0.25992400709851077, 0.23090588364401873, 0.20841155291511598, 0.10657109451945398, 0.2131742604888248, ], [ 0.15248782992196416, 0.29810966765013136, 0.26431872173389587, 0.23757080270870076, 0.12060089816379534, 0.24408503518457575, ], [ 0.16996398895827033, 0.33475820198735523, 0.2962210215099016, 0.2652323209093689, 0.13372647964693224, 0.2736669247017688, ], [ 0.18651534722761864, 0.3698300657236233, 0.3266022984773744, 0.2914519178917827, 0.14602592471503303, 0.301835189936452, ], [ 0.20209773428799113, 0.4033548569779573, 0.3554682689726912, 0.3162637491572623, 0.15753401731105976, 0.32860005552131977, ], ], action_right_ee_aa=[ [ 0.022602155549181525, 0.035530180117331646, 0.0349138950707997, ], [ 0.04351554424837043, 0.06770611662563446, 0.06738635347731659, ], [ 0.06353219492191785, 0.09855499017504298, 0.09890766369889721, ], [ 0.082802430081105, 0.12829591291559594, 0.12958522193108774, ], [ 0.10140204566602931, 0.15692855594870347, 0.15933578667550236, ], [ 0.11934741599709434, 0.18438976977517246, 0.1881316687469321, ], [ 0.1365407369253484, 0.2106338579527239, 0.21584997960401844, ], [ 0.15299695424918425, 0.23559286840528712, 0.24233204863101976, ], [ 0.1687114704119736, 0.2592573655964146, 0.2676613887055857, ], [ 0.18372269405918573, 0.28162463984982244, 0.2917598652031987, ], ], action_right_ee_pos=[ [ 0.007627185185354401, 0.006917675579554725, 0.007506290631392028, ], [ 0.014675281918758989, 0.013251821737120854, 0.014435897528566931, ], [ 0.021358702627372942, 0.01918440891333368, 0.02109707520640407, ], [ 0.02766485175597832, 0.024735340908401543, 0.02747736439658292, ], [ 0.03358360015205832, 0.029944653012880598, 0.03358432828208687, ], [ 0.03908431769300251, 0.034825249963530716, 0.03942532081578844, ], [ 0.044166974241344414, 0.03939635182973928, 0.04498763069813808, ], [ 0.04876962118897926, 0.043690627639190266, 0.050222415543017145, ], [ 0.05296256803382005, 0.04772264483632286, 0.055137294466337895, ], [ 0.05677869625721026, 0.051515713083481796, 0.05975253321300159, ], ], action_right_gripper_pos=[ [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], [ 0.5, ], ]), type='Normalize'), dict( data_flow=dict( proprio_left_arm_joint='proprio_left_arm_joint', proprio_left_gripper_pos= 'proprio_left_gripper_pos', proprio_right_arm_joint= 'proprio_right_arm_joint', proprio_right_gripper_pos= 'proprio_right_gripper_pos'), mode='quantile', q01=dict( proprio_left_arm_joint=[ [ -1.0541115856170655, -3.4518439132437753e-14, 1.6985428606815337e-16, -1.6003172194957733, -0.6041505694389343, -1.6724713099002837, ], ], proprio_left_gripper_pos=[ [ 0.0, ], ], proprio_right_arm_joint=[ [ -0.44401007175445556, -2.5900331921226738e-14, 1.179751540135558e-16, -1.6367736232280732, -1.269262043237686, -1.7315139174461365, ], ], proprio_right_gripper_pos=[ [ 0.0, ], ]), q99=dict( proprio_left_arm_joint=[ [ 0.5460636925697326, 2.496033661365509, 2.501376061439514, 1.3252216386795044, 1.2511569821834563, 1.7525235462188715, ], ], proprio_left_gripper_pos=[ [ 1.0, ], ], proprio_right_arm_joint=[ [ 1.0833355581760407, 2.419030408859253, 2.3494504857063294, 1.1451962506771087, 0.521767293214798, 1.4940189695358277, ], ], proprio_right_gripper_pos=[ [ 1.0, ], ]), type='Normalize'), dict( reversed_data_flow=dict( state=dict( proprio_left_arm_joint=[ 0, 6, ], proprio_left_gripper_pos=[ 7, 8, ], proprio_padding=[ 16, 60, ], proprio_padding_left=[ 6, 7, ], proprio_padding_right=[ 14, 15, ], proprio_right_arm_joint=[ 8, 14, ], proprio_right_gripper_pos=[ 15, 16, ])), type='ComposeState'), dict( reversed_data_flow=dict( action=dict( action_left_ee_aa=[ 3, 6, ], action_left_ee_pos=[ 0, 3, ], action_left_gripper_pos=[ 7, 8, ], action_mask_key='action_mask', action_padding=[ 16, 60, ], action_padding_left=[ 6, 7, ], action_padding_right=[ 14, 15, ], action_right_ee_aa=[ 11, 14, ], action_right_ee_pos=[ 8, 11, ], action_right_gripper_pos=[ 15, 16, ])), type='ComposeAction'), ]))))) model = dict( params=dict( model=dict( action_shape=( 10, 60, ), dit_num_layers=36, enable_dct=False, ffn_gradient_checkpointing=False, freeze_vlm=False, knowledge_insulation=True, n_choices=5, pretrained_model='Qwen/Qwen3-VL-4B-Instruct', state_shape=( 1, 60, )), ))