{ "cells": [ { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "import time\n", "import numpy as np\n", "from IPython.display import display\n", "from tqdm import tqdm\n", "\n", "import voyageai\n", "\n", "vo = voyageai.Client('')\n" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "\n", "texts = [\n", " \"test1\",\n", " \"test2\",\n", "]\n", "\n", "result = vo.embed(texts, model=\"voyage-large-2-instruct\", input_type=\"document\")\n" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', '__weakref__', 'embeddings', 'total_tokens', 'update']\n", "[[0.02493942342698574, 0.020971165969967842, -0.019633546471595764, 0.05536147952079773, 0.047390952706336975, -0.012716000899672508, -0.015738829970359802, -0.05299259349703789, -0.016418416053056717, -0.0099750105291605, -0.019478999078273773, 0.003127348143607378, -0.0266357883810997, -0.020016910508275032, -0.004264074843376875, 0.0123166898265481, 0.006136882584542036, -0.020646438002586365, 0.03659740090370178, -0.01514096837490797, 0.0031008406076580286, 0.03652025759220123, 0.014748452231287956, 0.02404453046619892, 0.0169054064899683, 0.008711454458534718, -0.05244344845414162, -0.047487981617450714, -0.04627567529678345, 0.05206407606601715, 0.0010974302422255278, 0.06948975473642349, -0.015988394618034363, 0.046202559024095535, -0.023616060614585876, 0.007261139340698719, 0.03384345769882202, -0.003879858646541834, 0.022161349654197693, -0.008932883851230145, 0.006270877085626125, -0.03434252738952637, 0.012853761203587055, -0.005956517532467842, -0.00909391138702631, -0.04546754062175751, 0.009563528001308441, 0.019270557910203934, -0.033360011875629425, -0.0032242597080767155, -0.016781261190772057, -0.036779001355171204, 0.009394795633852482, -0.08975053578615189, -0.03014661744236946, -0.06440233439207077, -0.004187997430562973, -0.02448969893157482, -0.0077980076894164085, -0.06353487074375153, -0.015476807951927185, -0.034579094499349594, -0.03484603762626648, -0.046382442116737366, 0.029192103073000908, -0.027152279391884804, 0.060314323753118515, -0.0026674370747059584, -0.03259209543466568, 0.004821270238608122, -0.00556254293769598, 0.0076140593737363815, -0.009697478264570236, 0.03315189853310585, -0.02831113338470459, 0.003427724353969097, 0.030872767791152, -0.021451596170663834, 0.059520769864320755, 0.020449360832571983, 0.02261769026517868, 0.0007557131466455758, -0.021189052611589432, -0.001799312187358737, -0.03824183717370033, -0.037708546966314316, -0.007206419017165899, -0.007019342854619026, 6.460888107540086e-05, 0.053912464529275894, 0.024641918018460274, -0.061471085995435715, 0.004130457527935505, 0.00321882008574903, 0.02341938391327858, 0.06288546323776245, -0.034919753670692444, -0.01632389798760414, -0.021502871066331863, -0.005116690881550312, 0.011604252271354198, -0.02426242083311081, 0.025028381496667862, -0.03179163113236427, -0.002319758292287588, -0.025010082870721817, -0.04060365632176399, 0.019448617473244667, 0.032830942422151566, -0.01131135318428278, -0.030351314693689346, -0.049181725829839706, -0.007643160875886679, 0.061385076493024826, -0.039077721536159515, 0.012700136750936508, 0.01096795592457056, -0.032068099826574326, -0.0004229260957799852, 0.00572134368121624, -0.023222770541906357, -0.008682378567755222, 0.012024876661598682, 0.004069000016897917, -0.05427153408527374, -0.056020334362983704, 0.06490208953619003, 0.019787883386015892, -0.04459287226200104, -0.010741946287453175, -0.031980473548173904, 0.010143063962459564, 0.05051923915743828, 0.046473439782857895, -0.009764095768332481, -0.0058528706431388855, 0.04056180268526077, 0.007378460373729467, -0.0066749332472682, 0.015466099604964256, -0.017951831221580505, 0.05334906652569771, 0.014483780600130558, -0.029574783518910408, 0.00679201353341341, 0.08274239301681519, 0.007316715084016323, 0.008875110186636448, -0.004313040990382433, -0.025589002296328545, -0.013372136279940605, 0.01392793096601963, -0.028183413669466972, -0.008380387909710407, -0.023156654089689255, -0.01599469780921936, -0.02728516422212124, 0.026381218805909157, -0.029173560440540314, 0.011800260283052921, -0.05005505308508873, 0.02089853212237358, 0.013764758594334126, 0.006401651538908482, -0.04954028129577637, 0.020998666062951088, -0.004503271542489529, -0.009044822305440903, 0.010458223521709442, -0.029010741040110588, 0.012439731508493423, 0.042983055114746094, -0.07073397189378738, -0.0318429060280323, 0.010265215300023556, 0.028891688212752342, 0.03986881673336029, 0.034961629658937454, 0.030121037736535072, -0.03241167217493057, 0.02001543901860714, 0.013925849460065365, -0.04531571641564369, 0.019474569708108902, 0.05719791725277901, -0.056634027510881424, 0.026744795963168144, 0.01638856716454029, -0.012343667447566986, 0.0440988764166832, -0.00042967477929778397, 0.03788752853870392, 0.0022359953727573156, 0.01624363288283348, -0.04137751832604408, 0.022006142884492874, 0.028538594022393227, -0.020908795297145844, -0.00817705038934946, -0.01651003770530224, -0.04579870402812958, -0.00570104643702507, 0.015165803954005241, 0.0005433530313894153, 0.07290029525756836, 0.004416868556290865, 0.0037908866070210934, -0.04515044018626213, -0.0289529450237751, -0.030972585082054138, -0.08101287484169006, 0.04970608279109001, -0.012598354369401932, -0.01681501790881157, -0.01382314134389162, 0.005863834172487259, -0.046757858246564865, -0.040506504476070404, -0.022065557539463043, 0.03674257919192314, -0.05534570291638374, 3.314555942779407e-05, 0.013936011120676994, 0.01074091624468565, 0.035086676478385925, -0.025439444929361343, -0.02047313190996647, -0.0477776974439621, 0.01607295125722885, -0.0024569935631006956, 0.055004946887493134, -0.002062995685264468, 0.011492094956338406, 0.015151876956224442, 0.03877514228224754, -0.04418535158038139, 0.01011831033974886, -0.005089142359793186, 0.04127192869782448, 0.04527461156249046, 0.01677659898996353, 0.020145857706665993, 0.007346711121499538, -0.0462319478392601, -0.003450733609497547, -0.03477377071976662, 0.013785276561975479, 0.029072294011712074, -0.052877798676490784, 0.015272247605025768, -0.02293875254690647, 0.029272839426994324, -0.029157482087612152, -0.018635936081409454, -0.03885015845298767, 0.004783819895237684, -0.06724020093679428, 0.03315519168972969, -0.04259435459971428, -0.01583501137793064, -0.014255174435675144, -0.0018932758830487728, 0.0017679149750620127, 0.0032278704456984997, -0.007707253098487854, 0.028914477676153183, 0.019320348277688026, -0.031045179814100266, -0.02980365790426731, 0.05920932814478874, -0.013845800422132015, -0.02260710671544075, 0.014117417857050896, -0.014638742431998253, 0.0472375825047493, -0.011506262235343456, 0.02776215970516205, -0.011809146963059902, 0.012985853478312492, 0.029425809159874916, 0.03770074248313904, -0.008192019537091255, -0.009205039590597153, 0.019594725221395493, 0.004022440407425165, 0.06664298474788666, 0.047857616096735, -0.012172785587608814, -0.014092731289565563, -0.02444048784673214, 0.00011707863450283185, -0.05526217445731163, 0.019602933898568153, -0.0024950255174189806, -0.04677465930581093, 0.0432923398911953, 0.029737554490566254, -0.03636792302131653, -0.002846375573426485, -0.011632894165813923, 0.006522610783576965, 0.016275346279144287, -0.023624597117304802, -0.003149408148601651, -0.04287627711892128, 0.058238957077264786, 0.00046453633694909513, -0.0010436968877911568, 0.0370032973587513, 0.02933301217854023, -0.021384580060839653, 0.026174400001764297, -0.03364603966474533, 0.00998655240982771, 0.0025108628906309605, 0.002539996989071369, -0.035307273268699646, 0.04777061939239502, 0.012075687758624554, -0.025353260338306427, 0.01946246437728405, 0.02472311444580555, 0.028850499540567398, 0.018894661217927933, -0.022080086171627045, 0.01657131128013134, 0.01775498129427433, 0.023808902129530907, 0.032489974051713943, 0.025467777624726295, 0.04208261892199516, -0.003689108183607459, 0.043238330632448196, -0.01207045465707779, 0.061063431203365326, 0.03711724281311035, 0.04212791100144386, -0.018568117171525955, -0.00851475726813078, -0.015795979648828506, 0.003992175683379173, 0.006616611033678055, 0.026539254933595657, 0.0358717180788517, 0.03365460783243179, -0.011369162239134312, -0.0018658059416338801, -0.0017704349011182785, -0.0035555686336010695, 0.01573638990521431, 0.016337763518095016, -0.03460995852947235, -0.06915449351072311, -0.009832268580794334, -0.017003456130623817, 0.04174160957336426, -0.012504360638558865, 0.008205536752939224, -0.01814238168299198, 0.00651669641956687, -0.012782962992787361, -0.023734405636787415, 0.011980695649981499, -0.011581498198211193, -0.007070300169289112, 0.010727285407483578, -0.007861007004976273, -0.022085806354880333, -0.025288233533501625, 0.02103137969970703, -0.011035413481295109, 0.014403142966330051, -0.05324241518974304, 0.06750503182411194, 0.017082946375012398, -0.01159813441336155, -0.06996655464172363, 0.015083804726600647, -0.03777126967906952, 0.018196951597929, -0.0020425249822437763, -0.02078014425933361, -0.06664331257343292, -0.028203781694173813, -0.039770808070898056, -0.0053831180557608604, -0.032224372029304504, -0.039289116859436035, 0.0009688657009974122, -0.05232122540473938, 0.008264963515102863, -0.029849296435713768, -0.004881273023784161, -0.054080165922641754, 0.016214028000831604, -0.06737517565488815, -0.01727965660393238, -0.013760166242718697, 0.016589798033237457, -0.002384098479524255, 0.027401890605688095, -0.06820196658372879, -0.03546200320124626, 0.0349484421312809, -0.004375140648335218, 0.06744131445884705, -0.001089718658477068, 0.009992622770369053, 0.01837850920855999, 0.07919400930404663, 0.04530922695994377, -0.005942558869719505, 0.01617530919611454, 0.020883673802018166, 0.058821287006139755, -0.006306287366896868, 0.031033571809530258, -0.004655127413570881, 0.043863940984010696, 0.004773890133947134, -0.03784121572971344, -0.0014089451869949698, -0.028438055887818336, 0.01177733950316906, 0.014090234413743019, -0.0511438325047493, 0.06408757716417313, 0.008870603516697884, 0.026439039036631584, 0.008851025253534317, -0.04070481285452843, 0.039693981409072876, 0.05526925250887871, -0.030748838558793068, -0.031404390931129456, 0.06181933358311653, -0.00918921921402216, -0.01753147505223751, 0.06965993344783783, 0.022220047190785408, -0.019006233662366867, -0.010790633037686348, 0.05779649689793587, -0.008025161921977997, 0.035856205970048904, 0.03498174995183945, 0.04148666560649872, -0.025688761845231056, -0.07202117145061493, -0.01673489809036255, 0.009830486960709095, 0.003999180626124144, -0.004674683324992657, 0.01995975896716118, -0.021736055612564087, 0.019028307870030403, -0.006969423033297062, -0.026298988610506058, -0.016948241740465164, -0.03680479899048805, -0.006738679017871618, 0.005166844464838505, -0.04381541907787323, -0.01667376235127449, -0.010000662878155708, -0.012282470241189003, 0.019043393433094025, 0.0325901135802269, 0.03007182478904724, -0.05968090146780014, -0.0019787773489952087, -0.01741967350244522, -0.001229247311130166, 0.0020658078137785196, 0.0169135220348835, -0.02729078195989132, -0.010803245939314365, 0.000777369481511414, 0.014018326997756958, -0.06501157581806183, 0.004473501816391945, 0.047613415867090225, 0.04523921757936478, 0.00857863575220108, -0.027480991557240486, -0.025537272915244102, -0.0344410203397274, -0.01297083217650652, -0.026977580040693283, 0.0007114066393114626, -0.04154215008020401, -0.01457193586975336, 0.007729533594101667, -0.02622390352189541, 0.021986771374940872, -0.027492061257362366, -0.02249085158109665, 0.04959143325686455, 0.02178267017006874, -0.08558816462755203, 0.023534761741757393, -0.016086718067526817, 0.031010327860713005, 0.026750560849905014, -0.03603152185678482, -0.06252001225948334, -0.021385136991739273, 0.025874530896544456, -0.006939849350601435, -0.002096231561154127, 0.03231415897607803, 0.04147452116012573, 0.025952227413654327, 0.06677659600973129, -0.026721952483057976, -0.04093542695045471, -0.012759282253682613, -0.006783816032111645, -0.023520614951848984, -0.02055422030389309, -0.02994387410581112, -0.019319426268339157, -0.009469050914049149, -0.038820791989564896, 0.027431581169366837, -0.01122301910072565, 0.016966307535767555, -0.019502393901348114, -0.07112270593643188, 0.017790040001273155, 0.013933423906564713, 0.00917823240160942, 0.0055261775851249695, -0.036497149616479874, -0.011613281443715096, 0.034979891031980515, 0.012076332233846188, -0.01531814131885767, 0.009006270207464695, 0.01577116549015045, 0.038839422166347504, -0.016864052042365074, 0.005576239433139563, -0.01807660609483719, -0.010753988288342953, -0.024998802691698074, -0.059605490416288376, -0.07103040814399719, 0.0012117358855903149, 0.015611102804541588, -0.010010084137320518, -0.0015599142061546445, -0.004049851559102535, -0.011370476335287094, 0.03154553845524788, 0.03982139751315117, -0.030588878318667412, 0.014675322920084, 0.0023893779143691063, 0.03550107777118683, -0.01388134341686964, -0.02471042051911354, 0.02932966873049736, -0.03440669924020767, -0.024142080917954445, -0.019346721470355988, 0.009754893369972706, 0.018304409459233284, -0.0291705634444952, -0.0034300845582038164, 0.027950484305620193, -0.021543053910136223, 0.026255592703819275, -0.021176248788833618, 0.03390031307935715, -0.06537732481956482, -0.037020422518253326, 0.05513276532292366, -0.035737961530685425, 0.0034596410114318132, -0.002821560949087143, 0.05275630205869675, -0.006319331005215645, -0.02948852814733982, -0.004521280061453581, -0.025235310196876526, 0.03999798744916916, 0.01672283373773098, -0.042778048664331436, -0.056227270513772964, 0.005158860702067614, 0.008804491721093655, 0.07166961580514908, 0.010126338340342045, -0.030763063579797745, 0.022210394963622093, -0.057689182460308075, -0.004685034044086933, 0.02704344131052494, -0.020382337272167206, 0.031090792268514633, 0.013406828045845032, -0.006040625739842653, 0.0508517250418663, 0.01749308407306671, 0.014030084013938904, -0.011969398707151413, -0.022592205554246902, -0.04380583390593529, -0.001199220772832632, -0.016618791967630386, 0.03616299852728844, 0.009233194403350353, -0.0027882540598511696, 0.0163566917181015, 0.00973093044012785, -0.02374875731766224, 0.010338212363421917, 0.020012838765978813, -0.024347620084881783, -0.00797082856297493, 0.053275495767593384, -0.014123886823654175, -0.016896696761250496, 0.020936867222189903, -0.040262144058942795, 0.010411633178591728, 0.04752048850059509, -0.039703790098428726, -0.011970828287303448, -0.021699387580156326, -0.01966058276593685, -0.07862983644008636, 0.0022037741728127003, -0.00301289651542902, 0.025541357696056366, 0.040843553841114044, -0.013684539124369621, 0.0036155174020677805, 0.003261080477386713, 0.0406610444188118, -0.034809667617082596, 0.011266841553151608, -0.009855442680418491, -0.02700216881930828, 0.021353276446461678, 0.003256463445723057, 0.0171065591275692, 0.023670975118875504, -0.0037487156223505735, 0.021437058225274086, 0.026963064447045326, 0.03761925920844078, -0.03517897427082062, 0.025878241285681725, 0.002086878754198551, 0.008143315091729164, -0.014281801879405975, -0.008313795551657677, 0.006804259959608316, -0.07199603319168091, -0.006549875717610121, -0.010511419735848904, 0.09553506225347519, -0.03808445483446121, 0.010132879950106144, -0.020787477493286133, 0.012555110268294811, 0.0024301332887262106, -0.025301069021224976, 0.007492294069379568, 0.013738913461565971, 0.002080164384096861, 0.0015322536928579211, 0.062029916793107986, -0.015001451596617699, -0.023167377337813377, 0.013381123542785645, -0.03838206082582474, -0.010451164096593857, 0.03193205967545509, -0.0006722518592141569, 0.005482107866555452, -0.007942386902868748, 0.02894572727382183, 0.026353104040026665, 0.001625281060114503, -0.03246918320655823, -0.025543253868818283, -0.05878886952996254, -0.010758670046925545, -0.013793997466564178, -0.004834736697375774, -0.049138445407152176, -0.02302885428071022, -0.041972994804382324, -0.013025506399571896, 0.008935736492276192, -0.015587188303470612, -0.01668412983417511, -0.03579708933830261, 0.04430752247571945, 0.031313538551330566, -0.03557467833161354, 0.0057016960345208645, 0.002434100955724716, -0.0013474943116307259, 0.03343867510557175, -0.0008080961997620761, 0.008858298882842064, 0.030055882409214973, 0.041684284806251526, 0.015768343582749367, -0.016326097771525383, -0.017615672200918198, -0.041534312069416046, -0.04625050723552704, -0.01832912117242813, 0.007231926545500755, 0.011173511855304241, -0.0052325427532196045, 0.013555185869336128, 0.02341507002711296, -0.004840738605707884, -0.001250581000931561, 0.022845249623060226, -0.00035229037166573107, 0.02876875549554825, 0.013294319622218609, -0.027353636920452118, -0.04502631351351738, 0.022585345432162285, -0.07018648087978363, -0.019676649942994118, 0.061036694794893265, -0.015419726260006428, -0.02821633405983448, 0.006456919014453888, 0.02500547282397747, 0.017490258440375328, -0.0013861574698239565, -0.015817875042557716, 0.029200028628110886, -0.016391530632972717, -0.0755699947476387, 0.03379477933049202, -0.08455964922904968, 0.02648921310901642, -0.016252702102065086, 0.014264979399740696, -0.007274354342371225, 0.006906069349497557, 0.0007189982570707798, 0.036495912820100784, 0.09222924709320068, -0.004819538444280624, -0.005617222283035517, -0.010932648554444313, -0.0025786752812564373, 0.041649289429187775, 0.05805741995573044, -0.06287946552038193, 0.001045393873937428, -0.03408021107316017, 0.015592877753078938, 0.02915104851126671, -0.0290413498878479, 0.058239374309778214, 0.014321936294436455, 0.05027364566922188, -0.0449601374566555, -0.05521718040108681, -0.00304169743321836, 0.04666983708739281, 0.018982434645295143, 0.05181264877319336, 0.005349062383174896, -0.04111483693122864, 0.04928182438015938, 0.04779094085097313, 0.0096091628074646, -0.002445065649226308, 0.027310483157634735, -0.022869572043418884, 0.022537976503372192, -0.04387893155217171, 0.027230821549892426, 0.0030530202202498913, -0.011553912423551083, 0.03195009380578995, 0.0298471599817276, 0.041796691715717316, 0.009692435152828693, -0.03079507313668728, 0.0025194890331476927, -0.0752488449215889, 0.034786902368068695, -0.04452795907855034, 0.004093670751899481, -0.00728163355961442, 0.00838786456733942, -0.020310867577791214, -0.0038999838288873434, 0.019673975184559822, 0.033502716571092606, 0.029840845614671707, 0.02111610770225525, 0.05032017454504967, 0.061018988490104675, -0.006603887304663658, -0.002365247579291463, -0.02838420681655407, -0.011740106157958508, 0.007069460581988096, 0.0485018789768219, 2.1848452888661996e-05, -0.002070539863780141, 0.02474849298596382, 0.039430826902389526, -0.025905251502990723, -0.05756247416138649, -0.043527163565158844, 0.015219454653561115, -0.019659286364912987, -0.04604248329997063, 0.04398671165108681, -0.0472203753888607, -0.01243364904075861, 0.01142791099846363, 0.024839678779244423, -0.06833087652921677, 0.04276888445019722, -0.03483055159449577, 0.03121018037199974, 0.0023155692033469677, -0.0022294092923402786, 0.05214269459247589, 0.01445841696113348, -0.054066866636276245, -0.025931341573596, 0.030190853402018547, -0.062481336295604706, -0.006807051133364439, 0.0003793584764935076, 0.03911461681127548, 0.006964960601180792, 0.029271487146615982, 0.011633917689323425, -0.0013123241951689124, -0.01192406564950943, -0.006521663162857294, -0.07683471590280533, -0.019387539476156235, -0.011440671049058437, -0.004263248294591904, -0.01579463481903076, -0.004506848752498627, 0.060959476977586746, -0.012807917781174183, 0.01609405316412449, -0.05572303384542465, -0.019202012568712234, 0.0072495704516768456, 0.01666812039911747, 0.016136005520820618, -0.03134811669588089, -0.004768919665366411, -0.006059627048671246, 0.015832386910915375, 0.01043198723345995, 0.019170790910720825, 0.02408929541707039, 0.003513581585139036, -0.06019449234008789, -0.03228088468313217, 0.09635414183139801, -0.06283460557460785, -0.02923760749399662, -0.016237590461969376, -0.025469299405813217, 0.004685533698648214, 0.03634403273463249, 0.04763239249587059, 0.023451311513781548, 0.026214679703116417, 0.013516190461814404, 0.02178388088941574, -0.030952615663409233, 0.03193828836083412, 0.03059486672282219, 0.009660393930971622, 0.03610888123512268, 0.02737695351243019, -0.06312282383441925, -0.023366602137684822, 0.033883560448884964, -0.020186815410852432, 0.0013559446670114994, 0.0254945307970047, 0.005123874172568321, -0.032026104629039764, -0.060325659811496735, -0.052288368344306946, 0.030999919399619102, 0.004428261891007423, 0.01926952786743641, -0.06640391796827316, -0.008693338371813297, 0.012980610132217407, 0.02410047873854637, 0.0024222799111157656, -0.0016432187985628843, -0.01438218355178833, -0.03153776377439499, -0.0020473701879382133, -0.057815637439489365, 0.031769055873155594, -0.026818949729204178, 0.01785908453166485, 0.04699818044900894, -0.005590507294982672, 0.06639101356267929, 0.013583477586507797, 0.005075045395642519, 0.005850131623446941, 0.011097997426986694, 0.009998496621847153, 0.05975594371557236, -0.03717782720923424, 0.004613272845745087, 0.01679265685379505, 0.008248486556112766, 0.03284294530749321, 0.004360757302492857, 0.0076005528680980206, 0.044847361743450165, -0.015118641778826714, 0.01683376170694828, -0.030567577108740807, -0.01440134271979332, -0.024435877799987793, -0.09119148552417755, 0.005615706089884043, 0.03308267146348953, 0.002179056638851762, 0.01222882978618145, 0.05474109947681427, -0.0219284500926733, -0.051746565848588943, 0.0022976233158260584, 0.011004313826560974, 0.06237241253256798, -0.018370216712355614, -0.006854210048913956, 0.009647673927247524, 0.04219849407672882, -0.027236590161919594, 0.015101301483809948, 0.01497588586062193, -0.0007814522250555456, -0.006552929989993572, 0.0328076146543026, -0.00011106941383332014, -0.004523871466517448, 0.07267244160175323, -0.01000762265175581, 0.04064968228340149, 0.04533311352133751, 0.009082932025194168, -0.006821346934884787, -0.0013071754947304726, 0.0014330859994515777, 0.011985220946371555, -0.03273983672261238, 0.01814238540828228, -0.0013327950146049261, -0.027572494000196457, -0.0028516126330941916, 0.016413722187280655, 0.05202813819050789, -0.02793465368449688, -0.00907981488853693, 0.06404677778482437, -0.052583564072847366, 0.05316251888871193, -0.022677471861243248, 0.01557446364313364, -0.07797005027532578, 0.016623875126242638, -0.02629813924431801, 0.008799262344837189, 0.0032757162116467953, -0.028990479186177254, -0.0062970686703920364, 0.01991032063961029, 0.0258034598082304, 0.045233529061079025, 0.03325524553656578, 0.03449767082929611, 0.03185659646987915, -0.04063865542411804, -0.010818532668054104, 0.002353513613343239, -0.0012214855523779988, -0.014078136533498764, -0.06073414161801338, -0.03520617261528969, -0.03831164538860321, 0.009322854690253735, -0.058819729834795, -0.021758796647191048, 0.018783144652843475, 0.028785718604922295, -0.05529645085334778, 0.015189115889370441, 0.020663348957896233, 0.021224191412329674, -0.04945380613207817, 0.02662752941250801, 0.018483785912394524, 0.06351640820503235, 0.026238540187478065, -0.022744949907064438, 0.02929459884762764], [-0.03275032714009285, -0.015331421978771687, -0.00769455311819911, 0.023243092000484467, 0.03635077551007271, 0.041374336928129196, -0.005998719017952681, -0.0014967528404667974, 0.027690168470144272, -0.024325331673026085, 0.012211237102746964, 0.018443379551172256, 0.030009349808096886, -0.05938923731446266, -0.023257644847035408, -0.007344990968704224, 0.002576405182480812, 0.008806676603853703, 0.06891878694295883, -0.018136905506253242, 0.00782427005469799, 0.018197400495409966, 0.045155204832553864, 0.04544684663414955, 0.007925068959593773, -0.01929526962339878, -0.026170488446950912, -0.03217128664255142, -0.03871023282408714, -0.0011935053626075387, -0.011179957538843155, 0.047326937317848206, 0.009775670245289803, 0.02266068011522293, -0.008856094442307949, -0.027542704716324806, 0.03651919960975647, -0.010210594162344933, 0.023038703948259354, 0.022307047620415688, -0.01882615126669407, 0.036194294691085815, -0.017671065405011177, -0.009089799597859383, -0.016055351123213768, -0.0430414117872715, -0.011305307038128376, -0.0033976291306316853, -0.06018541008234024, -0.00506535405293107, -0.013370681554079056, -0.06513460725545883, 0.05522963032126427, -0.08366565406322479, -0.0007705037714913487, 0.008062000386416912, -0.018943337723612785, 0.004732477944344282, -0.04055674374103546, -0.016814319416880608, -0.03668658807873726, -0.05795888602733612, -0.04558942839503288, 0.004536290653049946, -0.03944198414683342, -0.03719057887792587, 0.04512806609272957, 0.0013127608690410852, 0.0011611559893935919, 0.011086201295256615, -0.014233414083719254, -0.05761414021253586, 0.02127864584326744, -0.023399610072374344, -0.05913379415869713, 0.0336339958012104, 0.06060948595404625, 0.005052799824625254, -0.0030325695406645536, 0.036631934344768524, 0.02849673666059971, -0.02353416010737419, -0.0047310409136116505, -0.02109168842434883, 0.0015588297974318266, -0.061138756573200226, 0.033785510808229446, -0.025388186797499657, -0.010126852430403233, 0.06325110048055649, 0.023962944746017456, -0.05945328623056412, 0.027105405926704407, 0.024931948632001877, -0.006338287144899368, 0.019336730241775513, -0.032043036073446274, -0.006470211781561375, -0.05558287724852562, -0.0030668785329908133, 0.04240730032324791, -0.02974068745970726, 0.009166031144559383, -0.0003752720367629081, 0.01000818982720375, -0.005804745014756918, -0.040494851768016815, -0.00819572526961565, 0.04303961619734764, 0.02314508706331253, 0.025833575055003166, -0.02387063205242157, 0.04485036060214043, 0.031184112653136253, -0.025311289355158806, 0.012885799631476402, -0.0183832049369812, -0.04458779841661453, 0.018392909318208694, -0.008724167011678219, 0.04830477759242058, -0.06562132388353348, 0.030166445299983025, -0.027527960017323494, -0.017813153564929962, -0.016357555985450745, 0.015603176318109035, -0.0018712773453444242, -0.04784945026040077, 0.033371731638908386, -0.03379606455564499, 0.013098466210067272, 0.030659761279821396, 0.07039429247379303, -0.03553901985287666, -0.03565191477537155, 0.03246769681572914, 0.004003559704869986, -0.04817613959312439, -0.0039038786198943853, 0.02092992700636387, 0.03950858488678932, 0.024087440222501755, -0.023646462708711624, 0.0035626296885311604, 0.02159992977976799, -0.003176806727424264, 0.0428277850151062, 0.047552917152643204, -0.03448772057890892, 0.01816106215119362, 0.04201227053999901, -0.026804838329553604, -0.059537120163440704, -0.020451722666621208, -0.007017655298113823, -0.009820133447647095, 0.026394154876470566, -0.01941492035984993, -0.048715148121118546, -0.05786949023604393, 0.011070337146520615, -0.012957231141626835, -0.01908918283879757, 0.0010564904659986496, -0.0005572468508034945, 0.017187844961881638, 0.03320732340216637, 0.035907212644815445, -0.0034289134200662374, 0.01713777892291546, 0.07771247625350952, -0.018176890909671783, 0.013391529209911823, -0.018990010023117065, 0.006623594556003809, 0.02271825633943081, 0.024149887263774872, 0.010937541723251343, 0.012329528108239174, 0.03575372323393822, 0.013406443409621716, -0.02358476258814335, 0.026192745193839073, 0.003627109806984663, -0.05137864127755165, -0.020558945834636688, 0.001631930354051292, -0.021697672083973885, 0.03404450789093971, 0.02377871796488762, 0.0346197783946991, 0.020587172359228134, -0.013272330164909363, -0.03549835830926895, -0.028977081179618835, 0.011651667766273022, 0.03333443030714989, -0.046387553215026855, -0.007348375394940376, -0.016226185485720634, 0.004954040050506592, 0.0028480179607868195, 0.010062838904559612, 0.034805525094270706, -0.0023790691047906876, -0.06147156283259392, -0.0012701001251116395, 0.05186137929558754, -0.0228726826608181, 0.013816933147609234, -0.02828352525830269, 0.02208852954208851, -0.030452487990260124, -0.00193864107131958, 0.026450179517269135, -0.034776706248521805, -0.014524661004543304, -0.010299412533640862, -0.009277062490582466, -0.010230079293251038, -0.06852056086063385, 0.0062012323178350925, -0.042013853788375854, 0.017097417265176773, 0.0776798203587532, 0.021560659632086754, -0.011409996077418327, 0.027895446866750717, -0.02909713238477707, 0.0008670724928379059, 0.021055355668067932, 0.01902809552848339, 0.013829544186592102, 0.01574958674609661, -0.03204093128442764, -0.002877555787563324, -0.00662381574511528, 0.020911559462547302, 0.020880870521068573, -0.013888167217373848, 0.03620971739292145, 0.03102858178317547, -0.08299265056848526, 0.006702309940010309, -0.05044424906373024, 0.04302234202623367, 0.03645655885338783, -0.04717613384127617, -0.007527424022555351, 0.01204195711761713, 0.00018531325622461736, -0.02366488426923752, 0.00019978584896307439, -0.04270077496767044, 0.045372527092695236, -0.01612786203622818, 0.03355608507990837, 0.010436302050948143, -0.009967433288693428, 0.010769439861178398, -0.032024405896663666, 0.005026849918067455, 0.011906279250979424, -0.023594403639435768, -0.03343867510557175, -0.003999421838670969, 0.001743106753565371, -0.044507913291454315, 0.04185538366436958, -0.010251623578369617, -0.04070102795958519, -0.010140600614249706, -0.004220733419060707, 0.04393761232495308, 0.03230339661240578, 0.04048849269747734, -0.010615027509629726, 0.02287297323346138, -0.005187980830669403, -0.015210657380521297, 0.013638010248541832, 0.004218090791255236, 0.047349799424409866, -0.02285003289580345, 0.0725254938006401, 0.03614841029047966, 0.020703021436929703, 0.054918427020311356, 0.025155967101454735, 0.03054431639611721, -0.042529258877038956, -0.021743321791291237, 0.03143749386072159, 0.01310295145958662, 0.03175507113337517, 0.03469563648104668, -0.046031054109334946, 0.004758505150675774, 0.0015080510638654232, 0.021650167182087898, -0.009725923649966717, 0.01608525775372982, 0.00022416075807996094, -0.06840629875659943, 0.006306946277618408, 0.01814712956547737, -0.018468232825398445, 0.00541571294888854, 0.03383232653141022, -0.046323515474796295, 0.029316777363419533, -0.0027864412404596806, -0.020232297480106354, -0.033779069781303406, -0.03931163251399994, -0.00026933944900520146, 0.028125973418354988, 0.005566424690186977, 0.002413073554635048, -0.042205605655908585, 0.04116557165980339, 0.042580969631671906, -0.0044255503453314304, 0.020529596135020256, 0.03137712553143501, -0.020532723516225815, 0.0448344387114048, -0.00021907324844505638, -0.02574343979358673, 0.02216287888586521, -0.012576902285218239, 0.03845059126615524, -0.016352910548448563, 0.0262778140604496, -0.003101947018876672, 0.04159427061676979, 0.016719916835427284, -0.00871942937374115, 0.027370337396860123, -0.04825277253985405, -0.027565915137529373, 0.04370291158556938, -0.049027539789676666, 0.048698678612709045, -0.06435757130384445, 0.002356958109885454, 0.03982071951031685, 0.044362474232912064, 0.03810807317495346, 0.03204968944191933, -0.07069370150566101, -0.05087309330701828, -0.020012740045785904, -0.026281341910362244, 0.04170132055878639, 0.052126288414001465, -0.007156774401664734, -0.020766785368323326, -0.02476162649691105, -0.005032459273934364, 0.0105048893019557, -0.021110983565449715, 0.01723913848400116, 0.008074921555817127, 0.01514318585395813, -0.008953909389674664, 0.007401922717690468, -0.014704880304634571, -0.005434968508780003, 0.011163909919559956, 0.008885045535862446, -0.005508409347385168, 0.06693309545516968, -0.034393370151519775, -0.07266145199537277, -0.07643276453018188, -0.06487524509429932, 0.003919150680303574, -0.041193366050720215, -0.023397045210003853, 0.013504178263247013, -0.01619473285973072, -0.004448820371180773, 0.029415840283036232, -0.000780262693297118, 0.02245686948299408, -0.05591375380754471, 0.014506918378174305, -0.02404193766415119, 0.0016319574788212776, -0.014885826967656612, -0.013351130299270153, 0.011537719517946243, -0.006751129869371653, 0.025466550141572952, 0.016998888924717903, -0.008225515484809875, 0.044683344662189484, 0.025710852816700935, 0.030022192746400833, -0.04139285534620285, 0.015851348638534546, 0.033374544233083725, 0.03717265650629997, 0.02199634723365307, 0.038487885147333145, 0.023250671103596687, -0.019446436315774918, 0.037626735866069794, 0.03321181610226631, 0.013641390949487686, 0.004585712682455778, -0.007384967524558306, 0.016217010095715523, -0.012445497326552868, -0.002210217295214534, 0.005130236502736807, 0.0478840097784996, -0.016158603131771088, -0.06503275781869888, -0.020599566400051117, -0.0019266976742073894, -0.040794409811496735, 0.036364421248435974, -0.005271696951240301, 0.03263003006577492, 0.03150397166609764, 0.028951305896043777, 0.018699608743190765, -0.024741023778915405, 0.024438465014100075, 0.05159858241677284, 0.060761380940675735, -0.04303745552897453, 0.030637990683317184, -0.01984529383480549, -0.0681903138756752, 0.09046754986047745, 0.0434187687933445, -0.020323840901255608, 0.018134277313947678, -0.009783102199435234, -0.04098602384328842, 0.04337330535054207, -0.017720689997076988, 0.07500845193862915, -0.002487159799784422, -0.03889945521950722, 0.007912497967481613, -0.0038022506050765514, -0.0020383328665047884, -0.013678532093763351, -0.0051925466395914555, -0.005256629548966885, -0.012539464980363846, -0.008899389766156673, -0.041866760700941086, -0.010088009759783745, -0.04206995666027069, 0.026105882599949837, 0.035203058272600174, -0.060433097183704376, -0.0019199118250980973, -0.03295725956559181, -0.011012100614607334, 0.002778777852654457, 0.04359971359372139, 0.07438469678163528, 0.01916915364563465, -0.021498560905456543, -0.015080094337463379, 0.0040097711607813835, 0.015021463856101036, 0.05487891659140587, 0.0036561796441674232, -0.016543228179216385, -0.020079506561160088, 0.014330225996673107, -0.01801810786128044, 0.052210234105587006, 0.0026002817321568727, 0.005428217817097902, -0.05247650295495987, -0.015362882055342197, -0.05608312785625458, -0.019963569939136505, 0.0015881229192018509, -0.035264547914266586, 0.012140975333750248, -0.0012610559351742268, -0.04786181449890137, 0.016041195020079613, 0.012056815437972546, 0.010603513568639755, -0.006919915322214365, -0.03543351590633392, 0.07446255534887314, 0.00207765051163733, -0.07163775712251663, 0.017039330676198006, -0.0358554869890213, 0.046203091740608215, -0.05539124831557274, -0.01586996205151081, -0.018879389390349388, -0.039881784468889236, 0.045738495886325836, -0.00882508885115385, 0.012930851429700851, 0.013596768490970135, -0.006279792636632919, -0.009532342664897442, 0.03893357515335083, -0.04768546298146248, -0.01673070527613163, 0.008897903375327587, -0.029265055432915688, -0.04092450067400932, -0.013012081384658813, -0.005943020805716515, -0.06314452737569809, -0.01525199692696333, -0.07962067425251007, -0.014965281821787357, 0.00157338532153517, -0.005618161056190729, 0.009901704266667366, -0.06479945778846741, 0.03643978759646416, 0.01993553340435028, 0.020387278869748116, 0.011525843292474747, -0.022561149671673775, 0.047235939651727676, 0.04504319280385971, -0.018030915409326553, 0.014743093401193619, 0.02522903122007847, 0.007963711395859718, -0.01897178590297699, 0.005465121939778328, -0.013392469845712185, 0.02129315584897995, -0.011189267970621586, 0.00010139754886040464, -0.0641704723238945, -0.04973220452666283, 0.026177935302257538, 0.035876404494047165, -0.04470214992761612, 0.02342178486287594, 0.031226688995957375, 0.024559862911701202, 0.04740990325808525, 0.002262130379676819, -0.0014951847260817885, 0.019619014114141464, 0.023164354264736176, 0.040812209248542786, -0.04110394045710564, -0.011077295057475567, 0.006763410288840532, -0.027093494310975075, 0.010659722611308098, -0.030959879979491234, -0.005652538500726223, 0.030851256102323532, -0.05449553206562996, -0.004399769939482212, -0.010079005733132362, -0.058175306767225266, 0.040827859193086624, 0.02303018420934677, -0.03534918650984764, -0.05182040482759476, 0.009361596778035164, 0.02369523234665394, -0.01856038346886635, -0.006150352768599987, 0.03199998661875725, 0.02981656789779663, -0.009749558754265308, -0.028921006247401237, 0.018730076029896736, -0.029110250994563103, 0.06383233517408371, 0.01209674309939146, 0.04003582149744034, -0.02949863113462925, 0.014090802520513535, -0.0010602144757285714, 0.057100847363471985, 0.026827596127986908, -0.0025992568116635084, -0.02146271988749504, -0.012435500510036945, -0.01028476282954216, 0.016132254153490067, -0.020285217091441154, -0.017890548333525658, -0.03404450789093971, -0.01287753600627184, 0.056846197694540024, 0.008420881815254688, 0.017003491520881653, 0.00281148380599916, -0.012111618183553219, 0.012943219393491745, -0.026931924745440483, 0.0018078996799886227, 0.009553388692438602, 0.07984474301338196, -0.013792436569929123, -0.024721287190914154, -0.07829145342111588, -0.03599857911467552, -0.006516817957162857, 0.0011726005468517542, 0.001282616751268506, 0.04602392762899399, 0.011109010316431522, -0.020009486004710197, 0.012016124092042446, 0.03622341528534889, -0.019391687586903572, 0.03508111461997032, -0.01786975935101509, 0.014074454084038734, 0.0030385928694158792, -0.0025342616718262434, 0.021696433424949646, -0.036063142120838165, 0.05793287232518196, 0.002803716342896223, 0.0781962126493454, -0.02322600595653057, 0.02141164429485798, -0.0163891464471817, -0.02732015773653984, 0.019317753612995148, -0.022232040762901306, 0.04051237925887108, -0.012866038829088211, -0.03603334724903107, 0.03535880520939827, 0.028972381725907326, 0.036790575832128525, 0.014385437592864037, 0.0017826278926804662, 0.010318730026483536, -0.034204624593257904, 0.03261128440499306, -0.022784562781453133, 0.04891204461455345, 0.027179809287190437, -0.008824464865028858, -0.014964836649596691, 0.013505836017429829, -0.005768239498138428, -0.055305179208517075, -0.006437063217163086, -0.016907108947634697, 0.08815527707338333, -0.07705732434988022, -0.016906660050153732, 0.03518928959965706, 0.004531226586550474, -0.006765602622181177, 0.00982305034995079, 0.058466967195272446, 0.017316490411758423, -0.01458510011434555, 0.010019337758421898, 0.04099424183368683, -0.02652479149401188, -0.02060607820749283, 0.03249548003077507, -0.043434180319309235, -0.03836445137858391, 0.02496405877172947, -0.009773299098014832, -0.010045447386801243, -0.012520973570644855, 0.04245849326252937, 0.020211510360240936, -0.024049928411841393, -0.04127585515379906, -0.027225559577345848, -0.03000953607261181, -0.04166557267308235, -0.015591834671795368, 0.03811632841825485, -0.02599777840077877, 0.0010089256102219224, -0.005632559768855572, -0.03388887271285057, 0.08536867797374725, -0.0078101432882249355, 0.008845890872180462, -0.01910819672048092, 0.06589683145284653, 0.029218222945928574, 0.020864028483629227, 0.019056886434555054, -0.025188297033309937, 0.015618466772139072, -0.007905332371592522, -0.03796473890542984, 0.006029329262673855, 0.02795378863811493, 0.03715433552861214, 0.03882148489356041, -0.05285096913576126, -0.004600037354975939, -0.061026427894830704, 0.00015197171887848526, -0.03523240610957146, 0.004854584578424692, 0.01627907156944275, -0.018547335639595985, 0.0202504713088274, 0.0011102056596428156, 0.0063378214836120605, -0.017884641885757446, 0.042827729135751724, 0.021894831210374832, 0.01864665560424328, -0.02813008613884449, -0.07128223776817322, -0.05593134090304375, -0.013163655065000057, 0.02018137089908123, 0.01517520286142826, 0.0025637769140303135, 0.0027224007062613964, 0.0020425410475581884, -0.004988412372767925, -0.022508159279823303, -0.025240786373615265, -0.021070076152682304, 0.038703761994838715, -0.0054037440568208694, 0.004669600166380405, -0.05583837628364563, 0.04913288354873657, -0.0039767115376889706, -0.0066742743365466595, -0.04354031756520271, 0.05317205563187599, -0.005481672938913107, -0.0023370373528450727, 0.03768240660429001, 0.05348987132310867, 0.06622446328401566, -0.02355574443936348, -0.03500876948237419, 0.06404122710227966, 0.030451014637947083, 0.07536281645298004, 0.01178918406367302, -0.023992598056793213, -0.007454161997884512, -0.052880968898534775, 0.006653360091149807, 0.012182150967419147, -0.0427326001226902, 0.03386613354086876, -0.0024839602410793304, 0.02956985868513584, -0.04908869415521622, -0.020160334184765816, -0.0348605178296566, 0.03854477033019066, 0.04306751862168312, 0.001768582034856081, -0.03681744262576103, -0.05253962427377701, 0.007712128572165966, 0.014168723486363888, 0.021688777953386307, 0.037743017077445984, -9.263311221729964e-05, 0.033580902963876724, 0.01825311966240406, -0.06714196503162384, 0.05289274454116821, -0.03187749162316322, -0.02749207429587841, 0.00990888848900795, 0.03192823380231857, 0.04608428105711937, 0.02152746357023716, -0.00467524491250515, 0.04825666919350624, -0.015400940552353859, 0.0594802126288414, 0.0028842890169471502, 0.01690739206969738, -0.017013901844620705, -0.006981732323765755, 0.015583423897624016, 0.02948530577123165, -0.031088892370462418, 0.0027134765405207872, 0.07914051413536072, -0.015663428232073784, 0.008079679682850838, 0.03581162914633751, 0.00927046313881874, 0.0014157947152853012, 0.0054191830568015575, -0.0030754751060158014, -0.0362202487885952, -0.028965968638658524, -0.011937038041651249, -0.022138765081763268, 0.011583573184907436, -0.00792643427848816, -0.052175186574459076, -0.03213126212358475, -0.028889194130897522, 0.04186395928263664, 0.008547176606953144, -0.0033375073689967394, -0.02775653265416622, -0.03865055367350578, 0.0327645018696785, 0.022084683179855347, 0.01677151955664158, -0.008494731038808823, 0.03257802873849869, 0.018719995394349098, -0.0010166227584704757, 0.007905218750238419, -0.013014191761612892, 0.04788317531347275, -0.001587354694493115, -0.039096906781196594, -0.02337457798421383, -0.011290406808257103, 0.026882760226726532, 0.0004512696177698672, 0.011091015301644802, 0.06120975688099861, -0.05303434655070305, 0.013643906451761723, -0.016910186037421227, -0.038669928908348083, 0.0008108894689939916, -0.04003071039915085, -0.037458084523677826, 0.012477395124733448, -0.031382281333208084, 0.06300251185894012, 0.009761346504092216, 0.017874883487820625, 0.05659715458750725, -0.0237549040466547, 0.0167237538844347, -0.07592644542455673, -0.023115862160921097, 0.015248403884470463, -0.03372121974825859, 0.01650140807032585, -0.03501874953508377, 0.005981171503663063, 0.002341897925361991, 0.027664147317409515, 0.005683604162186384, 0.0074437083676457405, 0.03842529281973839, -0.010418906807899475, -0.04318613186478615, -0.019443580880761147, 0.05509186163544655, -0.0004510674625635147, -0.014723008498549461, 0.024754075333476067, -0.0173049159348011, 0.02940918691456318, 0.011493474245071411, -0.02547561563551426, -0.05455900356173515, 0.02627977356314659, 0.02956426329910755, -0.01609240472316742, -0.00022317335242405534, 0.008587134070694447, 0.012306883931159973, -0.026440277695655823, 0.0069167050532996655, 0.04916396737098694, -0.033175792545080185, -0.03386625647544861, 0.0316912941634655, -0.021365255117416382, -0.007233373820781708, -0.015073372982442379, 0.015318790450692177, -0.04265749827027321, -0.04760611429810524, -0.058301057666540146, 0.04034401848912239, 0.01628921553492546, 0.020773092284798622, 0.004557035863399506, 0.031095659360289574, 0.03426577150821686, 0.03371766582131386, -0.00965210236608982, -0.010515130124986172, -0.020630011335015297, 0.02635081857442856, -0.012784235179424286, -0.04247932881116867, 0.04831753671169281, 0.025627046823501587, -0.023140238597989082, 0.03152281418442726, 0.009973306208848953, 0.003548723878338933, -0.010774913243949413, -0.02006050944328308, 0.013738627545535564, -0.001606251928023994, -0.012921164743602276, 0.015235064551234245, -0.01672767475247383, 0.01335096638649702, -0.021875333040952682, 0.05343051254749298, -0.023370157927274704, 0.003605347126722336, -0.012987020425498486, 0.03561709076166153, -0.010773821733891964, 0.04940696060657501, -0.018028536811470985, -0.046993449330329895, 0.012765022926032543, -0.031833894550800323, -0.019533442333340645, 0.029100406914949417, -0.005226062145084143, 0.007832289673388004, 0.010181242600083351, -0.03903897851705551, -0.03526889532804489, 0.00468464195728302, 0.008790013380348682, 0.045631520450115204, -0.033007293939590454, -0.018101966008543968, -0.003521193750202656, -0.042080871760845184, -0.05398928001523018, 0.0023875385522842407, -0.006819778587669134, -0.006062058266252279, -0.008099810220301151, 0.010258728638291359, -0.01769975759088993, -0.00995434820652008, 0.014963977970182896, -0.01667485013604164, 0.01173951756209135, -0.03032737597823143, 0.044092364609241486, -0.03642260283231735, 0.014593864791095257, -0.018739135935902596, 0.017907582223415375, -0.056192927062511444, -0.01820243149995804, 0.002843729918822646, -0.013409922830760479, 0.02170240506529808, 0.01714344322681427, -0.0053899651393294334, -0.011378596536815166, -0.021013107150793076, 0.021261803805828094, 0.03331146389245987, 0.07549101114273071, -0.005680303554981947, -0.020854709669947624, -0.02573096752166748, 0.008117062970995903, -0.041633471846580505, 0.005320131778717041, 0.026303723454475403, -0.02099069207906723, 0.009853255935013294, 0.05652763321995735, 0.05336323752999306, 0.04063994437456131, 0.01263352856040001, 0.017581455409526825, 0.03616040199995041, -0.002536899410188198, 0.08026225864887238, 0.05194699391722679, 0.013986552134156227, -0.014826958999037743, -0.04645527899265289, -0.031513407826423645, -0.02383226528763771, -0.044312331825494766, 0.00439543928951025, 0.016798844560980797, -0.0164495799690485, 0.03254149854183197, -0.0955052524805069, -0.02263985201716423, 0.015492906793951988, 0.030541785061359406, 0.0037759006954729557, 0.012002568691968918, 0.014553886838257313, 0.029811115935444832, 0.0026221880689263344, -0.0013097233604639769, 0.021018514409661293], [0.02098371647298336, 0.04000953957438469, 0.01507551595568657, 0.023305144160985947, 0.024607984349131584, 0.01611654832959175, -0.01243740413337946, -0.04317963868379593, 0.012634452432394028, -0.015617243014276028, 0.033541757613420486, 0.04837159812450409, -0.00722869485616684, -0.10662873834371567, -0.05113814026117325, 0.024080075323581696, -0.009239310398697853, -0.03366672992706299, 0.04069673642516136, 0.014911112375557423, -0.02248288132250309, 0.023601846769452095, 0.023911546915769577, 0.08224145323038101, 0.0031611777376383543, -0.03811531141400337, -0.04227226600050926, -0.0331900529563427, -0.07337506860494614, 0.01940164528787136, -0.0315743125975132, 0.03230954706668854, -0.011596238240599632, -0.03427198529243469, -0.007838306948542595, -0.024842511862516403, 0.0038088844157755375, 0.013025972060859203, 0.05400444567203522, 0.000405836442951113, -0.026303183287382126, 0.018497731536626816, 0.003704910399392247, 0.03152010217308998, 0.006523610092699528, -0.04884856566786766, -0.0037935697473585606, -0.02164587751030922, -0.03719918057322502, 0.0008995988173410296, -0.024041110649704933, -0.035505328327417374, 0.03476355969905853, -0.04023926705121994, 0.016787979751825333, -0.01359379943460226, 0.008541764691472054, -0.03431619331240654, -0.01231567095965147, -0.0670279785990715, -0.05148183926939964, -0.02867961674928665, -0.03743967041373253, 0.002679233904927969, -0.017310261726379395, -0.000468715385068208, 0.03863329440355301, 0.023170916363596916, 0.014948275871574879, 0.005307364743202925, 0.006459445226937532, -0.033104512840509415, 0.01273301336914301, -0.00935735646635294, -0.0436808280646801, -0.010497178882360458, 0.02603013627231121, -0.01356584019958973, 0.0292658731341362, 0.02098201774060726, 0.0073829288594424725, -0.018267983570694923, -0.01908756233751774, 0.0443328320980072, 0.009672431275248528, -0.018214579671621323, -0.007457955274730921, -0.011411073617637157, 0.02029178850352764, 0.01181761547923088, 0.02647021785378456, -0.09363527595996857, 0.010316678322851658, 0.053249042481184006, 0.028103193268179893, 0.03197544813156128, -0.04238063469529152, -0.00041221443098038435, -0.05763296037912369, 0.014624139294028282, -0.020837336778640747, 0.051377031952142715, 0.015661343932151794, 0.015521563589572906, -0.005674315150827169, -0.01625809818506241, -0.08712167292833328, 0.038788311183452606, 0.0440111868083477, -0.023391081020236015, -0.05653749033808708, -0.02843918278813362, 0.009804755449295044, 0.022206412628293037, -0.026189638301730156, 0.024037376046180725, -0.002117377007380128, -0.03473009541630745, -0.01722526177763939, 0.009241198189556599, -0.03215266764163971, -0.024643270298838615, -0.022733081132173538, 0.017275260761380196, -0.05773970112204552, 0.0009546324727125466, 0.055713020265102386, 0.03938168287277222, -0.04087476804852486, 0.021754223853349686, -0.010099878534674644, 0.041227370500564575, 0.03623029589653015, 0.01908695325255394, -0.07510923594236374, 0.0013314738171175122, 0.011122510768473148, -0.04452212527394295, 0.031700603663921356, 0.01705656573176384, -0.011866561137139797, 0.0764356479048729, -0.008637027814984322, -0.050808969885110855, 0.021807940676808357, 0.01758911833167076, 0.010133634321391582, 0.03944706916809082, 0.024007223546504974, 0.037283722311258316, -0.05280066654086113, 0.04781826213002205, -0.0233859084546566, -0.01929505169391632, -0.037565574049949646, -0.006503204815089703, -0.036715444177389145, -0.01342835370451212, 0.01615140214562416, -0.008220041170716286, -0.05338503047823906, -0.01854754239320755, 0.011924900114536285, -0.00157938280608505, 0.03436252474784851, -0.042302414774894714, -0.011877762153744698, 0.002431415719911456, 0.04559217020869255, -0.0015871700597926974, 0.0373234860599041, 0.05737316608428955, -0.061019398272037506, 0.001188554335385561, -0.006041114218533039, 0.017681729048490524, 0.0011876553762704134, 0.02057088539004326, -0.01152823120355606, -0.012087814509868622, 0.011470175348222256, 0.0012010268401354551, -0.06240112707018852, 0.0387633815407753, -0.0016348558710888028, -0.07362815737724304, 0.020047280937433243, -0.027746783569455147, -0.00821074191480875, 0.025264225900173187, -0.021985601633787155, 0.04186330735683441, 0.03202740475535393, -0.013114550150930882, 0.007526426110416651, 0.009566831402480602, 0.01887572556734085, 0.0022474396973848343, -0.018816376104950905, 0.008660832419991493, 0.0015150874387472868, -0.006533142179250717, 0.04699007794260979, 0.007780629210174084, 0.04790453612804413, -0.02965468168258667, -0.0011754169827327132, -0.02344239503145218, -0.009396038018167019, -0.07433522492647171, -0.02056586556136608, 0.051643479615449905, 0.0038307916838675737, 0.017708614468574524, -0.025926506146788597, -0.0042649731040000916, -0.011960537172853947, 0.030893754214048386, 0.019207270815968513, 0.013568367809057236, -0.06590918451547623, -0.01578722521662712, 0.003893844783306122, -0.019205933436751366, 0.04464524984359741, 0.04020846262574196, -0.03947379067540169, -0.029648957774043083, 0.0012144583743065596, -0.026802420616149902, 0.02135375514626503, 0.01082331221550703, 0.046341657638549805, 0.04228910803794861, -0.0008267897646874189, -0.017847884446382523, -0.01720999926328659, -0.018342500552535057, 0.03250894695520401, 0.03414186090230942, -0.013008994981646538, -0.007720408495515585, 0.06834341585636139, -0.08058011531829834, 0.030405675992369652, -0.04532606527209282, 0.026559431105852127, 0.017322741448879242, -0.056239109486341476, -0.014997164718806744, -0.02022615447640419, 0.02614736370742321, -0.009486749768257141, 0.0012335632927715778, -0.020025430247187614, 0.03492105379700661, -0.043937090784311295, 0.01199213694781065, -0.027685444802045822, 0.041587963700294495, -0.056498292833566666, 0.02089097537100315, -0.004756541457027197, -0.015211544930934906, 0.05204463750123978, -0.030354807153344154, 0.010866462253034115, -0.05676501989364624, -0.039578020572662354, 0.026091402396559715, -0.017330294474959373, -0.04748399928212166, -0.020007720217108727, 0.013885551132261753, 0.04269403964281082, -0.00916906539350748, 0.02076324075460434, -0.013377326540648937, -0.03587350994348526, 0.0065852138213813305, 0.005779306869953871, -0.003519455436617136, -0.027780713513493538, -0.010301155038177967, 0.017811765894293785, 0.050822652876377106, 0.0021785488352179527, 0.02348327822983265, 0.03162834420800209, 0.003915781155228615, -0.006020629312843084, 0.003166669048368931, -0.01795003190636635, 0.006740009877830744, -0.005408921744674444, 0.039383601397275925, 0.021165037527680397, -0.025361161679029465, 0.04712497070431709, 0.01001005433499813, 0.021219490095973015, 0.004904760513454676, 0.09141911566257477, 0.012072261422872543, -0.04292655736207962, 0.006890648044645786, -0.025296857580542564, 0.007017964497208595, 0.06392660737037659, -0.015860700979828835, -0.04185980558395386, 0.04175189882516861, -0.0369873121380806, -0.031342606991529465, 0.00488472543656826, -0.005111774895340204, -0.008058528415858746, 0.02635226771235466, 0.00778013514354825, -0.027966510504484177, -0.0011330883717164397, 0.05131666362285614, 0.008583512157201767, 0.02062501758337021, 0.014031591825187206, 0.022477097809314728, 0.0040649715811014175, 0.061356041580438614, 0.01336042582988739, 0.00042101138387806714, 0.0012747476575896144, 0.01187098491936922, 0.04323181137442589, 0.00464233011007309, 0.0011583351297304034, -0.00233026803471148, 0.04229484871029854, 0.010985275730490685, 0.00028815638506785035, -0.004184020683169365, 0.04523087665438652, -0.007161021698266268, -0.021836990490555763, -0.0023777622263878584, 0.025871848687529564, -0.016465507447719574, -0.022848356515169144, 0.04775151237845421, 0.051640380173921585, 0.04211333394050598, -0.011378123424947262, -0.05828738212585449, -0.05007493868470192, -0.03077346459031105, 0.0025766126345843077, 0.03830835223197937, -0.0682850033044815, 0.008325822651386261, -0.0027350159361958504, -0.053053926676511765, -0.012934347614645958, 0.009184005670249462, 0.017037056386470795, -0.007337425369769335, 0.01519517507404089, -0.009489228017628193, -0.014859608374536037, -0.0038712387904524803, 0.001064543379470706, -0.029508788138628006, 0.045563843101263046, -0.014935752376914024, -0.01926393248140812, 0.01854073628783226, -0.030089372768998146, -0.042089659720659256, 0.009728830307722092, -0.05266013368964195, -0.017815370112657547, 0.053774960339069366, -0.0054176002740859985, 0.019427325576543808, -0.04485418274998665, -0.006406125612556934, -0.031754087656736374, -0.011155631393194199, 0.0003423763846512884, -0.009521451778709888, 0.027458883821964264, -0.0023323174100369215, 0.005910634528845549, 0.002825890900567174, -0.01668822579085827, -0.014958348125219345, -0.003574118483811617, -0.008695133961737156, -0.018973253667354584, 0.003921855706721544, 0.015547619201242924, -0.03974232077598572, 0.044924501329660416, -0.009847846813499928, 0.009184727445244789, 0.053266070783138275, -0.007090464700013399, 0.01727619208395481, 0.024753328412771225, 0.017156513407826424, 0.016163423657417297, 0.04127601161599159, 0.04978053644299507, 0.0057467687875032425, -0.009514208883047104, -0.01986570470035076, 0.02415802702307701, -0.042472828179597855, 0.0006891113007441163, 0.01231203880161047, 0.024739379063248634, -0.01068398542702198, -0.033421024680137634, -0.05735856294631958, -0.0010292648803442717, -0.08169449865818024, -0.005392943974584341, 3.1345034585683607e-06, 0.006440543103963137, 0.018204091116786003, 0.0028064229991286993, 0.0012817068491131067, -0.025439033284783363, 0.007721992675215006, 0.08774668723344803, -0.010064058937132359, 0.015559623949229717, 0.05595596507191658, -0.0046247560530900955, -0.01601092703640461, 0.06773734837770462, 0.03604425862431526, -0.01273154653608799, 0.02154507301747799, 0.026560712605714798, 0.009406095370650291, 0.006842936854809523, 0.012931359000504017, 0.09352291375398636, -0.005196127574890852, -0.04818955436348915, 0.00801125355064869, 0.032075557857751846, -0.0046829842031002045, 0.006207754835486412, 0.03108346462249756, -0.003749425057321787, 0.012296071276068687, 0.013127792626619339, -0.07781925052404404, -0.006364545319229364, -0.03995019197463989, 0.0438290573656559, 0.03491649404168129, -0.03658523038029671, -0.03609200939536095, -0.023592351004481316, 0.013414830900728703, 0.030139800161123276, -0.0036290937568992376, 0.08873766660690308, -0.04281073436141014, -0.04822058603167534, 0.03401847928762436, 0.030823376029729843, -0.011932356283068657, 0.03206425532698631, -0.007778138853609562, -0.028095029294490814, 0.020052017644047737, -0.010571141727268696, -0.034568484872579575, 0.022354217246174812, 0.060399509966373444, 0.042907826602458954, -0.031763799488544464, -0.038979943841695786, -0.03202361240983009, -0.03516577184200287, -0.005979542620480061, -0.061792340129613876, 0.03915887326002121, 0.026998549699783325, -0.01116043422371149, 0.023981748148798943, -0.01773441582918167, -0.005373410414904356, 0.005096942186355591, 0.01289527490735054, 0.0730491653084755, 0.011888230219483376, -0.021678265184164047, -0.011879629455506802, -0.05412234738469124, 0.018383385613560677, -0.03759811446070671, 0.0017605121247470379, -0.029212960973381996, -0.015157775953412056, 0.07915528118610382, -0.037320755422115326, 0.034726548939943314, 0.06505633890628815, -0.00394091522321105, 0.016504332423210144, 0.0014726136578246951, -0.02211146242916584, -0.03465692698955536, -0.009185729548335075, -0.014754656702280045, -0.00925480667501688, -0.03655840829014778, -0.007742637302726507, -0.02108188532292843, 0.005699435248970985, -0.06198796629905701, 0.049064286053180695, -0.016814885661005974, 0.048079367727041245, -0.0043245828710496426, -0.06978126615285873, 0.0438915453851223, 0.04424877092242241, 0.01342831365764141, -0.002529133576899767, -0.035231005400419235, 0.002916548168286681, 0.048890892416238785, -0.02249273844063282, 0.02835151180624962, 0.011764724738895893, 9.080253221327439e-06, 0.016033794730901718, -0.0014884641859680414, -0.03614043816924095, -0.013292836025357246, 0.01457452867180109, -0.014501664787530899, -0.053329966962337494, -0.05940623953938484, 0.007544106803834438, 0.016641924157738686, 0.018494863063097, -0.01010934729129076, -0.013348756358027458, 0.0022749665658921003, 0.025318818166851997, -0.01083685364574194, -0.01545224990695715, 0.023089565336704254, 0.02487100288271904, 0.029099058359861374, 0.0026399237103760242, -0.044473715126514435, -0.029447712004184723, -0.046696823090314865, -0.02030094712972641, -0.019502345472574234, -0.002343184547498822, 0.010634581558406353, -0.06167849898338318, -0.006801697425544262, 0.002421997720375657, -0.01665017567574978, 0.013393300585448742, 0.02013825811445713, 0.0010412797564640641, -0.07810138165950775, 0.02047107368707657, -0.014085114002227783, -0.027616355568170547, 0.056973401457071304, -0.017347175627946854, 0.05167834833264351, -0.01724877581000328, 0.005001955199986696, 0.038437627255916595, -0.029991669580340385, 0.03264244645833969, 0.021492524072527885, 0.0008311264682561159, -0.09182219207286835, 0.0030971800442785025, 0.015756553038954735, 0.02129182778298855, 0.04277325049042702, -0.015236526727676392, -0.027588918805122375, -0.05057407543063164, -0.034499991685152054, -0.036134686321020126, -0.03516983985900879, 0.010082117281854153, 0.00414362782612443, -0.016080409288406372, 0.07409510016441345, -0.021046718582510948, 0.01892184466123581, 0.012887856923043728, -0.005841944366693497, -0.021167805418372154, -0.021802226081490517, -0.025975139811635017, 0.039873961359262466, 0.014267009682953358, -0.000936639029532671, -0.005813119933009148, -0.05096512287855148, -0.011150289326906204, -0.006822161376476288, 0.03127279877662659, -0.0005612613167613745, 0.02630908228456974, 0.025075538083910942, 0.00781713891774416, 0.038704369217157364, 0.03147180750966072, 0.0033197079319506884, 0.02805914543569088, 0.02788093127310276, -0.03912133350968361, -0.02553962729871273, -0.002718343399465084, -0.013844349421560764, -0.0003250294830650091, 0.014391989447176456, 0.016353541985154152, 0.016034767031669617, -0.0384860523045063, 0.02748214825987816, -0.013441999442875385, -0.005835856776684523, 0.01909009739756584, 0.002595211612060666, 0.018888553604483604, -0.016742287203669548, -0.03604119271039963, 0.013307786546647549, -0.03301074355840683, 0.04453391954302788, 0.015429627150297165, -0.007822267711162567, -0.0014602498849853873, -0.011454717256128788, 0.017471250146627426, -0.025585349649190903, 0.03168133646249771, 0.006069182883948088, 0.015439561568200588, 0.015082940459251404, 0.0469558909535408, -0.011318876408040524, -0.019257983192801476, -0.02988446317613125, 0.009936092421412468, 0.07448770850896835, -0.053062643855810165, 0.017503997310996056, 0.0004784203483723104, 0.009993392042815685, 0.0025077478494495153, -0.022175081074237823, -0.01644781045615673, 0.013486551120877266, -0.03719194233417511, 0.030995653942227364, 0.0021366344299167395, -0.016311679035425186, 0.013645396567881107, 0.02881290577352047, -0.06581541895866394, -0.050211966037750244, 0.02107780985534191, 0.004163325298577547, 0.004762839525938034, 0.013094378635287285, 0.00912258867174387, -0.01752915233373642, 0.006389941554516554, -0.030886923894286156, -0.04033535346388817, -0.062123000621795654, -0.014890916645526886, -0.033090461045503616, -0.01374451071023941, -0.03180837258696556, -0.0017471859464421868, -0.012343710288405418, 0.04023030027747154, 0.07815057039260864, -0.019491801038384438, -0.01825712062418461, -0.045146435499191284, 0.04795602709054947, 0.06393399089574814, -0.005648070015013218, 0.010124380700290203, -0.0006706529529765248, -0.012079290114343166, 0.021228600293397903, -0.03685477748513222, 0.015296833589673042, -0.00849885493516922, 0.039510518312454224, -0.01974334754049778, -0.03950650990009308, -0.022724566981196404, -0.05225169658660889, -0.018555503338575363, 0.019586483016610146, 0.004001892637461424, 0.010105013847351074, -0.0049437470734119415, 0.003701096633449197, -0.01214760635048151, 0.011652332730591297, -0.02857271209359169, 0.011650051921606064, 0.029531307518482208, -0.0024038117844611406, -0.004000403452664614, -0.026969166472554207, -0.059348274022340775, -0.010835806839168072, -0.07813922315835953, -0.0006157137686386704, -0.010123130865395069, -0.010361193679273129, -0.01830979995429516, 0.013040585443377495, 0.03228331729769707, -0.03244105726480484, 0.00982643198221922, 0.003762747859582305, 0.03354603052139282, 0.01861688680946827, -0.06419843435287476, 0.0035243441816419363, -0.04677954688668251, -0.013639832846820354, -0.018826283514499664, 0.03267059102654457, 0.022208962589502335, 0.020854130387306213, 0.029554247856140137, 0.0427708700299263, 0.031586553901433945, -0.03514987602829933, 0.015604030340909958, 0.010657979175448418, 0.011638755910098553, 0.002371965441852808, 0.03823387995362282, -0.02710600756108761, -0.02416200004518032, -0.02544163540005684, 0.008586643263697624, -0.018108893185853958, -0.044168565422296524, 0.04811697080731392, -0.04513212665915489, -0.003987778443843126, -0.04512784257531166, -0.03657746687531471, -0.051661740988492966, 0.04535098373889923, 0.022935591638088226, -0.029926037415862083, 0.020091187208890915, -0.04741059988737106, 0.018507227301597595, 0.05376974120736122, 0.01877540722489357, 0.008621562272310257, -0.0068122525699436665, 0.01844686083495617, -0.009142347611486912, -0.05986690893769264, 0.035683535039424896, -0.0017866913694888353, -0.028084196150302887, 0.029996579512953758, 0.031538523733615875, 0.04155176132917404, -0.012390593998134136, 0.005884010810405016, -0.022054700180888176, -0.014827338047325611, 0.054850250482559204, -0.005101417191326618, 0.024514472112059593, -0.02086573839187622, -0.010131091810762882, 0.009735716506838799, 0.018489602953195572, 0.009561259299516678, 0.05011584609746933, 0.009019622579216957, -0.010625203140079975, 0.03992835804820061, 0.03710123896598816, -0.006357673089951277, 0.017444895580410957, -0.035646893084049225, -0.027664639055728912, -0.026394102722406387, -0.024684954434633255, -0.015069238841533661, -0.011180929839611053, -0.013902113772928715, 0.016704533249139786, -0.01214470062404871, -0.025690723210573196, -0.02139022946357727, -0.027367345988750458, 0.0012519562151283026, -0.010785452090203762, -0.0012890762882307172, -0.03374467045068741, 0.019178878515958786, 0.03496353700757027, 0.060265958309173584, -0.04769172519445419, 0.07755587995052338, -0.04700127989053726, 0.021268334239721298, -0.008728590793907642, -0.06025403365492821, 0.05988556146621704, 0.002261142712086439, -0.07730872184038162, -0.01017314475029707, 0.03015218675136566, -0.015339844860136509, 0.022871138527989388, 0.00992052536457777, 0.02325640246272087, 0.045599956065416336, -0.012283533811569214, 0.01901172660291195, -0.004090012051165104, 0.024655073881149292, 0.009688843041658401, -0.01837235875427723, -0.005770900286734104, 0.023426035419106483, 0.044280193746089935, -0.0054062302224338055, 0.018677644431591034, 0.019538873806595802, 0.04411175101995468, -0.018110498785972595, -0.05983756110072136, -0.027658771723508835, -0.024712583050131798, -0.019245777279138565, 0.010871445760130882, -0.031030384823679924, -0.07289347052574158, -0.01562614180147648, 0.007032038643956184, 0.03218436986207962, -0.00503890123218298, 0.009259911254048347, 0.03763402998447418, -0.05610096827149391, -0.035684771835803986, 0.0572141632437706, -0.030454490333795547, -0.008586501702666283, 0.03624851629137993, -0.030299771577119827, 0.020180594176054, 0.0381428599357605, 0.002193818101659417, -0.026185009628534317, 0.04417525604367256, -0.0033225954975932837, -0.05771574378013611, 0.005994477774947882, -0.0016642651753500104, 0.0038525480777025223, -0.0097665311768651, 0.03780735656619072, 0.04110279306769371, -0.04571780934929848, -0.046039409935474396, 0.03639717027544975, -0.012377300299704075, -0.016583824530243874, -0.02802155911922455, 0.04584449902176857, -0.0394081249833107, -0.04031135514378548, -0.05340566113591194, 0.05203121900558472, 0.0348668247461319, 0.05833689123392105, -0.021586159244179726, -0.01873980462551117, -0.0044128866866230965, 0.011564595624804497, -0.020186390727758408, -0.014831159263849258, -0.050223059952259064, 0.020895129069685936, -0.012265456840395927, -0.029365990310907364, 0.031006403267383575, -0.049078699201345444, -0.00479770777747035, -0.003748328424990177, 0.01617172732949257, 0.01931420899927616, -0.019100409001111984, -0.06261146068572998, 0.03216526284813881, -0.02513311803340912, 0.0015613114228472114, 0.04502183943986893, -0.00879350584000349, 0.024690398946404457, 0.010211928747594357, 0.014184743165969849, 0.00777512276545167, -0.0021161565091460943, 0.02259940654039383, 0.057987064123153687, -0.03167436271905899, 0.046921439468860626, 0.006766981910914183, -0.0010617140214890242, -0.01589365303516388, -0.040589429438114166, -0.0051611848175525665, 0.002256304956972599, 0.008063980378210545, -0.03478704392910004, 0.018834682181477547, -0.0017439534422010183, -0.039648279547691345, 0.0022351660300046206, 0.01785004511475563, 0.02297341823577881, -0.019010934978723526, -0.02597658336162567, -0.01690833829343319, 0.06964463740587234, -0.05159274861216545, 0.038387734442949295, 0.004922165535390377, -0.01896020770072937, 0.02991134114563465, -0.01348306518048048, -0.03959359601140022, 0.014423102140426636, 0.053094230592250824, 0.027946926653385162, 0.02366335690021515, 0.026355748996138573, 0.037583399564027786, 2.1264135284582153e-05, -0.05074412003159523, 0.001480095786973834, 0.049406133592128754, -0.03496246039867401, -0.015714285895228386, 0.03311488404870033, -0.023858342319726944, -0.00996901374310255, 0.026126965880393982, 0.0035857988987118006, -0.024578312411904335, -0.03585273027420044, 0.0024070951621979475, 0.0041947863064706326, 0.00986615289002657, -0.010755243711173534, -0.013552124612033367, -0.020674878731369972, 0.06360407918691635, -0.0027341004461050034, -0.0059425244107842445, 0.0008460180833935738, -0.03910107910633087, 0.01009815651923418, 0.02410852536559105, 0.058441150933504105, 0.04153066501021385, -0.006728249602019787, 0.05695401877164841, 0.041525669395923615, -0.035812053829431534, 0.045306410640478134, 0.002887404290959239, -0.013060744851827621, -0.026832981035113335, -0.05289787799119949, -0.06259412318468094, -0.03267906233668327, -0.054374806582927704, -0.04720374569296837, 0.020125312730669975, 0.005471277516335249, 0.024951336905360222, -0.08157344907522202, 0.014000870287418365, 0.010855678468942642, -0.006819240748882294, 0.01538871880620718, 0.017439432442188263, 0.014621212147176266, 0.04287957027554512, -0.011961671523749828, -0.0267019085586071, 0.010128157213330269]]\n", "[0.02493942342698574, 0.020971165969967842, -0.019633546471595764, 0.05536147952079773, 0.047390952706336975, -0.012716000899672508, -0.015738829970359802, -0.05299259349703789, -0.016418416053056717, -0.0099750105291605, -0.019478999078273773, 0.003127348143607378, -0.0266357883810997, -0.020016910508275032, -0.004264074843376875, 0.0123166898265481, 0.006136882584542036, -0.020646438002586365, 0.03659740090370178, -0.01514096837490797, 0.0031008406076580286, 0.03652025759220123, 0.014748452231287956, 0.02404453046619892, 0.0169054064899683, 0.008711454458534718, -0.05244344845414162, -0.047487981617450714, -0.04627567529678345, 0.05206407606601715, 0.0010974302422255278, 0.06948975473642349, -0.015988394618034363, 0.046202559024095535, -0.023616060614585876, 0.007261139340698719, 0.03384345769882202, -0.003879858646541834, 0.022161349654197693, -0.008932883851230145, 0.006270877085626125, -0.03434252738952637, 0.012853761203587055, -0.005956517532467842, -0.00909391138702631, -0.04546754062175751, 0.009563528001308441, 0.019270557910203934, -0.033360011875629425, -0.0032242597080767155, -0.016781261190772057, -0.036779001355171204, 0.009394795633852482, -0.08975053578615189, -0.03014661744236946, -0.06440233439207077, -0.004187997430562973, -0.02448969893157482, -0.0077980076894164085, -0.06353487074375153, -0.015476807951927185, -0.034579094499349594, -0.03484603762626648, -0.046382442116737366, 0.029192103073000908, -0.027152279391884804, 0.060314323753118515, -0.0026674370747059584, -0.03259209543466568, 0.004821270238608122, -0.00556254293769598, 0.0076140593737363815, -0.009697478264570236, 0.03315189853310585, -0.02831113338470459, 0.003427724353969097, 0.030872767791152, -0.021451596170663834, 0.059520769864320755, 0.020449360832571983, 0.02261769026517868, 0.0007557131466455758, -0.021189052611589432, -0.001799312187358737, -0.03824183717370033, -0.037708546966314316, -0.007206419017165899, -0.007019342854619026, 6.460888107540086e-05, 0.053912464529275894, 0.024641918018460274, -0.061471085995435715, 0.004130457527935505, 0.00321882008574903, 0.02341938391327858, 0.06288546323776245, -0.034919753670692444, -0.01632389798760414, -0.021502871066331863, -0.005116690881550312, 0.011604252271354198, -0.02426242083311081, 0.025028381496667862, -0.03179163113236427, -0.002319758292287588, -0.025010082870721817, -0.04060365632176399, 0.019448617473244667, 0.032830942422151566, -0.01131135318428278, -0.030351314693689346, -0.049181725829839706, -0.007643160875886679, 0.061385076493024826, -0.039077721536159515, 0.012700136750936508, 0.01096795592457056, -0.032068099826574326, -0.0004229260957799852, 0.00572134368121624, -0.023222770541906357, -0.008682378567755222, 0.012024876661598682, 0.004069000016897917, -0.05427153408527374, -0.056020334362983704, 0.06490208953619003, 0.019787883386015892, -0.04459287226200104, -0.010741946287453175, -0.031980473548173904, 0.010143063962459564, 0.05051923915743828, 0.046473439782857895, -0.009764095768332481, -0.0058528706431388855, 0.04056180268526077, 0.007378460373729467, -0.0066749332472682, 0.015466099604964256, -0.017951831221580505, 0.05334906652569771, 0.014483780600130558, -0.029574783518910408, 0.00679201353341341, 0.08274239301681519, 0.007316715084016323, 0.008875110186636448, -0.004313040990382433, -0.025589002296328545, -0.013372136279940605, 0.01392793096601963, -0.028183413669466972, -0.008380387909710407, -0.023156654089689255, -0.01599469780921936, -0.02728516422212124, 0.026381218805909157, -0.029173560440540314, 0.011800260283052921, -0.05005505308508873, 0.02089853212237358, 0.013764758594334126, 0.006401651538908482, -0.04954028129577637, 0.020998666062951088, -0.004503271542489529, -0.009044822305440903, 0.010458223521709442, -0.029010741040110588, 0.012439731508493423, 0.042983055114746094, -0.07073397189378738, -0.0318429060280323, 0.010265215300023556, 0.028891688212752342, 0.03986881673336029, 0.034961629658937454, 0.030121037736535072, -0.03241167217493057, 0.02001543901860714, 0.013925849460065365, -0.04531571641564369, 0.019474569708108902, 0.05719791725277901, -0.056634027510881424, 0.026744795963168144, 0.01638856716454029, -0.012343667447566986, 0.0440988764166832, -0.00042967477929778397, 0.03788752853870392, 0.0022359953727573156, 0.01624363288283348, -0.04137751832604408, 0.022006142884492874, 0.028538594022393227, -0.020908795297145844, -0.00817705038934946, -0.01651003770530224, -0.04579870402812958, -0.00570104643702507, 0.015165803954005241, 0.0005433530313894153, 0.07290029525756836, 0.004416868556290865, 0.0037908866070210934, -0.04515044018626213, -0.0289529450237751, -0.030972585082054138, -0.08101287484169006, 0.04970608279109001, -0.012598354369401932, -0.01681501790881157, -0.01382314134389162, 0.005863834172487259, -0.046757858246564865, -0.040506504476070404, -0.022065557539463043, 0.03674257919192314, -0.05534570291638374, 3.314555942779407e-05, 0.013936011120676994, 0.01074091624468565, 0.035086676478385925, -0.025439444929361343, -0.02047313190996647, -0.0477776974439621, 0.01607295125722885, -0.0024569935631006956, 0.055004946887493134, -0.002062995685264468, 0.011492094956338406, 0.015151876956224442, 0.03877514228224754, -0.04418535158038139, 0.01011831033974886, -0.005089142359793186, 0.04127192869782448, 0.04527461156249046, 0.01677659898996353, 0.020145857706665993, 0.007346711121499538, -0.0462319478392601, -0.003450733609497547, -0.03477377071976662, 0.013785276561975479, 0.029072294011712074, -0.052877798676490784, 0.015272247605025768, -0.02293875254690647, 0.029272839426994324, -0.029157482087612152, -0.018635936081409454, -0.03885015845298767, 0.004783819895237684, -0.06724020093679428, 0.03315519168972969, -0.04259435459971428, -0.01583501137793064, -0.014255174435675144, -0.0018932758830487728, 0.0017679149750620127, 0.0032278704456984997, -0.007707253098487854, 0.028914477676153183, 0.019320348277688026, -0.031045179814100266, -0.02980365790426731, 0.05920932814478874, -0.013845800422132015, -0.02260710671544075, 0.014117417857050896, -0.014638742431998253, 0.0472375825047493, -0.011506262235343456, 0.02776215970516205, -0.011809146963059902, 0.012985853478312492, 0.029425809159874916, 0.03770074248313904, -0.008192019537091255, -0.009205039590597153, 0.019594725221395493, 0.004022440407425165, 0.06664298474788666, 0.047857616096735, -0.012172785587608814, -0.014092731289565563, -0.02444048784673214, 0.00011707863450283185, -0.05526217445731163, 0.019602933898568153, -0.0024950255174189806, -0.04677465930581093, 0.0432923398911953, 0.029737554490566254, -0.03636792302131653, -0.002846375573426485, -0.011632894165813923, 0.006522610783576965, 0.016275346279144287, -0.023624597117304802, -0.003149408148601651, -0.04287627711892128, 0.058238957077264786, 0.00046453633694909513, -0.0010436968877911568, 0.0370032973587513, 0.02933301217854023, -0.021384580060839653, 0.026174400001764297, -0.03364603966474533, 0.00998655240982771, 0.0025108628906309605, 0.002539996989071369, -0.035307273268699646, 0.04777061939239502, 0.012075687758624554, -0.025353260338306427, 0.01946246437728405, 0.02472311444580555, 0.028850499540567398, 0.018894661217927933, -0.022080086171627045, 0.01657131128013134, 0.01775498129427433, 0.023808902129530907, 0.032489974051713943, 0.025467777624726295, 0.04208261892199516, -0.003689108183607459, 0.043238330632448196, -0.01207045465707779, 0.061063431203365326, 0.03711724281311035, 0.04212791100144386, -0.018568117171525955, -0.00851475726813078, -0.015795979648828506, 0.003992175683379173, 0.006616611033678055, 0.026539254933595657, 0.0358717180788517, 0.03365460783243179, -0.011369162239134312, -0.0018658059416338801, -0.0017704349011182785, -0.0035555686336010695, 0.01573638990521431, 0.016337763518095016, -0.03460995852947235, -0.06915449351072311, -0.009832268580794334, -0.017003456130623817, 0.04174160957336426, -0.012504360638558865, 0.008205536752939224, -0.01814238168299198, 0.00651669641956687, -0.012782962992787361, -0.023734405636787415, 0.011980695649981499, -0.011581498198211193, -0.007070300169289112, 0.010727285407483578, -0.007861007004976273, -0.022085806354880333, -0.025288233533501625, 0.02103137969970703, -0.011035413481295109, 0.014403142966330051, -0.05324241518974304, 0.06750503182411194, 0.017082946375012398, -0.01159813441336155, -0.06996655464172363, 0.015083804726600647, -0.03777126967906952, 0.018196951597929, -0.0020425249822437763, -0.02078014425933361, -0.06664331257343292, -0.028203781694173813, -0.039770808070898056, -0.0053831180557608604, -0.032224372029304504, -0.039289116859436035, 0.0009688657009974122, -0.05232122540473938, 0.008264963515102863, -0.029849296435713768, -0.004881273023784161, -0.054080165922641754, 0.016214028000831604, -0.06737517565488815, -0.01727965660393238, -0.013760166242718697, 0.016589798033237457, -0.002384098479524255, 0.027401890605688095, -0.06820196658372879, -0.03546200320124626, 0.0349484421312809, -0.004375140648335218, 0.06744131445884705, -0.001089718658477068, 0.009992622770369053, 0.01837850920855999, 0.07919400930404663, 0.04530922695994377, -0.005942558869719505, 0.01617530919611454, 0.020883673802018166, 0.058821287006139755, -0.006306287366896868, 0.031033571809530258, -0.004655127413570881, 0.043863940984010696, 0.004773890133947134, -0.03784121572971344, -0.0014089451869949698, -0.028438055887818336, 0.01177733950316906, 0.014090234413743019, -0.0511438325047493, 0.06408757716417313, 0.008870603516697884, 0.026439039036631584, 0.008851025253534317, -0.04070481285452843, 0.039693981409072876, 0.05526925250887871, -0.030748838558793068, -0.031404390931129456, 0.06181933358311653, -0.00918921921402216, -0.01753147505223751, 0.06965993344783783, 0.022220047190785408, -0.019006233662366867, -0.010790633037686348, 0.05779649689793587, -0.008025161921977997, 0.035856205970048904, 0.03498174995183945, 0.04148666560649872, -0.025688761845231056, -0.07202117145061493, -0.01673489809036255, 0.009830486960709095, 0.003999180626124144, -0.004674683324992657, 0.01995975896716118, -0.021736055612564087, 0.019028307870030403, -0.006969423033297062, -0.026298988610506058, -0.016948241740465164, -0.03680479899048805, -0.006738679017871618, 0.005166844464838505, -0.04381541907787323, -0.01667376235127449, -0.010000662878155708, -0.012282470241189003, 0.019043393433094025, 0.0325901135802269, 0.03007182478904724, -0.05968090146780014, -0.0019787773489952087, -0.01741967350244522, -0.001229247311130166, 0.0020658078137785196, 0.0169135220348835, -0.02729078195989132, -0.010803245939314365, 0.000777369481511414, 0.014018326997756958, -0.06501157581806183, 0.004473501816391945, 0.047613415867090225, 0.04523921757936478, 0.00857863575220108, -0.027480991557240486, -0.025537272915244102, -0.0344410203397274, -0.01297083217650652, -0.026977580040693283, 0.0007114066393114626, -0.04154215008020401, -0.01457193586975336, 0.007729533594101667, -0.02622390352189541, 0.021986771374940872, -0.027492061257362366, -0.02249085158109665, 0.04959143325686455, 0.02178267017006874, -0.08558816462755203, 0.023534761741757393, -0.016086718067526817, 0.031010327860713005, 0.026750560849905014, -0.03603152185678482, -0.06252001225948334, -0.021385136991739273, 0.025874530896544456, -0.006939849350601435, -0.002096231561154127, 0.03231415897607803, 0.04147452116012573, 0.025952227413654327, 0.06677659600973129, -0.026721952483057976, -0.04093542695045471, -0.012759282253682613, -0.006783816032111645, -0.023520614951848984, -0.02055422030389309, -0.02994387410581112, -0.019319426268339157, -0.009469050914049149, -0.038820791989564896, 0.027431581169366837, -0.01122301910072565, 0.016966307535767555, -0.019502393901348114, -0.07112270593643188, 0.017790040001273155, 0.013933423906564713, 0.00917823240160942, 0.0055261775851249695, -0.036497149616479874, -0.011613281443715096, 0.034979891031980515, 0.012076332233846188, -0.01531814131885767, 0.009006270207464695, 0.01577116549015045, 0.038839422166347504, -0.016864052042365074, 0.005576239433139563, -0.01807660609483719, -0.010753988288342953, -0.024998802691698074, -0.059605490416288376, -0.07103040814399719, 0.0012117358855903149, 0.015611102804541588, -0.010010084137320518, -0.0015599142061546445, -0.004049851559102535, -0.011370476335287094, 0.03154553845524788, 0.03982139751315117, -0.030588878318667412, 0.014675322920084, 0.0023893779143691063, 0.03550107777118683, -0.01388134341686964, -0.02471042051911354, 0.02932966873049736, -0.03440669924020767, -0.024142080917954445, -0.019346721470355988, 0.009754893369972706, 0.018304409459233284, -0.0291705634444952, -0.0034300845582038164, 0.027950484305620193, -0.021543053910136223, 0.026255592703819275, -0.021176248788833618, 0.03390031307935715, -0.06537732481956482, -0.037020422518253326, 0.05513276532292366, -0.035737961530685425, 0.0034596410114318132, -0.002821560949087143, 0.05275630205869675, -0.006319331005215645, -0.02948852814733982, -0.004521280061453581, -0.025235310196876526, 0.03999798744916916, 0.01672283373773098, -0.042778048664331436, -0.056227270513772964, 0.005158860702067614, 0.008804491721093655, 0.07166961580514908, 0.010126338340342045, -0.030763063579797745, 0.022210394963622093, -0.057689182460308075, -0.004685034044086933, 0.02704344131052494, -0.020382337272167206, 0.031090792268514633, 0.013406828045845032, -0.006040625739842653, 0.0508517250418663, 0.01749308407306671, 0.014030084013938904, -0.011969398707151413, -0.022592205554246902, -0.04380583390593529, -0.001199220772832632, -0.016618791967630386, 0.03616299852728844, 0.009233194403350353, -0.0027882540598511696, 0.0163566917181015, 0.00973093044012785, -0.02374875731766224, 0.010338212363421917, 0.020012838765978813, -0.024347620084881783, -0.00797082856297493, 0.053275495767593384, -0.014123886823654175, -0.016896696761250496, 0.020936867222189903, -0.040262144058942795, 0.010411633178591728, 0.04752048850059509, -0.039703790098428726, -0.011970828287303448, -0.021699387580156326, -0.01966058276593685, -0.07862983644008636, 0.0022037741728127003, -0.00301289651542902, 0.025541357696056366, 0.040843553841114044, -0.013684539124369621, 0.0036155174020677805, 0.003261080477386713, 0.0406610444188118, -0.034809667617082596, 0.011266841553151608, -0.009855442680418491, -0.02700216881930828, 0.021353276446461678, 0.003256463445723057, 0.0171065591275692, 0.023670975118875504, -0.0037487156223505735, 0.021437058225274086, 0.026963064447045326, 0.03761925920844078, -0.03517897427082062, 0.025878241285681725, 0.002086878754198551, 0.008143315091729164, -0.014281801879405975, -0.008313795551657677, 0.006804259959608316, -0.07199603319168091, -0.006549875717610121, -0.010511419735848904, 0.09553506225347519, -0.03808445483446121, 0.010132879950106144, -0.020787477493286133, 0.012555110268294811, 0.0024301332887262106, -0.025301069021224976, 0.007492294069379568, 0.013738913461565971, 0.002080164384096861, 0.0015322536928579211, 0.062029916793107986, -0.015001451596617699, -0.023167377337813377, 0.013381123542785645, -0.03838206082582474, -0.010451164096593857, 0.03193205967545509, -0.0006722518592141569, 0.005482107866555452, -0.007942386902868748, 0.02894572727382183, 0.026353104040026665, 0.001625281060114503, -0.03246918320655823, -0.025543253868818283, -0.05878886952996254, -0.010758670046925545, -0.013793997466564178, -0.004834736697375774, -0.049138445407152176, -0.02302885428071022, -0.041972994804382324, -0.013025506399571896, 0.008935736492276192, -0.015587188303470612, -0.01668412983417511, -0.03579708933830261, 0.04430752247571945, 0.031313538551330566, -0.03557467833161354, 0.0057016960345208645, 0.002434100955724716, -0.0013474943116307259, 0.03343867510557175, -0.0008080961997620761, 0.008858298882842064, 0.030055882409214973, 0.041684284806251526, 0.015768343582749367, -0.016326097771525383, -0.017615672200918198, -0.041534312069416046, -0.04625050723552704, -0.01832912117242813, 0.007231926545500755, 0.011173511855304241, -0.0052325427532196045, 0.013555185869336128, 0.02341507002711296, -0.004840738605707884, -0.001250581000931561, 0.022845249623060226, -0.00035229037166573107, 0.02876875549554825, 0.013294319622218609, -0.027353636920452118, -0.04502631351351738, 0.022585345432162285, -0.07018648087978363, -0.019676649942994118, 0.061036694794893265, -0.015419726260006428, -0.02821633405983448, 0.006456919014453888, 0.02500547282397747, 0.017490258440375328, -0.0013861574698239565, -0.015817875042557716, 0.029200028628110886, -0.016391530632972717, -0.0755699947476387, 0.03379477933049202, -0.08455964922904968, 0.02648921310901642, -0.016252702102065086, 0.014264979399740696, -0.007274354342371225, 0.006906069349497557, 0.0007189982570707798, 0.036495912820100784, 0.09222924709320068, -0.004819538444280624, -0.005617222283035517, -0.010932648554444313, -0.0025786752812564373, 0.041649289429187775, 0.05805741995573044, -0.06287946552038193, 0.001045393873937428, -0.03408021107316017, 0.015592877753078938, 0.02915104851126671, -0.0290413498878479, 0.058239374309778214, 0.014321936294436455, 0.05027364566922188, -0.0449601374566555, -0.05521718040108681, -0.00304169743321836, 0.04666983708739281, 0.018982434645295143, 0.05181264877319336, 0.005349062383174896, -0.04111483693122864, 0.04928182438015938, 0.04779094085097313, 0.0096091628074646, -0.002445065649226308, 0.027310483157634735, -0.022869572043418884, 0.022537976503372192, -0.04387893155217171, 0.027230821549892426, 0.0030530202202498913, -0.011553912423551083, 0.03195009380578995, 0.0298471599817276, 0.041796691715717316, 0.009692435152828693, -0.03079507313668728, 0.0025194890331476927, -0.0752488449215889, 0.034786902368068695, -0.04452795907855034, 0.004093670751899481, -0.00728163355961442, 0.00838786456733942, -0.020310867577791214, -0.0038999838288873434, 0.019673975184559822, 0.033502716571092606, 0.029840845614671707, 0.02111610770225525, 0.05032017454504967, 0.061018988490104675, -0.006603887304663658, -0.002365247579291463, -0.02838420681655407, -0.011740106157958508, 0.007069460581988096, 0.0485018789768219, 2.1848452888661996e-05, -0.002070539863780141, 0.02474849298596382, 0.039430826902389526, -0.025905251502990723, -0.05756247416138649, -0.043527163565158844, 0.015219454653561115, -0.019659286364912987, -0.04604248329997063, 0.04398671165108681, -0.0472203753888607, -0.01243364904075861, 0.01142791099846363, 0.024839678779244423, -0.06833087652921677, 0.04276888445019722, -0.03483055159449577, 0.03121018037199974, 0.0023155692033469677, -0.0022294092923402786, 0.05214269459247589, 0.01445841696113348, -0.054066866636276245, -0.025931341573596, 0.030190853402018547, -0.062481336295604706, -0.006807051133364439, 0.0003793584764935076, 0.03911461681127548, 0.006964960601180792, 0.029271487146615982, 0.011633917689323425, -0.0013123241951689124, -0.01192406564950943, -0.006521663162857294, -0.07683471590280533, -0.019387539476156235, -0.011440671049058437, -0.004263248294591904, -0.01579463481903076, -0.004506848752498627, 0.060959476977586746, -0.012807917781174183, 0.01609405316412449, -0.05572303384542465, -0.019202012568712234, 0.0072495704516768456, 0.01666812039911747, 0.016136005520820618, -0.03134811669588089, -0.004768919665366411, -0.006059627048671246, 0.015832386910915375, 0.01043198723345995, 0.019170790910720825, 0.02408929541707039, 0.003513581585139036, -0.06019449234008789, -0.03228088468313217, 0.09635414183139801, -0.06283460557460785, -0.02923760749399662, -0.016237590461969376, -0.025469299405813217, 0.004685533698648214, 0.03634403273463249, 0.04763239249587059, 0.023451311513781548, 0.026214679703116417, 0.013516190461814404, 0.02178388088941574, -0.030952615663409233, 0.03193828836083412, 0.03059486672282219, 0.009660393930971622, 0.03610888123512268, 0.02737695351243019, -0.06312282383441925, -0.023366602137684822, 0.033883560448884964, -0.020186815410852432, 0.0013559446670114994, 0.0254945307970047, 0.005123874172568321, -0.032026104629039764, -0.060325659811496735, -0.052288368344306946, 0.030999919399619102, 0.004428261891007423, 0.01926952786743641, -0.06640391796827316, -0.008693338371813297, 0.012980610132217407, 0.02410047873854637, 0.0024222799111157656, -0.0016432187985628843, -0.01438218355178833, -0.03153776377439499, -0.0020473701879382133, -0.057815637439489365, 0.031769055873155594, -0.026818949729204178, 0.01785908453166485, 0.04699818044900894, -0.005590507294982672, 0.06639101356267929, 0.013583477586507797, 0.005075045395642519, 0.005850131623446941, 0.011097997426986694, 0.009998496621847153, 0.05975594371557236, -0.03717782720923424, 0.004613272845745087, 0.01679265685379505, 0.008248486556112766, 0.03284294530749321, 0.004360757302492857, 0.0076005528680980206, 0.044847361743450165, -0.015118641778826714, 0.01683376170694828, -0.030567577108740807, -0.01440134271979332, -0.024435877799987793, -0.09119148552417755, 0.005615706089884043, 0.03308267146348953, 0.002179056638851762, 0.01222882978618145, 0.05474109947681427, -0.0219284500926733, -0.051746565848588943, 0.0022976233158260584, 0.011004313826560974, 0.06237241253256798, -0.018370216712355614, -0.006854210048913956, 0.009647673927247524, 0.04219849407672882, -0.027236590161919594, 0.015101301483809948, 0.01497588586062193, -0.0007814522250555456, -0.006552929989993572, 0.0328076146543026, -0.00011106941383332014, -0.004523871466517448, 0.07267244160175323, -0.01000762265175581, 0.04064968228340149, 0.04533311352133751, 0.009082932025194168, -0.006821346934884787, -0.0013071754947304726, 0.0014330859994515777, 0.011985220946371555, -0.03273983672261238, 0.01814238540828228, -0.0013327950146049261, -0.027572494000196457, -0.0028516126330941916, 0.016413722187280655, 0.05202813819050789, -0.02793465368449688, -0.00907981488853693, 0.06404677778482437, -0.052583564072847366, 0.05316251888871193, -0.022677471861243248, 0.01557446364313364, -0.07797005027532578, 0.016623875126242638, -0.02629813924431801, 0.008799262344837189, 0.0032757162116467953, -0.028990479186177254, -0.0062970686703920364, 0.01991032063961029, 0.0258034598082304, 0.045233529061079025, 0.03325524553656578, 0.03449767082929611, 0.03185659646987915, -0.04063865542411804, -0.010818532668054104, 0.002353513613343239, -0.0012214855523779988, -0.014078136533498764, -0.06073414161801338, -0.03520617261528969, -0.03831164538860321, 0.009322854690253735, -0.058819729834795, -0.021758796647191048, 0.018783144652843475, 0.028785718604922295, -0.05529645085334778, 0.015189115889370441, 0.020663348957896233, 0.021224191412329674, -0.04945380613207817, 0.02662752941250801, 0.018483785912394524, 0.06351640820503235, 0.026238540187478065, -0.022744949907064438, 0.02929459884762764]\n", "332\n", ">\n" ] } ], "source": [ "print(dir(result)) # 'embeddings', 'total_tokens', 'update'\n", "print(result.embeddings)\n", "print(result.embeddings[0])\n", "print(result.total_tokens)\n", "print(result.update)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "name: def Mathlib.Tactic.applyTheConstructor\n", "\n", "-- import Mathlib.Tactic.Use\n", "def Mathlib.Tactic.applyTheConstructor\n", ": Lean.MVarId → Lean.MetaM (List Lean.MVarId × List Lean.MVarId × List Lean.MVarId)\n", "\n", "/- When the goal `mvarId` is an inductive datatype with a single constructor,\n", "this applies that constructor, then returns metavariables for the non-parameter explicit arguments\n", "along with metavariables for the parameters and implicit arguments.\n", "\n", "The first list of returned metavariables correspond to the arguments that `⟨x,y,...⟩` notation uses.\n", "The second list corresponds to everything else: the parameters and implicit arguments.\n", "The third list consists of those implicit arguments that are instance implicits, which one can\n", "try to synthesize. The third list is a sublist of the second list.\n", "\n", "Returns metavariables for all arguments whether or not the metavariables are assigned. -/\n" ] } ], "source": [ "def preprocess(theorem):\n", " '''\n", " returns (name, theorem document)\n", " '''\n", " module, name, typ, comment = theorem.split('--ast--\\n')\n", " module, name, typ, comment = module.strip(), name.strip(), typ.strip(), comment.strip()\n", " if comment != '':\n", " comment = f'/- {comment} -/'\n", " return name, f'''\n", "-- {module}\n", "{name}\n", ": {typ}\n", "\n", "{comment}\n", "'''.strip()\n", "\n", "def preprocess_names(theorem):\n", " module, name, typ, comment = theorem.split('--ast--\\n')\n", " return name.strip()\n", "\n", "theorems = [preprocess(theorem) for theorem in open('ast.txt').read().split('----ast----\\n')[1:]]\n", "names = [preprocess_names(theorem) for theorem in open('ast.txt').read().split('----ast----\\n')[1:]]\n", "print('name:', theorems[0][0])\n", "print()\n", "print(theorems[0][1])" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "280019" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(names)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "predicted token usage: 39253676\n" ] } ], "source": [ "tokenized = vo.tokenize(theorems, model=\"voyage-large-2-instruct\")\n", "print('predicted token usage:', sum([len(x) for x in tokenized]))" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "embed.npz not found, creating new embed from scratch\n", "embed = {} \n" ] } ], "source": [ "embed = {}" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2801/2801 [29:23<00:00, 1.59it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Embedding done. Saving...\n" ] } ], "source": [ "batch_size = 100\n", "for i in tqdm(range(0, len(theorems), batch_size)):\n", " # skip already embedded theorems\n", " batch = [\n", " (name, theorem)\n", " for name, theorem in theorems[i:i+batch_size] \n", " if name not in embed\n", " ]\n", " if len(batch) == 0:\n", " continue\n", " # obey the 300 rpm limit. (Each batch with 100 theorems counts as 1 request)\n", " time.sleep(0.1)\n", " result = vo.embed(\n", " [theorem for name, theorem in batch], \n", " model=\"voyage-large-2-instruct\", \n", " input_type=\"document\"\n", " )\n", " for i, (name, _) in enumerate(batch):\n", " embed[name] = np.array(result.embeddings[i])\n", "\n", "print('Embedding done. Saving...')\n", "np.savez('embed.npz', embed=embed)\n", "\n" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "embed_arr = np.array([embed[name] for name in names])\n", "np.save('embed_arr.npy', embed_arr)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 2 }