ChatGPT的泛用性极高,上知天文,下通地理,参考古今,博稽中外,几乎无所不知,无所不晓。但如果涉及垂直领域的专业知识点,ChatGPT难免也会有语焉不详,闪烁其词的毛病,本次我们将特定领域的学习材料“喂”给ChatGPT,让它“学习”后再来回答专业问题。
所谓专业领域语料问题,可以理解为特定范围内的知识图谱,也就是给GPT提供前置的检索维度,举个例子,大家都读过鲁迅的名篇《从百草园到三味书屋》,文章中涉及一个“美女蛇”的典故,假设我们没有给GPT设置一个特定范围,直接问“美女蛇”的相关问题:
一望而知,ChatGPT对于“美女蛇”典故的理解出现了信息偏差问题,它以为“美女蛇”指的是《白蛇传》中的白素贞和许仙以及法海的故事。
但其实我们都知道,《从百草园到三味书屋》中“美女蛇”指的是人首蛇身的怪物,能唤人名,倘一答应,夜间便要来吃这人的肉的故事。
所以,如果我们想谈论“美女蛇”相关的问题,必须让ChatGPT有一个特定的“语境”,它才能理解真正要谈论的话题,所以需要把《从百草园到三味书屋》作为语料“喂”给ChatGPT才可以,当然了《从百草园到三味书屋》作为人尽皆知的杂文,它肯定默认存储于ChatGPT的语料库中,但假设如果某一个领域的论文或者其他资料,并未出现在ChatGPT的语料库中,而该文章的长度又超过ChatGPT输入的4096个token的限制,那么就非常麻烦了,所以让ChatGPT具备学习“新材料”的能力就显得十分必要了。
LlamaIndex(GPT Index)是一个针对特定语料检索的GPT项目,可以通过索引文件把外部语料数据和GPT连接起来,首先安装项目:
pip3 install llama-index
注意该项目依赖langchain模块,为了确保不出问题,最好升级一下langchain模块:
pip3 install --upgrade langchain
LlamaIndex所做的是将我们的原始语料数据转换成一个基于向量的索引,这对检索来说是非常高效的。它将使用这个索引,根据查询和数据的相似性,找到最相关的部分。然后,它将把检索到的内容插入到它将发送给GPT的引导词(prompt)中,这样GPT就有了回答问题的“语境”:
具体工作流:
将本地答案数据集,转为向量存储到向量数据(index.json)
当用户输入查询的问题时,把问题转为向量然后从向量数据库中查询相近的答案topK 这个时候其实就是我们最普遍的问答查询方案,在没有GPT的时候就直接返回相关的答案整个流程就结束了。
基于GPT可以优化回答内容的整体结构,在单纯的搜索场景下其实这个优化没什么意义。但如果在垂直领域特定的聊天场景下,引用相关领域内容回复时,数据检索会更加精准。
首先把《从百草园到三味书屋》这篇文章写入到项目的data目录中,随后编写代码:
import os
from llama_index import SimpleDirectoryReader, GPTSimpleVectorIndex,LLMPredictor,ServiceContext
from langchain import OpenAI
os.environ["OPENAI_API_KEY"] = 'apikey'
class LLma:
# 建立本地索引
def create_index(self,dir_path="./data"):
# 读取data文件夹下的文档
documents = SimpleDirectoryReader(dir_path).load_data()
index = GPTSimpleVectorIndex.from_documents(documents)
print(documents)
# 保存索引
index.save_to_disk('./index.json')
这里通过GPTSimpleVectorIndex.from_documents方法读取data目录中的语料文章,随后转换为向量索引存储在本地磁盘的index.json文件中。
执行建立索引方法:
if __name__ == '__main__':
llma = LLma()
# 建立索引
llma.create_index()
索引的内容:
{"index_struct": {"__type__": "simple_dict", "__data__": {"index_id": "86c83b5a-a975-43ab-8505-cbc8f0ae68e2", "summary": null, "nodes_dict": {"da552579-e0f4-4ee0-be68-a3c392e39dc2": "a2521cfa-13c5-49b2-9cfd-7206fe493666", "c1f7df04-5e6c-4327-a0cc-4a3489d50d19": "68b609e3-2ec5-4de2-ac43-eb28105364ca"}, "doc_id_dict": {"87411099-60d8-4272-a7d1-6e8676fc42a0": ["da552579-e0f4-4ee0-be68-a3c392e39dc2", "c1f7df04-5e6c-4327-a0cc-4a3489d50d19"]}, "embeddings_dict": {"da552579-e0f4-4ee0-be68-a3c392e39dc2": [0.004821529611945152, -0.005787167698144913, 0.00886388961225748, -0.0005273548304103315, -0.0007779211737215519, 0.022242968901991844, -0.0035828494001179934, -0.023534925654530525, -0.03012790158390999, -0.014744291082024574, 0.004718306474387646, -0.0010788505896925926, -0.006236688699573278, 0.0033247910905629396, 0.01692862994968891, 0.02300216071307659, 0.01628931239247322, 0.008157975040376186, 0.028822625055909157, -0.0011337919859215617, 0.006499741692095995, 0.02746407315135002, -0.016302630305290222, -0.002881929511204362, -0.011933951638638973, 0.016502417623996735, 0.03031436912715435, -0.016489099711179733, 0.003935806918889284, -0.0009106963989324868, 0.0039058385882526636, 0.004168891813606024, -0.018566885963082314, -0.00980954896658659, -0.026451818645000458, -0.027490710839629173, -0.008237889967858791, -0.005337646696716547, 0.010009336285293102, 0.0037393493112176657, 0.013931823894381523, 0.0008798958733677864, -0.004105625674128532, 0.011208058334887028, -0.01188733521848917, 0.008311145007610321, -0.020058630034327507, -0.006176752503961325, -0.01582314260303974, 0.026438498869538307, 0.005500806029886007, 0.005507465451955795, -0.028103390708565712, -0.01434471644461155, -0.010175825096666813, 0.011747484095394611, 0.01688867248594761, 0.026558371260762215, -0.010755208320915699, -0.011754143983125687, 0.014970717020332813, 0.017115099355578423, -0.02107088454067707, -0.015317014418542385, -0.020990969613194466, 0.028103390708565712, 0.007438741158694029, -0.040436916053295135, -0.0037460089661180973, -0.0131593132391572, 0.032285600900650024, 0.030554113909602165, 0.005933678243309259, -0.015090588480234146, 0.041422534734010696, -0.01100827194750309, -0.03617479279637337, 0.010488824918866158, -0.010701931081712246, 0.009243485517799854, -0.005277710501104593, -0.01450454629957676, -0.02233620174229145, 0.02344169095158577, 0.01539692934602499, 0.019046373665332794, -0.019206203520298004, 0.04653708636760712, -0.015490163117647171, -0.023175308480858803, 0.012573271058499813, 0.026398541405797005, 0.013179291971027851, 9.521106403553858e-05, 0.018100714311003685, 0.020857777446508408, -0.007119081914424896, 0.013279185630381107, -0.0021826745942234993, -0.0350826233625412, -0.0061501143500208855, -0.009136931970715523, -0.009862825274467468, 0.002357488265261054, -0.023561563342809677, 0.008231230080127716, 0.02282901108264923, 0.00845099613070488, 0.03207249566912651, -0.01539692934602499, -0.007352166809141636, 0.03236551582813263, 0.008677421137690544, -0.04581785202026367, -0.0017514672363176942, -0.026385221630334854, 0.027863647788763046, 0.008018123917281628, -0.016955269500613213, -0.0055873803794384, -0.004668359644711018, 0.01126133557409048, -0.004535167943686247, -0.026385221630334854, -0.0008724038489162922, 0.020697947591543198, -0.011780781671404839, 0.01530369557440281, -0.02426747791469097, -0.013505610637366772, 0.010715250857174397, 0.028662795200943947, 0.017354842275381088, -0.006056880112737417, -0.04019717499613762, 0.0062999543733894825, -0.017195014283061028, -0.003965775016695261, 0.0009897787822410464, -0.02342837303876877, 0.005976965185254812, 0.016822077333927155, -0.012699802406132221, -0.021030927076935768, 0.0061334650963544846, 0.031992580741643906, -9.115288412431255e-05, 0.007465379778295755, -0.011481101624667645, -0.0066828797571361065, 0.02358820289373398, -0.0002526475000195205, 0.03460313379764557, -0.005790497176349163, 0.01036229357123375, 0.013139334507286549, -0.0052244337275624275, 0.011660909280180931, -0.019033055752515793, 0.011667569167912006, 0.024027733132243156, 0.02807675302028656, 0.021803436800837517, -0.011048229411244392, 0.002240945817902684, 0.024760287255048752, 0.004934742581099272, -0.004338710568845272, -0.0006101832259446383, -0.015023993328213692, -0.011694207787513733, 0.013119355775415897, -0.021590329706668854, 0.028263220563530922, 0.003759328043088317, 0.007625209167599678, 0.012107101269066334, 0.015849780291318893, -0.019659055396914482, -0.012972844764590263, -0.04509861767292023, -0.022908926010131836, 0.01881994865834713, 0.01108152698725462, -0.019073013216257095, -0.020458202809095383, -0.012686483561992645, 0.0038159345276653767, -0.0018863235600292683, -0.0006988387904129922, 0.00893048569560051, 0.02617211639881134, -0.019539183005690575, -0.014384673908352852, -0.5932878851890564, -0.011580994352698326, -0.01566331274807453, 0.0027354189660400152, 0.008977102115750313, 0.01149442046880722, 0.006489752326160669, 0.01800748147070408, -0.004032370634377003, -0.04208848997950554, -0.023028798401355743, 0.015050631016492844, 0.005440869834274054, 0.0030251103453338146, -0.01690199226140976, -0.007392124272882938, 0.009263464249670506, -0.011094845831394196, -0.002357488265261054, -0.01977892778813839, -0.008197932504117489, 0.015503481961786747, 0.004951391369104385, 0.007432081736624241, -0.013239228166639805, 0.020951012149453163, 0.012413441203534603, -0.018766671419143677, -0.004964710678905249, 0.034683048725128174, -0.031140156090259552, 0.016196077689528465, 0.013798631727695465, 0.00372935994528234, 0.05791163444519043, -0.005960316397249699, -0.011427824385464191, 0.01466437615454197, 0.027970200404524803, 0.0183271411806345, 0.011274654418230057, -0.00394579628482461, 0.012460058555006981, -0.007025847677141428, -0.0052310931496322155, -0.013918504118919373, 0.025785861536860466, -0.007798358332365751, 0.0028436370193958282, 0.02583913691341877, 0.0004337045829743147, 0.0019362703897058964, -0.00045826175482943654, -0.010415569879114628, 0.023015478625893593, -0.0012678159400820732, 0.018580203875899315, -0.04086313024163246, -0.0015425232704728842, 0.0047849020920693874, 0.016795439645648003, 0.026744838804006577, -0.004138923715800047, -0.010189143940806389, -0.005763859022408724, 0.02454718016088009, -0.04099632054567337, -0.00870405975729227, 0.008690740913152695, -0.0016657252563163638, 0.0038692110683768988, 0.011647590436041355, -0.006389858666807413, 0.0014010072918608785, 0.002547285985201597, 0.022775733843445778, 0.02202986180782318, 0.007245613727718592, -0.007991485297679901, 0.01403837651014328, 0.01580982282757759, -0.003476296318694949, -0.023201946169137955, -0.01768782176077366, 0.010355633683502674, -0.003989083226770163, -0.011387866921722889, 0.0207379050552845, -0.0004757431452162564, -0.009436612948775291, -0.01507726963609457, 0.012506674975156784, -0.004158902447670698, 0.006250008009374142, 0.002142717130482197, 0.008644123561680317, -0.022229649126529694, -0.012100441381335258, 0.009316740557551384, -0.033883899450302124, 0.007305549923330545, -0.04517853260040283, -0.006925954483449459, 0.01164093054831028, -0.0032665198668837547, 0.024853520095348358, -0.014131610281765461, -0.010302357375621796, 0.018233906477689743, -0.0215237345546484, 0.0005473335040733218, 0.0028070092666894197, 0.020697947591543198, -0.0022043180651962757, 0.005677284672856331, -0.019366033375263214, 0.021150799468159676, 0.021643606945872307, 0.03929147124290466, 0.00853757094591856, 0.013132674619555473, 0.02967504970729351, 0.006872677709907293, -0.0004037365142721683, 0.038359131664037704, 0.009429953061044216, -0.02007194794714451, -0.005027976352721453, 0.014211525209248066, 0.00625666743144393, 0.0001508809218648821, -0.014904120936989784, 0.036680918186903, -0.017141737043857574, 0.03657436743378639, -0.017101779580116272, 0.01579650305211544, -0.004821529611945152, 0.02362816035747528, -0.009389995597302914, -0.007771719712764025, 0.016182757914066315, 0.02091105468571186, -0.004601764027029276, -0.009449931792914867, -0.017621226608753204, -0.010542101226747036, -0.014597781002521515, -0.036601003259420395, 0.0007879105396568775, 0.0012811350170522928, -0.007978166453540325, -0.013219249434769154, -0.010974973440170288, -0.01932607591152191, 0.041076235473155975, -0.013618824072182178, -0.0075852517038583755, -0.025439562276005745, 0.01736816205084324, 0.01325254701077938, 0.0026987912133336067, -0.01690199226140976, -0.004954721312969923, 0.004082317464053631, -0.027157733216881752, -0.010661973617970943, -0.005624007899314165, -0.03300483524799347, -0.03396381437778473, -0.010435548610985279, -0.014011737890541553, 0.0018430363852530718, 0.00505794445052743, -0.005011327564716339, -0.015383610501885414, -0.02697126381099224, -0.000325278437230736, -0.019419310614466667, -0.003979093860834837, 0.014211525209248066, 0.0023175308015197515, -0.003479626029729843, -0.0031166793778538704, 0.007725102826952934, -0.02057807520031929, 0.011181420646607876, 0.02759726345539093, 0.01992543786764145, 0.021124159917235374, 0.01269314344972372, 0.02280237339437008, -0.013705397956073284, 0.01612948253750801, -0.012706462293863297, -0.00011789522250182927, 0.030074624344706535, 0.013439015485346317, -0.008457656018435955, 0.03785300254821777, 0.003639455884695053, 0.02488015964627266, 0.0007954025641083717, -0.021590329706668854, 0.011967250145971775, -0.023881223052740097, 0.014850844629108906, -0.016848715022206306, 0.012420101091265678, -0.005164497531950474, -0.001505063148215413, -0.005430880468338728, -0.012346845120191574, -0.02011190541088581, 0.0077783796004951, 0.017168374732136726, -0.012619887478649616, 0.00326818460598588, 0.011953930370509624, -0.002958514727652073, -0.013998419046401978, -0.0045451573096215725, 0.010182484984397888, -0.0003080051683355123, -0.01852692849934101, 0.003238216508179903, 0.0018846587045118213, 0.0013976775808259845, -0.012333526276051998, 0.0011654250556603074, -0.017994161695241928, -0.01493075955659151, 0.006386529188603163, 0.013299164362251759, -0.005633997265249491, 0.01579650305211544, 0.032605260610580444, -0.04030372574925423, 0.0295152198523283, -0.014397993683815002, 0.0036094877868890762, 0.02614547684788704, 0.005800486542284489, -0.02091105468571186, 0.007598571013659239, 0.023827945813536644, 0.007831656374037266, -0.006163433194160461, -0.0167554821819067, 0.024187562987208366, -0.012180356308817863, 0.014864163473248482, -0.018633481115102768, -0.012426760047674179, 0.013339121825993061, -0.046350616961717606, -0.0049214232712984085, 0.022922245785593987, 0.02677147649228573, 0.013359100557863712, 0.003148312447592616, -0.007312209345400333, -0.001261988771148026, 0.007538634818047285, 0.034070368856191635, 0.006126805674284697, -0.0043953172862529755, -0.020618032664060593, -0.02153705433011055, 0.006383199244737625, 0.002515653148293495, -0.020671309903264046, 0.007438741158694029, -0.01085510104894638, 0.017954204231500626, -0.008650783449411392, -0.015103908255696297, -0.009736292995512486, -0.008624144829809666, -0.007771719712764025, -0.030527476221323013, -0.013079398311674595, 0.007378804963082075, 0.007365486118942499, -0.00893714465200901, -0.0028602860402315855, -0.0199387576431036, -0.005534104071557522, -0.00011040320532629266, 0.030900411307811737, -0.014531184919178486, -0.0036061578430235386, 0.007025847677141428, 0.005171157419681549, -0.010568739846348763, 0.00614345446228981, 0.008351102471351624, -0.006686209701001644, -0.015130545943975449, 0.005763859022408724, -0.011607632972300053, -0.015876417979598045, -0.016555694863200188, 0.008231230080127716, 0.024360712617635727, 0.016022928059101105, -0.02007194794714451, 0.0009631405118852854, -0.0019928766414523125, -0.0016507413238286972, -0.03409700468182564, -0.01660897210240364, -0.014171567745506763, -0.011594314128160477, -0.00028844267944805324, 0.01628931239247322, -0.012713122181594372, -0.02262922376394272, 0.041742194443941116, 0.00034400849835947156, -0.006789433304220438, -0.025253094732761383, -0.0335376001894474, 0.01283299457281828, 0.08353766053915024, -0.001618275884538889, -0.012972844764590263, 0.003762657754123211, 0.034523218870162964, 0.006632933393120766, -0.025745904073119164, -0.03718704730272293, 0.022456074133515358, 0.0007313041714951396, 0.007198996841907501, -0.006799422670155764, 0.014397993683815002, -0.004981359466910362, 0.004049019422382116, -0.01165425032377243, -0.006802752148360014, -0.014810887165367603, 0.0077783796004951, 0.0004247557953931391, -0.0016623955452814698, 0.010468846186995506, -0.00013964288518764079, 0.032631900161504745, -0.017821013927459717, 0.0022592595778405666, 0.02378798834979534, 0.015849780291318893, 0.03494942933320999, -0.017314886674284935, -0.014850844629108906, -0.017181694507598877, 0.006523050367832184, 0.004262125585228205, -0.013945142738521099, -0.006729497108608484, -0.00812467746436596, 0.01820726878941059, -0.004045689478516579, -0.011993887834250927, 0.02677147649228573, 0.044113002717494965, 0.026358583942055702, -0.04102296009659767, 0.016835397109389305, -0.005727231502532959, -0.0067494758404791355, 0.0032765092328190804, -0.017900928854942322, -0.007172358222305775, 0.035002708435058594, -0.01347897294908762, 0.011028250679373741, -0.020325012505054474, 0.009683016687631607, -0.006852698978036642, 0.005334316752851009, -0.00701918825507164, -0.0030833815690129995, 0.009456591680645943, 0.004468572326004505, -0.028529604896903038, 0.0035695303231477737, -0.010555421002209187, -0.018074076622724533, -0.02075122483074665, 0.014637738466262817, -0.0065896459855139256, -0.006609624717384577, -0.003095035906881094, 0.001224528648890555, 0.0011879010125994682, -0.028156667947769165, -0.03092704899609089, 0.016995226964354515, 0.014051695354282856, 0.0302877314388752, 0.006100167520344257, -0.01451786607503891, 0.008490953594446182, -0.00028240744723007083, -0.02300216071307659, 0.01491743978112936, -0.018580203875899315, -0.015277056954801083, 0.025146542116999626, 0.0167288426309824, -0.003922487609088421, -0.0006946765352040529, 0.001029736245982349, 0.020657990127801895, 0.006423156708478928, 0.014557823538780212, 0.005943667609244585, 0.019885480403900146, -0.019099650904536247, -0.012912909500300884, 0.01931275799870491, 0.00634657172486186, -0.016302630305290222, -0.0021543714683502913, -0.014477908611297607, -0.007578592281788588, -0.013019462116062641, 0.02409433014690876, -0.01786097139120102, 0.0023724723141640425, 0.0010230767074972391, -0.011414505541324615, 0.005157838109880686, 0.014544503763318062, -0.018447013571858406, 0.009842846542596817, -0.0019346055341884494, 0.002054477808997035, 0.021776799112558365, -0.005254401825368404, 0.035668663680553436, 0.0034463282208889723, -0.017674501985311508, 0.02422752045094967, -0.018220586702227592, 0.014904120936989784, 0.021350586786866188, -0.03537564352154732, 0.029089007526636124, -0.01036895252764225, 0.003919157665222883, -0.015050631016492844, -0.0009240155341103673, 0.018606843426823616, 0.02458713762462139, 0.008197932504117489, 0.00041310154483653605, -0.03684074804186821, -0.01362548302859068, 0.005011327564716339, -0.004335381090641022, -0.006353231146931648, 0.007705124095082283, -0.03207249566912651, -0.016236035153269768, -0.0016457466408610344, -0.012460058555006981, 0.04067666083574295, -0.02550615929067135, -0.015250418335199356, -0.01189399417489767, 0.02200322411954403, 0.00554076349362731, -0.006040231324732304, -0.004641721490770578, -0.0036827430594712496, 0.023494968190789223, 0.009037038311362267, -0.01818062923848629, -0.014424631372094154, -0.007838315330445766, 0.015996290370821953, -0.018873225897550583, 0.03223232552409172, -0.01977892778813839, 0.011933951638638973, 0.013212589547038078, -0.009889463894069195, 0.00219432869926095, -0.026052244007587433, -0.00630328431725502, -0.037080492824316025, 0.022722458466887474, 0.008957123383879662, 0.023401733487844467, -0.00489811459556222, -0.01036229357123375, -0.012899589724838734, 0.04368678852915764, -0.010002676397562027, 0.014957397244870663, -0.029115647077560425, -0.04528508707880974, -0.008477634750306606, -0.013279185630381107, -0.00350959412753582, 0.00916357059031725, 0.012453398667275906, -0.019738970324397087, 0.014318078756332397, -0.011541036888957024, 0.019818885251879692, -0.04096968472003937, 0.03156637027859688, -0.03950457647442818, 0.03652108833193779, -0.01362548302859068, 0.006879337131977081, -0.006253337487578392, 0.0039025088772177696, -0.013865227811038494, -0.010195803828537464, 0.014810887165367603, 0.015183823183178902, -0.008570868521928787, -0.004581785295158625, -0.016688885167241096, 0.006686209701001644, -0.0007421259651891887, 0.00630328431725502, -0.008277847431600094, 0.012866292148828506, -0.014411312527954578, -0.009356698021292686, -0.014251482672989368, -0.0065396991558372974, -0.033883899450302124, 0.009609761647880077, -0.00012236963084433228, -0.016688885167241096, 0.02791692316532135, -0.005241082515567541, -0.011234696954488754, 0.0043154023587703705, 0.007292230613529682, 0.04765589162707329, -0.0008665767381899059, 0.018087396398186684, 0.03095368854701519, -0.030873773619532585, -0.014437951147556305, -0.02839641273021698, 0.025412924587726593, -0.005134529434144497, 0.02217637374997139, 0.032312240451574326, -0.011754143983125687, 0.003321461146697402, 0.02585245668888092, 0.00653636921197176, -0.030261091887950897, -0.04062338545918465, 0.0231353510171175, 0.027037860825657845, -0.004771582782268524, -0.00990278273820877, -0.01770114153623581, 0.0027304242830723524, 0.007771719712764025, -0.010582058690488338, -0.0053975824266672134, -0.052717167884111404, -0.006389858666807413, -0.018060756847262383, -0.0020661321468651295, -0.01022244244813919, 0.01786097139120102, 0.007099103182554245, -0.015516801737248898, -0.020671309903264046, -0.023894542828202248, -0.016222715377807617, 0.027037860825657845, 0.0029734985437244177, 0.05205120891332626, -0.002831982681527734, -0.009569804184138775, 0.013059419579803944, 0.010595378465950489, -0.010841782204806805, -0.023641478270292282, -0.028103390708565712, 0.05466176196932793, -0.0009573134011588991, 0.00041539076482877135, -0.026758158579468727, 0.028636157512664795, 0.017581269145011902, 0.010628676041960716, 0.01720833219587803, -0.005707252770662308, 0.002517318120226264, -0.0021510415244847536, 0.013785312883555889, 0.038865260779857635, -0.002052812837064266, -0.002873605117201805, -0.017794374376535416, -0.00957646407186985, -0.0023641479201614857, 0.0070591457188129425, 0.013538909144699574, -0.0006697031785733998, -0.0087706558406353, -0.003339775139465928, -0.014051695354282856, 0.013265866786241531, -0.01576986536383629, -0.01163427159190178, -0.02220301143825054, 0.03002134896814823, -0.04288763925433159, 0.009057017043232918, -0.0036660940386354923, -0.004205519333481789, -0.0159430131316185, -0.005670625250786543, 0.022935563698410988, -0.015210460871458054, 0.006509731058031321, -0.017514672130346298, -0.020031990483403206, -0.035801857709884644, 0.012586589902639389, 0.007944868877530098, 0.003982423804700375, -0.016502417623996735, 0.05324993282556534, -0.0020128553733229637, -0.0006543028866872191, -0.018593523651361465, -0.02677147649228573, 0.0036527749616652727, -0.00494140200316906, 0.0023058766964823008, -0.013665440492331982, -0.03063402883708477, 0.024800244718790054, -0.007465379778295755, -0.009716315194964409, 0.004335381090641022, -0.047149766236543655, -0.013512270525097847, -0.006250008009374142, 0.013998419046401978, -0.010622016154229641, -0.03159300610423088, -0.028263220563530922, -0.013745355419814587, -0.02314867079257965, 0.013598845340311527, -0.01253331359475851, 0.00821791123598814, 0.03148645535111427, 0.029595134779810905, -0.01644914224743843, -0.009516527876257896, 0.006356561090797186, 0.0039025088772177696, -0.0036827430594712496, -0.017301566898822784, -0.05940337851643562, -0.019086331129074097, -0.024027733132243156, 0.03465640917420387, -0.0015058956341817975, -0.003699391847476363, -0.02422752045094967, 0.010721909813582897, -0.01142116542905569, -0.019579140469431877, 0.006353231146931648, 0.005917029455304146, 0.015503481961786747, -0.02394781820476055, 0.015317014418542385, 0.0059037101455032825, -0.015343653038144112, 0.015903057530522346, -0.02297552116215229, -0.00021196166926529258, -0.015290375798940659, -0.01866011880338192, 0.008411038666963577, 0.011294633150100708, -0.041236065328121185, -0.013265866786241531, 0.002547285985201597, -0.009556485339999199, 0.0018330470193177462, 0.010428888723254204, -0.021936628967523575, -0.0010730234207585454, -0.006289965007454157, -0.007844975218176842, -0.010428888723254204, -0.010229101404547691, -0.001442629611119628, -0.0191262885928154, -0.02730424329638481, 0.0004973867326043546, 0.003506264416500926, -0.024826882407069206, -0.003839242970570922, 0.011381207965314388, -0.009916101582348347, 0.012773058377206326, 0.007498677354305983, -0.026598328724503517, 0.0016207732260227203, 0.006283305585384369, 0.020791182294487953, -0.012093781493604183, -0.02041824534535408, 0.0155567592009902, -0.013052759692072868, -0.02614547684788704, -0.03201922029256821, 9.323399717686698e-05, -0.026997903361916542, 0.016995226964354515, -0.0034629772417247295, -0.018740033730864525, 0.03937138617038727, -0.034842878580093384, 0.027863647788763046, -0.02252267114818096, -0.006556347943842411, -0.006999209523200989, -0.0035262431483715773, -0.026385221630334854, 0.03590840846300125, 0.042701173573732376, -0.004525178577750921, 0.006010263226926327, -0.012147058732807636, -0.015370290726423264, -0.0018064087489619851, -0.0287160724401474, -0.016009610146284103, -0.01752799190580845, -0.0037693174090236425, 0.004391987342387438, 0.01852692849934101, -0.020205140113830566, -0.028529604896903038, 0.018740033730864525, -0.02204318158328533, -0.03132662549614906, 0.3066599369049072, -0.004924753215163946, 0.007798358332365751, 0.017807694151997566, 0.02519981749355793, 0.016022928059101105, 0.026704881340265274, 0.007938208989799023, -0.006130135618150234, 0.01720833219587803, -0.041422534734010696, 0.00011425327102188021, -0.011840717867016792, 0.003399711335077882, 0.002635525306686759, -0.04038364067673683, -0.032285600900650024, -0.011714186519384384, -0.009236825630068779, -0.050959039479494095, 0.018074076622724533, -0.010422229766845703, -0.014371355064213276, -0.028183305636048317, 0.013838589191436768, 0.0017980842385441065, -0.00925680436193943, -0.019112970679998398, 0.022868968546390533, -0.008078060112893581, -0.013272525742650032, -0.003459647297859192, -0.0039957426488399506, -0.01276639848947525, -0.017967524006962776, 0.004728295840322971, 0.03273845463991165, 0.015703270211815834, 0.021030927076935768, 0.028023475781083107, 0.030181176960468292, -0.025239774957299232, 0.007159039378166199, 0.0033381101675331593, -0.009263464249670506, 0.026678243651986122, -0.013505610637366772, -0.002660498721525073, 0.0001414118305547163, 0.01897977851331234, -0.010728569701313972, -0.010721909813582897, 0.01756794936954975, 0.04912099987268448, 0.013905185274779797, 0.00015264986723195761, 0.014970717020332813, -0.00027429108740761876, -0.012320207431912422, 0.01204716507345438, -0.01389186643064022, 0.0478956364095211, -0.0013610499445348978, 0.017301566898822784, -0.01996539533138275, 0.006553018465638161, -0.030341006815433502, -0.015370290726423264, 0.0063732098788022995, -0.014211525209248066, -0.005467507988214493, -0.02996807172894478, -0.013219249434769154, 0.0033797326032072306, -0.022056501358747482, -0.012813015840947628, 0.021883351728320122, 0.003706051502376795, 0.037080492824316025, 0.017940886318683624, -0.008031442761421204, -0.002275908598676324, -0.011254675686359406, -0.011614292860031128, -0.012813015840947628, -0.032924920320510864, 0.02983487956225872, -0.01723497174680233, -0.03140654042363167, -0.010974973440170288, 0.006496411748230457, 0.018087396398186684, -0.005051285028457642, -0.01642250269651413, 0.020684629678726196, 0.02185671404004097, 0.01723497174680233, 0.030394284054636955, -0.023015478625893593, -0.0003858389100059867, -0.03255198523402214, -0.0143580362200737, 0.015290375798940659, 0.01022244244813919, -0.0175413116812706, 0.01077518705278635, 0.004774912726134062, -0.0011862361570820212, 0.0024607116356492043, -0.009636400267481804, -0.002936871023848653, -0.03002134896814823, -0.0007238121470436454, -0.00029447791166603565, 0.00948988925665617, -0.0034496579319238663, -0.004292093683034182, -0.0043953172862529755, 0.027357518672943115, -0.003403041046112776, 0.008024783805012703, -0.021417181938886642, -0.012040505185723305, 0.022935563698410988, -0.012093781493604183, -0.026092201471328735, -0.017927566543221474, 0.010928357020020485, 0.023561563342809677, -0.03977096080780029, 0.021883351728320122, -0.04272780939936638, 0.024453945457935333, 0.007785039022564888, -0.009636400267481804, 0.02839641273021698, 0.010328995063900948, -0.011740824207663536, -0.01020246371626854, -0.02378798834979534, 0.0024640413466840982, -0.00466502970084548, 0.0036561046727001667, -0.02040492743253708, 0.025719264522194862, -0.009030378423631191, 0.018313821405172348, -0.02218969166278839, 0.04515189304947853, -0.026105519384145737, -0.032924920320510864, 0.01325254701077938, -0.006406507920473814, -0.012320207431912422, 0.013039440847933292, -0.02518649958074093, -0.03433674946427345, -0.0075719328597188, 0.0070658051408827305, 0.029941434040665627, -0.03383062407374382, -0.008724038489162922, 0.03633462265133858, -0.009776250459253788, -0.006872677709907293, 0.0005144518800079823, -0.16803430020809174, 0.009123613126575947, 0.02697126381099224, -0.0199121180921793, 0.02502666972577572, -0.0018447012407705188, -0.004115615040063858, 0.003922487609088421, -0.009676357731223106, 0.006296624895185232, 0.01977892778813839, 0.002302546752616763, 0.006170093081891537, -0.019738970324397087, -0.023161988705396652, 0.028050115332007408, -0.03415028378367424, -0.011501080356538296, 0.04504534229636192, 0.019419310614466667, -0.006259997375309467, -0.006689539644867182, 0.006925954483449459, -0.0022675839718431234, 0.016675567254424095, 0.023255223408341408, 0.014890802092850208, -0.0077517409808933735, -0.020657990127801895, -0.03223232552409172, -0.007838315330445766, -0.0026704880874603987, -0.0053842635825276375, -0.024627095088362694, 0.0447256825864315, 0.008504272438585758, 0.0029268816579133272, 0.016302630305290222, -0.02342837303876877, 0.009156910702586174, 0.03332449495792389, 0.016009610146284103, 0.007432081736624241, 0.0002559772692620754, -0.025133222341537476, 0.023375095799565315, 0.016382545232772827, 0.0051611680537462234, 0.0046184128150343895, 0.00013454415602609515, -0.006170093081891537, -0.0015799832763150334, 0.025972329080104828, 0.01373203657567501, 0.014890802092850208, 0.013545568101108074, -0.002442397875711322, 0.02298884093761444, -0.0018197279423475266, 0.028423050418496132, 0.004468572326004505, -0.024014415219426155, 0.005673954728990793, 0.008457656018435955, 0.010915037244558334, 0.00257392437197268, -0.0010979968355968595, -0.0011554356897249818, -0.022282926365733147, 0.011367888189852238, -0.010142527520656586, -0.03300483524799347, 0.03417691960930824, 0.008810613304376602, 0.0069659119471907616, 0.014397993683815002, -0.004691667854785919, -0.013139334507286549, 0.0017248289659619331, 0.01975228823721409, -0.012393462471663952, 0.01624935492873192, -0.03622806817293167, -0.014970717020332813, -0.002856956096366048, 0.010548761114478111, 0.018859906122088432, -0.016142800450325012, 0.012246951460838318, -0.0022908926475793123, 0.003909168299287558, -0.024360712617635727, -0.018540246412158012, -0.025239774957299232, -0.004345370456576347, 0.023641478270292282, 0.0017448076978325844, -0.004178881179541349, -0.006086848210543394, -0.022602586075663567, 0.017288247123360634, -0.004325391724705696, -0.0067861033603549, 0.022123096510767937, -0.003942466340959072, -0.0055274441838264465, -0.0004255882522556931, 0.024853520095348358, 0.03745343163609505, -0.008231230080127716, -0.010189143940806389, 0.007731762249022722, 0.027543988078832626, 0.01980556547641754, -0.01475760992616415, 0.011114824563264847, -0.0191529281437397, -0.008923825807869434, 0.025466201826930046, -0.006566337309777737, -0.017994161695241928, 0.023175308480858803, 0.003198259277269244, 0.009709655307233334, -0.008810613304376602, -0.006839379668235779, -0.08795961737632751, 0.0034829559735953808, 0.026904668658971786, 0.018233906477689743, -0.015903057530522346, -0.005890390835702419, -0.006053550634533167, 0.031672921031713486, -0.01267982367426157, 0.023028798401355743, -0.01566331274807453, -0.019898800179362297, 0.0012120420578867197, -0.007525315508246422, 0.006779443938285112, -0.006200061179697514, 0.035668663680553436, -0.017181694507598877, -0.008943804539740086, 0.028209945186972618, -0.005860422737896442, -0.006170093081891537, 0.00024723660317249596, -0.008590847253799438, -0.0019379352452233434, -0.006932613905519247, -0.021244032308459282, 0.020951012149453163, 0.009210187010467052, 0.010189143940806389, 0.022775733843445778, -0.002665493404492736, -0.01434471644461155, -0.014104972593486309, 0.010948335751891136, -0.013359100557863712, -0.015210460871458054, 0.009729634039103985, 0.03092704899609089, -0.03223232552409172, -0.011048229411244392, 0.011361229233443737, 0.021297309547662735, -0.02028505504131317, 0.01608952507376671, -0.0011296297889202833, -0.004608423449099064, 0.03417691960930824, 0.00609683757647872, -0.012786377221345901, -0.027837008237838745, -0.012759738601744175, -0.0013568876311182976, 0.0010080926585942507, 0.04845504090189934, -0.006259997375309467, 0.009176889434456825, 0.026917988434433937, -0.014890802092850208, 0.010875079780817032, -0.009370016865432262, -0.012506674975156784, -0.005917029455304146, -0.01929943822324276, 0.016475779935717583, 0.014491227455437183, 0.019858842715620995, 0.00032111621112562716, 0.013372419402003288, -0.01578318513929844, -0.021017607301473618, -0.0017448076978325844, -0.012253611348569393, 0.01736816205084324, -0.023161988705396652, -0.013265866786241531, -0.007272251881659031, 0.00940331444144249, 0.009370016865432262, -0.03428347408771515, -0.000847430492285639, -0.01720833219587803, 0.0069725713692605495, -0.03209913522005081, 0.02408101037144661, 0.012140398845076561, 0.02246939390897751, -0.002715440234169364, 0.008297826163470745, -0.02233620174229145, -0.026371903717517853, -0.010701931081712246, -0.003452987875789404, -0.02328186109662056, 0.014730972237884998, 0.009276783093810081, 0.00016742579464334995, -0.011767462827265263, 0.003542891936376691, 0.010868420824408531, -0.0013235898222774267, -0.03782636672258377, -0.06483758985996246, -0.0005236088181845844, 0.007318869233131409, -0.0037393493112176657, 0.004421955440193415, -0.013705397956073284, 0.0135722067207098, -0.008457656018435955, -0.021577011793851852, 0.012187016196548939, -0.02679811604321003, 0.0271444134414196, 0.005803816486150026, -0.010648654773831367, -0.01491743978112936, -0.004651710856705904, -0.0008915501530282199, 0.004045689478516579, 0.0025323019362986088, 0.024174245074391365, 0.008983762003481388, 0.014864163473248482, 0.0026421849615871906, -0.0014834195608273149, -0.02983487956225872, 0.01124135684221983, -0.03225896507501602, 0.03209913522005081, -0.01899309828877449, -0.024507222697138786, 0.0034463282208889723, -0.0223495215177536, 0.010275718756020069, 0.009483229368925095, -0.004025710746645927, -0.011048229411244392, 0.02187003195285797, 0.008763995952904224, 0.01724828965961933, 0.05551418662071228, -0.05010661482810974, -0.02139054425060749, 0.024294117465615273, 0.00426878547295928, -0.01690199226140976, 0.015090588480234146, -0.012087122537195683, 0.037266962230205536, 0.03921155631542206, -0.019059693440794945, 0.020631352439522743, 0.02551947720348835, -0.010522122494876385, -0.009669697843492031, 0.013618824072182178, -0.021257352083921432, 0.00701918825507164, 0.002300882013514638, -0.005950327031314373, -0.038225941359996796, 0.02855624258518219, 0.011228037066757679, 0.007105762604624033, -0.023881223052740097, 0.00813133642077446, -0.02618543431162834, -0.020937692373991013, -0.008823932148516178, 0.015117227099835873, -0.03446994349360466, -0.012060483917593956, -0.0063798693008720875, 0.019033055752515793, 0.0319393053650856, -0.009962718933820724, 0.014131610281765461, -0.00048490005428902805, -0.025173179805278778, -0.01708845980465412, 0.023042116314172745, -0.003646115306764841, 0.012686483561992645, -0.023015478625893593, 0.0004711646761279553, 0.019352715462446213, 0.02440067008137703, -0.0012003877200186253, 0.013705397956073284, 0.006569667253643274, 0.022575946524739265, 0.028636157512664795, 0.012013866566121578, -0.008497613482177258, 0.006223369389772415, -0.001107986201532185, 0.016502417623996735, -0.01165425032377243, 0.002802014583721757, 0.00662627350538969, 0.03175283595919609, 0.001671552425250411, 0.010235761292278767, -0.0048348489217460155, -0.016862034797668457, -0.00415224302560091, -0.007245613727718592, -0.025253094732761383, -0.033910539001226425, 0.004029040690511465, 0.015436886809766293, -0.02378798834979534, 0.005037965718656778, 0.022615903988480568, 0.03164628520607948, -0.003809274872764945, 0.010408909991383553, 0.007192336954176426, -0.013012802228331566, -0.026052244007587433, 0.04256797954440117, 0.015583396889269352, 0.010741888545453548, 0.019659055396914482, -0.015023993328213692, -0.0016032918356359005, 0.022282926365733147, 0.01627599261701107, 0.002553945640102029, 0.0021227383986115456, -0.022535989060997963, -0.0041489130817353725, -0.015610035508871078, -0.029568497091531754, -0.006499741692095995, 0.004731625318527222, -0.011214718222618103, 0.013299164362251759, 0.015756545588374138, -0.009789570234715939, 0.01403837651014328, 0.01627599261701107, -0.010668633505702019, 0.014238163828849792, 0.013811951503157616, 0.018566885963082314, 0.012613228522241116, 0.0030617378652095795, -0.004944731947034597, -0.003779306774958968, 0.018247226253151894, -0.02855624258518219, 0.039318110793828964, -0.025412924587726593, -0.051758188754320145, 0.0010222442215308547, -0.01770114153623581, 0.01419820636510849, -0.025119904428720474, 0.015356971882283688, 0.026358583942055702, -0.02060471475124359, 0.03337777033448219, -0.0050013381987810135, -0.03393717482686043, 0.001778105623088777, 0.01868675835430622, -0.010895058512687683, 2.286626295244787e-05, -0.02027173526585102, 0.011840717867016792, 0.023574883118271828, -0.012240292504429817, -0.0032748442608863115, 0.022376159206032753, -0.01643582247197628, 0.001834711991250515, 0.01980556547641754, 0.030554113909602165, -0.008970443159341812, 0.0013851908734068274, -0.006173422560095787, -0.019232843071222305, -0.019872160628437996, 0.028662795200943947, -0.0012578265741467476, -0.015863100066781044, 0.008164634928107262, -0.026105519384145737], "c1f7df04-5e6c-4327-a0cc-4a3489d50d19": [-0.006850742734968662, -0.014677336439490318, 0.005485869012773037, -0.016431232914328575, -0.009540928527712822, 0.019451098516583443, -0.016431232914328575, -0.019160980358719826, -0.03536802902817726, -0.019160980358719826, 0.03251959756016731, 0.016826847568154335, 0.009989292360842228, 0.003117120824754238, 0.01025303639471531, 0.01136075984686613, 0.028853559866547585, 0.009409056045114994, 0.041381385177373886, -0.012626729905605316, 0.012257488444447517, 0.01395204197615385, -0.014796021394431591, -0.00324569595977664, -0.020070895552635193, 0.009929950349032879, 0.03204485774040222, -0.013899292796850204, 0.00922443624585867, -0.004529797937721014, 0.01788182370364666, 0.010549748316407204, -0.01956978254020214, -0.008472766727209091, -0.022009411826729774, -0.02038738876581192, -0.009316746145486832, -0.010279410518705845, 0.01516526285558939, -0.010780523531138897, 0.010648651979863644, 0.00802440196275711, -0.0017505987780168653, 0.004740792792290449, -0.019451098516583443, 0.013226746581494808, -0.012395953759551048, -0.014967454597353935, -0.005555101670324802, 0.031359124928712845, 0.007661754265427589, 0.008327707648277283, -0.015468567609786987, -0.0025451267138123512, -0.005429823417216539, -0.008182648569345474, 0.01875217631459236, 0.04773760959506035, -0.024251233786344528, -0.018382936716079712, 0.010859646834433079, 0.004559469409286976, -0.011248668655753136, -0.0110376738011837, -0.01768401451408863, 0.024000676348805428, -0.0095475222915411, -0.034682296216487885, -0.0009964567143470049, 0.0009791484335437417, 0.0027561215683817863, 0.026097439229488373, -0.006534249987453222, 0.004753980319947004, 0.06361497938632965, -0.004803432151675224, -0.02658536471426487, -0.0058320327661931515, -0.008657386526465416, -0.0009090915555134416, -0.00871672946959734, -0.01558725256472826, -0.0339701883494854, 0.025701822713017464, 0.010081603191792965, 0.017116965726017952, 0.008598044514656067, 0.03906044363975525, -0.02438310533761978, -0.02145555056631565, 0.006165008991956711, 0.01340477354824543, 0.037161488085985184, 0.016721351072192192, 0.010912396013736725, 0.01949065923690796, 0.003969342447817326, 0.011901434510946274, -0.010279410518705845, -0.031781114637851715, -0.014044351875782013, -0.0017044437117874622, -0.012316830456256866, -0.0020951139740645885, -0.043385837227106094, 0.008420017547905445, 0.009165093302726746, -0.00811011902987957, 0.030594268813729286, -0.042541857808828354, -0.01855436898767948, 0.030884386971592903, 0.019385162740945816, -0.017314773052930832, -0.001656640088185668, -0.03666037321090698, 0.014070725999772549, 0.006336442194879055, -0.006563921459019184, -0.025952380150556564, -0.00844639167189598, 0.022431401535868645, 0.017895009368658066, -0.011736595071852207, 0.007879342883825302, 0.012461889535188675, -0.02745571918785572, -0.0009634887101128697, -0.02745571918785572, -0.006936459336429834, 0.013859731145203114, 0.028167827054858208, 0.023763306438922882, -0.015890557318925858, -0.024686411023139954, 0.01223770808428526, -0.01413666270673275, 0.0209544375538826, -0.010760743170976639, -0.03441855311393738, 0.008129899390041828, 0.01658947952091694, -0.008736509829759598, -0.029170053079724312, -0.02154785953462124, 0.028827186673879623, 0.015719125047326088, 0.0011893193004652858, 0.005525430664420128, -0.015257572755217552, 0.028906309977173805, -0.012468483299016953, 0.028827186673879623, -0.0019434613641351461, 0.009270590730011463, 0.010299191810190678, 0.006765025667846203, 0.005637521389871836, -0.0028995322063565254, 0.011947589926421642, 0.029644791036844254, 0.01644442044198513, 0.01562681421637535, -0.011551974341273308, -0.005162782967090607, 0.018290625885128975, 0.004183634649962187, -0.005393558647483587, 0.0051397052593529224, -0.012824537232518196, -0.019029108807444572, 0.012270675972104073, -0.007411197759211063, 0.004091324284672737, 0.023380879312753677, 0.012791569344699383, 0.03404930979013443, 0.004707824904471636, -0.014479529112577438, -0.000923102954402566, -0.03122725337743759, -0.006445236504077911, 0.03120088018476963, 0.017723577097058296, -0.003517681499943137, -0.00779362628236413, 0.007219983730465174, 0.02990853600203991, 0.01099811214953661, -0.005413339473307133, 0.017116965726017952, 0.03315258398652077, -0.006418862380087376, -0.010351940058171749, -0.6089314818382263, -0.02112586982548237, -0.024119362235069275, 0.011888246983289719, 0.0023555608931928873, -0.0024132549297064543, -0.004147369880229235, 0.02534576877951622, 0.002286328235641122, -0.03112175688147545, -0.013675110414624214, 0.010866240598261356, -0.0058419229462742805, 0.008868382312357426, -0.00885519478470087, -0.010826678946614265, -0.004978162236511707, 0.006003465969115496, -0.0050902534276247025, -0.022972077131271362, 0.00011373947199899703, 0.02103356085717678, -0.0020423652604222298, 0.003077559405937791, -0.010721181519329548, 0.004770464263856411, 0.012415735051035881, 0.00022995153267402202, -0.003722083056345582, 0.03275696933269501, -0.03033052571117878, 0.020150018855929375, 0.033495448529720306, 0.020229142159223557, 0.06551393866539001, -0.012679478153586388, -0.0011266801739111543, 0.031464625149965286, 0.008301332592964172, 0.028853559866547585, -0.007754064630717039, -0.008907943032681942, 0.011762969195842743, -0.0026473274920135736, -0.014598214067518711, 0.013741047121584415, 0.010589309968054295, 0.012099241837859154, -0.00023757538292557, 0.026005128398537636, 0.003609991865232587, 0.0008934317738749087, 0.004562765825539827, -0.009165093302726746, 0.003652850165963173, -0.018607117235660553, 0.0035044944379478693, -0.03251959756016731, -0.013193778693675995, 0.007932092063128948, 0.01316740456968546, 0.02618975006043911, -0.00737163657322526, 0.00509684719145298, -0.011367353610694408, 0.030620643869042397, -0.03033052571117878, 0.006646341178566217, 0.009791485033929348, 0.01451909076422453, 0.010404689237475395, -0.0019978585187345743, -0.009468398988246918, 0.003425371367484331, 0.008176054805517197, 0.021903913468122482, 0.04702550172805786, 0.0188444871455431, 0.005106737371534109, 0.004562765825539827, 0.0041341823525726795, 0.009540928527712822, -0.015297134406864643, -0.003263828344643116, 0.0002307757386006415, -0.0011283284984529018, -0.013648736290633678, 0.005571585614234209, -0.005274874158203602, -0.006791400257498026, -0.018686240538954735, 0.013872918672859669, 0.014848770573735237, -0.002741286065429449, 0.010272816754877567, 0.03494603931903839, -0.0033544902689754963, -0.018290625885128975, 0.013701485469937325, -0.024290794506669044, 0.015007016249001026, -0.03478779271245003, -0.005795767996460199, -0.004727605730295181, -0.0010137648787349463, 0.023750120773911476, -0.005812251940369606, -0.0067716194316744804, 0.011380540207028389, -0.012468483299016953, 0.006178196053951979, -0.00913871917873621, 0.014163036830723286, -0.0004516610933933407, 0.004460565280169249, -0.01850162073969841, 0.01616748794913292, 0.03457679972052574, 0.028879934921860695, 0.016655415296554565, -0.0025138070341199636, 0.0021313787437975407, 0.02137642726302147, 0.007813407108187675, 0.013233340345323086, 0.01802688278257847, -0.028827186673879623, 0.010826678946614265, 0.00027651878190226853, -0.012620136141777039, 0.004582546651363373, -0.020057708024978638, 0.025385331362485886, -0.01641804538667202, 0.03077889047563076, -0.018264250829815865, 0.015521316789090633, -0.0020423652604222298, 0.010431063361465931, -0.023591874167323112, -0.008987066335976124, 0.008993660099804401, 0.018963171169161797, -0.011255262419581413, 0.0015305376145988703, -0.004114401526749134, -0.004984756000339985, -0.015903744846582413, -0.029328299686312675, -0.0008225506753660738, -0.027112852782011032, -0.016088366508483887, -0.01968846656382084, -0.014703711494803429, -0.025556763634085655, 0.017749950289726257, -0.005067175719887018, 0.01164428424090147, -0.025701822713017464, 0.001968187279999256, 0.0012494857655838132, -0.0014967455063015223, -0.014927892945706844, 0.013312463648617268, 0.011433289386332035, -0.04206712171435356, 0.00020028036669827998, 0.014057539403438568, -0.044678181409835815, -0.023605061694979668, -0.002353912452235818, -0.0072727324441075325, 0.01368829794228077, 0.00010513689630897716, -0.004796838387846947, -0.018857674673199654, -0.02571501024067402, 0.007404604461044073, -0.008288145996630192, -0.00952114723622799, -0.0054924627766013145, -0.0016286172904074192, -0.0015173504361882806, -0.019200541079044342, 0.010318972170352936, -0.007002395112067461, -0.008598044514656067, 0.027930457144975662, 0.011110203340649605, 0.013444335199892521, 0.001064040930941701, 0.015903744846582413, -0.005208937916904688, -0.001121734967455268, 0.006916678510606289, 0.03779447078704834, 0.025213897228240967, 0.008835413493216038, 0.012646510265767574, 0.021956663578748703, -0.003616585396230221, 0.015534504316747189, -0.00964642595499754, 0.0013640495017170906, 0.003929781261831522, -0.01562681421637535, 0.028035955503582954, -0.00041725076152943075, 0.018198315054178238, 0.014202598482370377, -0.00644853338599205, -0.020347826182842255, -0.009758517146110535, -0.02413254790008068, 0.016826847568154335, 0.024594100192189217, -0.005726534873247147, 0.013872918672859669, -0.0016632337355986238, -0.010266223922371864, -0.02509521320462227, -0.014835583046078682, 0.004744089674204588, 0.004968272056430578, -0.020822566002607346, -0.0035308687947690487, 0.008907943032681942, 2.0154242520220578e-05, -0.011901434510946274, -0.008057369850575924, -0.027323847636580467, -0.03033052571117878, 0.0145718390122056, 0.006194679997861385, -0.006359519902616739, 0.01253441907465458, 0.02092806249856949, -0.047104623168706894, 0.02117861993610859, -0.004658373072743416, 0.0036990053486078978, 0.0035770239774137735, 0.01706421747803688, -0.03360094875097275, 0.001167890033684671, 0.005993575789034367, 0.0032110796310007572, -0.002139620715752244, -1.9626240828074515e-05, 0.02554357796907425, 0.013141029514372349, 0.03128000348806381, -0.011512412689626217, -0.028378821909427643, -0.0007978247012943029, -0.04481005296111107, 0.009929950349032879, 0.01999177224934101, 0.003009974956512451, 0.019029108807444572, -0.007503508124500513, 0.013780607841908932, 0.003972639329731464, 0.0030000845436006784, 0.03455042466521263, -0.0010813492117449641, -0.008063963614404202, -0.007121080067008734, -0.016035616397857666, 0.015600440092384815, -0.01093877013772726, -0.02517433650791645, 0.011439883150160313, -0.00798484031111002, 0.019187353551387787, -0.013556426391005516, -0.008525514975190163, -0.028563443571329117, -0.005360590759664774, 0.017275212332606316, -0.020914874970912933, -0.0024066611658781767, 0.009962918236851692, -0.0027248021215200424, -0.000638754281681031, -0.016457606106996536, -0.010450843721628189, -0.002490729559212923, -0.017393896356225014, 0.0327305942773819, -0.024884218350052834, 0.0069826142862439156, -0.002835244871675968, -0.0003987062955275178, -0.00737163657322526, -0.011591535992920399, 0.0024676520843058825, 4.23689834860852e-06, -0.028879934921860695, 0.006929865572601557, -0.011400321498513222, -0.014360844157636166, -0.017275212332606316, -0.003609991865232587, 0.008373862132430077, 0.025055650621652603, -0.022813830524683, -0.005769393406808376, 0.010121164843440056, 0.0036495535168796778, -0.022681958973407745, -0.014031165279448032, -0.016708163544535637, -0.013075093738734722, 0.011242074891924858, 0.019108230248093605, -0.03608013689517975, -0.01760489121079445, 0.032625094056129456, -0.0026291951071470976, 0.006415565498173237, -0.011387133970856667, -0.011248668655753136, -0.0004306439950596541, 0.07310975342988968, 0.03154374659061432, -0.015059765428304672, 5.959989357506856e-05, 0.039218686521053314, -0.012310237623751163, -0.03336357697844505, -0.03629113361239433, 0.031807489693164825, -0.00482321297749877, 0.008426611311733723, -0.029170053079724312, 0.008993660099804401, -0.003267124993726611, 0.0205851960927248, -0.007384823635220528, 0.0063331457786262035, -0.035526275634765625, 0.0038341740146279335, 0.004338583908975124, 0.004272648133337498, 0.01830381341278553, -0.004899039398878813, 0.006402378436177969, -0.01773676462471485, -0.004668263252824545, 0.014624588191509247, 0.015560878440737724, 0.02140280045568943, -0.006188086699694395, -0.003468229668214917, -0.003639663103967905, 0.00031422587926499546, -0.004767167381942272, -0.006560624577105045, 0.006211163941770792, -0.006976020988076925, 0.016088366508483887, 0.004404519684612751, 0.009369495324790478, 0.019582970067858696, 0.026110626757144928, 0.01498064212501049, -0.031807489693164825, 0.014031165279448032, -0.010015667416155338, -0.012125616893172264, 0.0012494857655838132, -0.018818112090229988, -0.009534334763884544, 0.03254597261548042, -0.005848516710102558, -0.01706421747803688, -0.021481923758983612, 0.0034649327863007784, -0.004905632697045803, -0.03410205990076065, -0.022035786882042885, 0.0016269689658656716, 0.03391743823885918, 0.008136493153870106, -0.03120088018476963, 0.00727932620793581, 0.001555263646878302, -0.02083575166761875, -0.02455453760921955, 0.020295077934861183, -0.016180675476789474, 0.007332074921578169, 0.008993660099804401, -0.0009552467381581664, 0.020519260317087173, -0.019437910988926888, -0.02487103082239628, 0.006326552014797926, -0.0021742370445281267, 0.02621612325310707, 0.007635380141437054, -0.0020835751201957464, -0.006573811639100313, -0.010121164843440056, -0.02576776035130024, 0.012264082208275795, -0.02624249830842018, -1.784906089596916e-05, 0.017116965726017952, 0.0029885456897318363, 0.00616830587387085, 0.005063878837972879, -0.01656310446560383, 0.022708332166075706, 0.013068499974906445, 0.015455381013453007, -0.009033221751451492, 0.025424892082810402, -0.020466510206460953, -0.007740877568721771, 0.016536729410290718, 0.005182563792914152, -0.00965961255133152, 0.0034913071431219578, -0.014677336439490318, -0.005017723888158798, -0.022958889603614807, 0.016061991453170776, -0.01150581892579794, 0.012132209725677967, -0.005818845238536596, -0.02735022082924843, 0.013701485469937325, 0.025227084755897522, -0.004859477747231722, 0.006705683656036854, -0.006544140633195639, 0.005588069558143616, 0.011980557814240456, -0.004816619213670492, 0.05124540254473686, 0.0188444871455431, -0.015244386158883572, 0.008802445605397224, -0.02576776035130024, 0.017618078738451004, 0.0069232722744345665, -0.03254597261548042, 0.02599194087088108, -0.0031187692657113075, 0.0017934571951627731, -0.0072859195061028, 0.003117120824754238, 0.02346000261604786, 0.013701485469937325, 0.016602665185928345, -0.014664149843156338, -0.03460317477583885, -0.006544140633195639, -0.0034616361372172832, -0.013806982897222042, -0.00570345763117075, 0.009343120269477367, -0.021561047062277794, -0.04185612499713898, -0.0018049959326162934, -0.014875144697725773, 0.04644526541233063, -0.016180675476789474, -0.009468398988246918, -0.02455453760921955, 0.015231198631227016, -0.01666860096156597, -0.005845219828188419, -0.005657302215695381, -0.009204654954373837, 0.020875314250588417, 0.0009148609824478626, -0.027930457144975662, -0.01815875433385372, -0.0019286258611828089, 0.000349872512742877, -0.009692581370472908, 0.02328856848180294, -0.007391417399048805, -0.00030000845436006784, 0.018396122381091118, -0.03257234767079353, 0.017327960580587387, -0.020875314250588417, -0.01350367721170187, -0.030673392117023468, 0.006501282099634409, 0.015785060822963715, 0.027297472581267357, 0.011848685331642628, -0.016009243205189705, -0.006468314211815596, 0.028062330558896065, 0.0036957086995244026, 0.01751258224248886, -0.012013525702059269, -0.05190476030111313, -0.004899039398878813, 0.0053902617655694485, 0.00011425459524616599, -0.0004838048480451107, -0.0036495535168796778, -0.012468483299016953, 0.01174318790435791, -0.00996951200067997, 0.02340725250542164, -0.03821646049618721, 0.02187754027545452, -0.016286173835396767, 0.028853559866547585, -0.019754402339458466, 0.02080937847495079, -0.0012643213849514723, 0.01825106330215931, -0.005156189203262329, 0.02554357796907425, 0.013543238863348961, 0.014835583046078682, -0.0017093888018280268, 0.009066189639270306, -0.012633323669433594, -0.004279241431504488, -0.006240835413336754, 0.007846374996006489, -0.009072783403098583, -0.00014114408986642957, -0.01773676462471485, 0.008703541941940784, -0.027693089097738266, 0.002676998497918248, -0.015376257710158825, 0.0045495787635445595, 0.02869531512260437, -0.023328131064772606, 0.014888332225382328, -0.00046443616156466305, -0.022114908322691917, -0.0019319226266816258, -0.004908929578959942, 0.04531116783618927, -0.0049649751745164394, 0.02241821400821209, 0.03130637854337692, -0.01914779283106327, -0.001375588239170611, -0.03352182358503342, 0.02829969860613346, -0.01368829794228077, 0.018884049728512764, 0.026321621611714363, -0.005502352956682444, 0.0022072051651775837, 0.008096931502223015, 0.005034207832068205, -0.016549916937947273, -0.03534165397286415, 0.032203104346990585, 0.02098081074655056, -0.00048792583402246237, -0.0205851960927248, -0.02013683132827282, -0.008340894244611263, 0.026400744915008545, -0.01669497601687908, 0.0037616444751620293, -0.045152921229600906, -0.013530051335692406, -0.01822469010949135, 0.013648736290633678, -0.0059309364296495914, 0.012620136141777039, 0.010266223922371864, -0.018237877637147903, 0.0065968893468379974, -0.01894998550415039, -0.0012189904227852821, 0.03615926206111908, -0.0032292120158672333, 0.04451993480324745, -0.0172356516122818, 0.0007669172482565045, 0.00891453679651022, 0.02050607278943062, -0.009151906706392765, -0.006662825122475624, -0.028035955503582954, 0.04161875694990158, 0.0008563428418710828, -0.007411197759211063, -0.02861619181931019, 0.0013467412209138274, 0.0010533264139667153, 0.008360675536096096, 0.014598214067518711, 0.008934318087995052, -0.003913297317922115, 0.004734199494123459, 0.011875060386955738, 0.002728099003434181, 0.009059595875442028, 0.012732227332890034, -0.026717236265540123, -0.01718290150165558, 0.004493533167988062, 0.004506720695644617, 0.0058913747780025005, -0.002151159569621086, -0.03608013689517975, -0.007463946472853422, -0.031385499984025955, 0.008723323233425617, -0.022457776591181755, -0.020914874970912933, 0.004213305655866861, 0.025306208059191704, -0.04048465937376022, 0.029301924630999565, -0.004252867307513952, 0.005192453972995281, -0.012745413929224014, 0.0033792161848396063, 0.011103609576821327, -0.02748209424316883, 0.011373947374522686, -0.009501366876065731, -0.013767421245574951, -0.02480509504675865, 0.03038327395915985, -0.01209264900535345, -0.00435836473479867, -0.006910084746778011, 0.03418118506669998, 0.0036198822781443596, 0.004022091627120972, -0.00926399789750576, -0.019306039437651634, -0.003192947246134281, -0.0018181831110268831, 0.01039150170981884, -0.007615599315613508, -0.052247628569602966, 0.007674941793084145, 0.019609343260526657, 0.0005447955918498337, 0.004002310801297426, -0.030198654159903526, -0.011479444801807404, -0.010094789788126945, 0.02154785953462124, -0.02489740587770939, -0.02227315492928028, -0.032255854457616806, -0.008894756436347961, -0.009184874594211578, 0.020057708024978638, 0.005621037445962429, -0.0019582968670874834, 0.03360094875097275, 0.01974121667444706, -0.018422497436404228, -3.585265949368477e-05, 0.018738990649580956, 0.002777550835162401, 0.007899124175310135, -0.007582631427794695, -0.04122313857078552, -0.0187258031219244, -0.012837724760174751, 0.028035955503582954, -0.00844639167189598, 0.007932092063128948, -0.018514808267354965, -0.006161712110042572, -0.00942224357277155, -0.00373527011834085, -0.001803347491659224, 0.0203346386551857, 0.03212398290634155, -0.02956566959619522, 0.005874890834093094, 0.00019986827101092786, -0.012600354850292206, 0.016061991453170776, -0.018013695254921913, -0.008116712793707848, -0.02041376195847988, 0.0017077404772862792, -0.015442193485796452, 0.024831470102071762, -0.019701654091477394, -0.003123714355751872, 0.014835583046078682, 0.010160725563764572, -0.013101467862725258, 0.011802530847489834, 0.0009857420809566975, -0.017763137817382812, 0.005301248282194138, -0.007905717007815838, -0.011011299677193165, -0.02199622429907322, 0.00028084582299925387, -0.04022091254591942, -0.016932345926761627, 0.0057660965248942375, -0.005347403697669506, -0.021521486341953278, 0.00727932620793581, 0.0008818929782137275, -0.0004314682155381888, -0.01666860096156597, 0.008894756436347961, -0.0166158527135849, -0.00021140705212019384, 0.020215954631567, 0.011077235452830791, -0.008505734615027905, -0.004810025915503502, 0.03360094875097275, -0.009112345054745674, -0.022207219153642654, -0.011426695622503757, 0.0025171039160341024, -0.02264239639043808, 0.015666374936699867, 0.00044383120257407427, -0.025846881791949272, 0.024712784215807915, -0.004833103157579899, 0.005924342665821314, -0.017644453793764114, -0.0028715096414089203, -0.011822311207652092, 0.012409141287207603, -0.030937135219573975, 0.020044520497322083, 0.03573727235198021, 0.009936544112861156, 0.020796190947294235, -0.02291932702064514, -0.019029108807444572, -0.003364380681887269, -0.028589816763997078, -0.012244300916790962, -0.023051198571920395, -0.038005467504262924, -0.0004763870674651116, 0.02137642726302147, -0.012362985871732235, -0.01993902400135994, 0.007932092063128948, -0.017051029950380325, -0.034233931452035904, 0.3008788228034973, -0.0021297303028404713, 0.008809039369225502, 0.009877201169729233, 0.0014950970653444529, 0.0291436780244112, 0.04198799654841423, 0.007727690506726503, -0.007661754265427589, 0.005119924433529377, -0.005980388261377811, -0.017776325345039368, -0.028378821909427643, -0.004786948207765818, -0.0029786555096507072, -0.029723914340138435, -0.03481416776776314, -0.027508467435836792, 0.0009692580788396299, -0.055438924580812454, 0.025873256847262383, -0.011162952519953251, -0.005693566985428333, -0.01703784242272377, 0.019055482000112534, 0.015323508530855179, -0.0006474083638750017, -0.013648736290633678, 0.03196573629975319, 0.0032539379317313433, -0.015719125047326088, 0.00487266480922699, 0.003896813141182065, -0.014268534258008003, -0.027534842491149902, 0.013767421245574951, 0.02626887336373329, 0.017499394714832306, 0.004371551796793938, 0.016127927228808403, 0.013833357021212578, -0.0006218581693246961, 4.442948193172924e-05, -0.013991603627800941, 0.01205308735370636, 0.02956566959619522, -0.025055650621652603, 0.003395700128749013, -0.010503592900931835, 0.007450759410858154, -0.01616748794913292, -0.009435431100428104, 0.033732820302248, 0.04288472607731819, 0.012006931938230991, -0.014875144697725773, 0.010371721349656582, 0.004714418668299913, -0.007318887859582901, -0.020651131868362427, -0.004961678292602301, 0.03201848641037941, 0.0034220744855701923, 0.01520482450723648, 0.00937608815729618, 0.013595988042652607, -0.026374369859695435, -0.019398348405957222, -0.015218011103570461, -0.009903576225042343, -0.0031434951815754175, -0.029170053079724312, -0.015415819361805916, -0.004496830049902201, -0.01813237927854061, -0.02239184081554413, 0.04499467462301254, -0.0029357969760894775, 0.007180422078818083, 0.02869531512260437, -0.002386880572885275, -0.015982868149876595, -0.004107808228582144, 0.0026127109304070473, -0.020400574430823326, -0.04270010441541672, 0.029512919485569, -0.028484320268034935, -0.015244386158883572, -0.002812167163938284, -0.0047506834380328655, 0.0006206218968145549, -0.020901687443256378, -0.025016089901328087, 0.008195835165679455, 0.017960945144295692, 0.014875144697725773, 0.031860239803791046, -0.012554200366139412, -0.0033759193029254675, -0.022286342456936836, -0.0069826142862439156, 0.007655160967260599, 0.014664149843156338, -0.014954268001019955, 0.009250810369849205, 0.0035308687947690487, -0.002490729559212923, -0.0042495704255998135, -0.008070557378232479, -0.003913297317922115, -0.02998765930533409, 0.010734368115663528, -0.01892361044883728, 0.005973794963210821, 0.0020819269120693207, 0.000470617669634521, -0.017552142962813377, 0.01636529713869095, -0.019582970067858696, 0.01478283479809761, -0.028959058225154877, -0.005205641500651836, 0.02063794434070587, -0.015099327079951763, -0.024686411023139954, -0.014861957170069218, 0.006567218340933323, 0.011103609576821327, -0.032677844166755676, 0.032994337379932404, -0.03855932876467705, 0.023921553045511246, -0.003364380681887269, 9.926447091856971e-05, 0.025583138689398766, 0.0001527858985355124, -0.0008744752267375588, -0.005373777821660042, -0.02872168831527233, 0.008637606166303158, -0.023169884458184242, 0.00644194008782506, 0.008598044514656067, 0.030066782608628273, 0.0043352870270609856, 0.02348637580871582, -0.028563443571329117, 0.028510693460702896, -0.0012873989762738347, -0.0282733254134655, -0.002154456451535225, 0.0016830144450068474, -0.01991264894604683, 0.005858406890183687, -0.011486038565635681, -0.03613288700580597, -0.008670574054121971, -0.017051029950380325, 0.03360094875097275, -0.029275551438331604, 0.010549748316407204, 0.04684088006615639, -0.010431063361465931, -0.013543238863348961, -0.011657471768558025, -0.16668601334095, 0.015534504316747189, 0.016259798780083656, -0.022629208862781525, 0.015468567609786987, 0.0009898630669340491, 0.018567556515336037, 0.008301332592964172, -0.018290625885128975, -0.004955084528774023, -0.010028854012489319, -0.0063562230207026005, -0.003338006092235446, 0.004717715550214052, -0.027218349277973175, 0.02115224488079548, -0.03233497589826584, -0.018884049728512764, 0.023130321875214577, 0.029671166092157364, 0.006408971734344959, -0.006652934942394495, -0.005077066365629435, 0.015679562464356422, 0.0017126856837421656, -2.0115609004278667e-05, 0.009356307797133923, -0.004453971516340971, -0.014400405809283257, -0.034655921161174774, -0.003151737153530121, 0.009639832191169262, -0.021046746522188187, -0.0029473358299583197, 0.03170199319720268, 0.0029638197738677263, -0.005185860674828291, 0.003471526550129056, -0.03391743823885918, 0.019213728606700897, 0.016905970871448517, 0.03808458894491196, 0.019029108807444572, 0.0013063554652035236, -0.028352446854114532, 0.024027051404118538, 0.011855279095470905, 0.00849254708737135, 0.0037550509441643953, 0.001531361835077405, -0.007074924651533365, -0.015086139552295208, 0.03739885613322258, 0.001072283019311726, 0.02078300341963768, 0.011189326643943787, -0.01664222776889801, 0.02475234679877758, -0.00538696488365531, 0.010951956734061241, 0.006995801813900471, -0.018620304763317108, 0.011670658364892006, 0.0030050298664718866, 0.002576446160674095, 0.0030149202793836594, -0.006043027620762587, 0.0008563428418710828, -0.021890727803111076, 0.019609343260526657, -0.0011777804465964437, -0.030858013778924942, 0.02574138529598713, -0.0037023022305220366, -0.004833103157579899, 0.011189326643943787, -0.0013797092251479626, -0.006521062925457954, 0.018000507727265358, 0.020215954631567, -0.017499394714832306, 0.024884218350052834, -0.023816056549549103, -0.010529967024922371, -0.013622362166643143, 0.008670574054121971, 0.017341148108243942, -0.031438250094652176, 0.013846544548869133, -0.01006841566413641, 0.010510186664760113, -0.023420440033078194, -0.030462397262454033, -0.013272901996970177, 0.0055155400186777115, 0.0067221675999462605, 0.008881568908691406, -0.023591874167323112, -0.01954340748488903, -0.03117450512945652, 0.0017555439844727516, -0.005749612580984831, -0.010668432340025902, 0.006824368145316839, 0.003814393188804388, -0.003359435359016061, 0.0008637605933472514, 0.013259714469313622, 0.04354408383369446, -0.00031422587926499546, -0.00792549829930067, 0.013286088593304157, 0.006636450998485088, 0.002798980101943016, -0.001665706280618906, 0.02864256501197815, -0.03352182358503342, -0.014954268001019955, 0.01616748794913292, 0.006224351469427347, 0.002151159569621086, 0.016681788489222527, -0.005400152411311865, 0.015508129261434078, -0.00849254708737135, -0.016536729410290718, -0.08613869547843933, 0.013450928963720798, 0.033099833875894547, 0.017578518018126488, 0.008400237187743187, 0.015547690913081169, -0.015666374936699867, 0.021785229444503784, -0.012297050096094608, 0.01520482450723648, 5.04049239680171e-05, -0.014914706349372864, -0.0005604553734883666, -0.010833272710442543, -0.01350367721170187, -0.005838626064360142, 0.03075251542031765, -0.02497652918100357, -0.025846881791949272, 0.037557102739810944, -0.008604638278484344, 0.0016121333464980125, 0.014017977751791477, -0.005604553502053022, -0.019134605303406715, -0.014083913527429104, -0.028115078806877136, 0.021745668724179268, 0.0101079773157835, 0.005301248282194138, 0.003936374559998512, -0.015534504316747189, 0.0038045027758926153, -0.0012321776011958718, 0.014017977751791477, -0.004595734179019928, -0.03244047611951828, 0.0020456621423363686, 0.035552650690078735, -0.022233594208955765, 0.009303558617830276, 0.024818282574415207, -0.0009824453154578805, -0.027508467435836792, -0.002246766583994031, 0.008690355345606804, -0.014215785078704357, 0.029328299686312675, 0.010721181519329548, -0.01740708388388157, -0.01579824835062027, 0.01993902400135994, -0.020295077934861183, 0.0039858268573880196, 0.0391923151910305, -0.0010038744658231735, 0.008934318087995052, 0.008367269299924374, -0.018818112090229988, 0.031411875039339066, 0.010279410518705845, -0.009066189639270306, -0.006649638060480356, -0.018316999077796936, 0.008466172963380814, -0.0021099497098475695, 0.012461889535188675, 0.011242074891924858, 0.004282538313418627, 0.010661839507520199, -0.012013525702059269, -0.003982529975473881, -0.00913871917873621, 0.022062160074710846, -0.012910254299640656, -0.0024280904326587915, -0.007167235016822815, -0.0004298198036849499, 0.021745668724179268, -0.011723407544195652, -0.011011299677193165, -0.021561047062277794, 0.002601172309368849, -0.03296796232461929, 0.024686411023139954, 0.0172356516122818, 0.015560878440737724, -0.014347657561302185, 0.00964642595499754, -0.020057708024978638, -0.02824695035815239, 0.013859731145203114, 0.004186931066215038, -0.008195835165679455, 0.007866156287491322, 0.021930288523435593, 0.005406745709478855, -0.02224678173661232, -0.00984423328191042, -0.011611316353082657, -0.019213728606700897, -0.039667051285505295, -0.05791811645030975, -0.0007001570775173604, -0.0004061240761075169, -0.015811434015631676, 0.006870523560792208, -0.006319958250969648, 0.01678728684782982, 0.005077066365629435, -0.011960776522755623, -0.008565076626837254, -0.03407568484544754, 0.021112682297825813, -0.01807963103055954, -0.013154217042028904, -0.02011045627295971, 0.013239934109151363, 0.0023736932780593634, -0.0001987349969567731, 0.013609174638986588, 0.014400405809283257, 0.015666374936699867, 0.015415819361805916, 0.006478204391896725, 0.006738651543855667, -0.009250810369849205, 0.012765195220708847, -0.028537068516016006, 0.017156528308987617, -0.015574065037071705, -0.014031165279448032, 0.012257488444447517, -0.0298821609467268, 0.014690523967146873, 0.013622362166643143, 0.006910084746778011, -0.02286657877266407, 0.018620304763317108, 0.013582800514996052, -0.0026572176720947027, 0.07453396916389465, -0.0332317054271698, -0.016708163544535637, 0.022985262796282768, -0.007747471332550049, -0.0034583392553031445, 0.026994166895747185, -0.024462228640913963, 0.04048465937376022, 0.02953929454088211, -0.0367131233215332, 0.0027973316609859467, 0.027191976085305214, -0.014308095909655094, 0.0053408099338412285, 0.005749612580984831, -0.041724253445863724, 0.015811434015631676, -0.006095776334404945, 0.018514808267354965, -0.038401082158088684, 0.030277777463197708, -0.0004331165982875973, 0.01802688278257847, -0.028141451999545097, 0.02996128425002098, -0.004081433638930321, -0.01391248032450676, 0.010872834362089634, -0.0035737270954996347, -0.008215616457164288, -0.014097101055085659, -0.004434191156178713, 0.01607517898082733, 0.01852799579501152, -0.011716813780367374, 0.01833018660545349, 0.003972639329731464, -0.019503846764564514, -0.019622530788183212, 0.011690439656376839, -0.013345431536436081, 0.004219899419695139, 0.003217673161998391, -0.0001620581460883841, 0.015837809070944786, 0.027191976085305214, -0.007932092063128948, 0.004510017111897469, 0.020598383620381355, 0.01889723539352417, 0.018831299617886543, 0.0029077741783112288, -0.024211671203374863, -0.031016258522868156, 0.004678153898566961, 0.01269925944507122, -0.02309076115489006, 0.022128095850348473, 0.016088366508483887, 0.02562270127236843, 0.012633323669433594, 0.0002882636326830834, -0.001186022418551147, -0.008993660099804401, -0.007998027838766575, 0.009705767966806889, -0.013754233717918396, -0.02943379618227482, 0.004094621166586876, 0.006949646398425102, -0.020888501778244972, 0.0007112837629392743, 0.009824452921748161, 0.024422666057944298, 0.008571670390665531, -0.008202428929507732, -0.0001438227336620912, -0.03605376556515694, -0.031807489693164825, 0.043464962393045425, 0.0049649751745164394, 0.00737163657322526, 0.005904562305659056, -0.011347572319209576, 0.002142917597666383, 0.009092563763260841, 0.020572008565068245, -0.007351855747401714, -0.01154538057744503, -0.006517766043543816, -0.007384823635220528, 0.012448702938854694, -0.022286342456936836, -0.006699089892208576, 0.010075009427964687, -0.010371721349656582, -0.0009527741349302232, 0.014875144697725773, -0.015244386158883572, 0.007846374996006489, 0.01802688278257847, -0.00956070888787508, 0.021521486341953278, 0.002304460620507598, 0.034735046327114105, -0.0022269857581704855, -0.007734283804893494, -0.001720927655696869, 0.007496914826333523, 0.01701146923005581, -0.03114813007414341, 0.027561215683817863, -0.04309571906924248, -0.04731561988592148, 0.002411606488749385, -0.012422327883541584, 0.016721351072192192, -0.014321282505989075, 0.017077405005693436, 0.03331083059310913, -0.01536307018250227, 0.021943476051092148, 0.01720927655696869, -0.023776493966579437, -0.010945363901555538, 0.031807489693164825, -0.0031039337627589703, -0.008960692211985588, -0.02663811296224594, 0.007661754265427589, 0.014848770573735237, -0.0014654259430244565, -0.0162466112524271, 0.01540263183414936, -0.019609343260526657, 0.005743019282817841, 0.005202344618737698, 0.01802688278257847, -0.0066826059482991695, -0.01414984930306673, 0.005370480939745903, -0.015679562464356422, -0.015705937519669533, 0.030963510274887085, -0.008222210220992565, -0.017960945144295692, 0.020941250026226044, -0.0187258031219244]}}}, "docstore": {"docs": {"a2521cfa-13c5-49b2-9cfd-7206fe493666": {"text": " \u6211\u5bb6\u7684\u540e\u9762\u6709\u4e00\u4e2a\u5f88\u5927\u7684\u56ed\uff0c\u76f8\u4f20\u53eb\u4f5c\u767e\u8349\u56ed\u3002\u73b0\u5728\u662f\u65e9\u5df2\u5e76\u5c4b\u5b50\u4e00\u8d77\u5356\u7ed9\u6731 \u6587\u516c\u7684\u5b50\u5b59\u4e86\uff0c\u8fde\u90a3\u6700\u672b\u6b21\u7684\u76f8\u89c1\u4e5f\u5df2\u7ecf\u9694\u4e86\u4e03\u516b\u5e74\uff0c\u5176\u4e2d\u4f3c\u4e4e\u786e\u51ff\u53ea\u6709\u4e00\u4e9b\u91ce\u8349 \uff1b\u4f46\u90a3\u65f6\u5374\u662f\u6211\u7684\u4e50\u56ed\u3002 \n\u3000\u3000\u4e0d\u5fc5\u8bf4\u78a7\u7eff\u7684\u83dc\u7566\uff0c\u5149\u6ed1\u7684\u77f3\u4e95\u680f\uff0c\u9ad8\u5927\u7684\u7682\u835a\u6811\uff0c\u7d2b\u7ea2\u7684\u6851\u6939\uff1b\u4e5f\u4e0d\u5fc5\u8bf4\u9e23 \u8749\u5728\u6811\u53f6\u91cc\u957f\u541f\uff0c\u80a5\u80d6\u7684\u9ec4\u8702\u4f0f\u5728\u83dc\u82b1\u4e0a\uff0c\u8f7b\u6377\u7684\u53eb\u5929\u5b50\uff08\u4e91\u96c0\uff09\u5ffd\u7136\u4ece\u8349\u95f4\u76f4\u7a9c \u5411\u4e91\u9704\u91cc\u53bb\u4e86\u3002\u5355\u662f\u5468\u56f4\u7684\u77ed\u77ed\u7684\u6ce5\u5899\u6839\u4e00\u5e26\uff0c\u5c31\u6709\u65e0\u9650\u8da3\u5473\u3002\u6cb9\u86c9\u5728\u8fd9\u91cc\u4f4e\u5531\uff0c \u87cb\u87c0\u4eec\u5728\u8fd9\u91cc\u5f39\u7434\u3002\u7ffb\u5f00\u65ad\u7816\u6765\uff0c\u6709\u65f6\u4f1a\u9047\u89c1\u8708\u86a3\uff1b\u8fd8\u6709\u6591\u8765\uff0c\u5018\u82e5\u7528\u624b\u6307\u6309\u4f4f\u5b83 \u7684\u810a\u6881\uff0c\u4fbf\u4f1a\u62cd\u7684\u4e00\u58f0\uff0c\u4ece\u540e\u7a8d\u55b7\u51fa\u4e00\u9635\u70df\u96fe\u3002\u4f55\u9996\u4e4c\u85e4\u548c\u6728\u83b2\u85e4\u7f20\u7edc\u7740\uff0c\u6728\u83b2\u6709 \u83b2\u623f\u4e00\u822c\u7684\u679c\u5b9e\uff0c\u4f55\u9996\u4e4c\u6709\u62e5\u80bf\u7684\u6839\u3002\u6709\u4eba\u8bf4\uff0c\u4f55\u9996\u4e4c\u6839\u662f\u6709\u8c61\u4eba\u5f62\u7684\uff0c\u5403\u4e86\u4fbf\u53ef \u4ee5\u6210\u4ed9\uff0c\u6211\u4e8e\u662f\u5e38\u5e38\u62d4\u5b83\u8d77\u6765\uff0c\u7275\u8fde\u4e0d\u65ad\u5730\u62d4\u8d77\u6765\uff0c\u4e5f\u66fe\u56e0\u6b64\u5f04\u574f\u4e86\u6ce5\u5899\uff0c\u5374\u4ece\u6765 \u6ca1\u6709\u89c1\u8fc7\u6709\u4e00\u5757\u6839\u8c61\u4eba\u6837\u3002\u5982\u679c\u4e0d\u6015\u523a\uff0c\u8fd8\u53ef\u4ee5\u6458\u5230\u8986\u76c6\u5b50\uff0c\u8c61\u5c0f\u73ca\u745a\u73e0\u6512\u6210\u7684\u5c0f \u7403\uff0c\u53c8\u9178\u53c8\u751c\uff0c\u8272\u5473\u90fd\u6bd4\u6851\u6939\u8981\u597d\u5f97\u8fdc\u3002 \u3000\n\u3000\u3000\u957f\u7684\u8349\u91cc\u662f\u4e0d\u53bb\u7684\uff0c\u56e0\u4e3a\u76f8\u4f20\u8fd9\u56ed\u91cc\u6709\u4e00\u6761\u5f88\u5927\u7684\u8d64\u7ec3\u86c7\u3002 \n\u3000\u3000\u957f\u5988\u5988\u66fe\u7ecf\u8bb2\u7ed9\u6211\u4e00\u4e2a\u6545\u4e8b\u542c\uff1a\u5148\u524d\uff0c\u6709\u4e00\u4e2a\u8bfb\u4e66\u4eba\u4f4f\u5728\u53e4\u5e99\u91cc\u7528\u529f\uff0c\u665a\u95f4\uff0c \u5728\u9662\u5b50\u91cc\u7eb3\u51c9\u7684\u65f6\u5019\uff0c\u7a81\u7136\u542c\u5230\u6709\u4eba\u5728\u53eb\u4ed6\u3002\u7b54\u5e94\u7740\uff0c\u56db\u9762\u770b\u65f6\uff0c\u5374\u89c1\u4e00\u4e2a\u7f8e\u5973\u7684 \u8138\u9732\u5728\u5899\u5934\u4e0a\uff0c\u5411\u4ed6\u4e00\u7b11\uff0c\u9690\u53bb\u4e86\u3002\u4ed6\u5f88\u9ad8\u5174\uff1b\u4f46\u7adf\u7ed9\u90a3\u8d70\u6765\u591c\u8c08\u7684\u8001\u548c\u5c1a\u8bc6\u7834\u4e86 \u673a\u5173\u3002\u8bf4\u4ed6\u8138\u4e0a\u6709\u4e9b\u5996\u6c14\uff0c\u4e00\u5b9a\u9047\u89c1\u201c\u7f8e\u5973\u86c7\u201d\u4e86\uff1b\u8fd9\u662f\u4eba\u9996\u86c7\u8eab\u7684\u602a\u7269\uff0c\u80fd\u5524\u4eba \u540d\uff0c\u5018\u4e00\u7b54\u5e94\uff0c\u591c\u95f4\u4fbf\u8981\u6765\u5403\u8fd9\u4eba\u7684\u8089\u7684\u3002\u4ed6\u81ea\u7136\u5413\u5f97\u8981\u6b7b\uff0c\u800c\u90a3\u8001\u548c\u5c1a\u5374\u9053\u65e0\u59a8 \uff0c\u7ed9\u4ed6\u4e00\u4e2a\u5c0f\u76d2\u5b50\uff0c\u8bf4\u53ea\u8981\u653e\u5728\u6795\u8fb9\uff0c\u4fbf\u53ef\u9ad8\u6795\u800c\u5367\u3002\u4ed6\u867d\u7136\u7167\u6837\u529e\uff0c\u5374\u603b\u662f\u7761\u4e0d \u7740\uff0c\u2014\u2014\u5f53\u7136\u7761\u4e0d\u7740\u7684\u3002\u5230\u534a\u591c\uff0c\u679c\u7136\u6765\u4e86\uff0c\u6c99\u6c99\u6c99\uff01\u95e8\u5916\u8c61\u662f\u98ce\u96e8\u58f0\u3002\u4ed6\u6b63\u6296\u4f5c \u4e00\u56e2\u65f6\uff0c\u5374\u542c\u5f97\u8c41\u7684\u4e00\u58f0\uff0c\u4e00\u9053\u91d1\u5149\u4ece\u6795\u8fb9\u98de\u51fa\uff0c\u5916\u9762\u4fbf\u4ec0\u4e48\u58f0\u97f3\u4e5f\u6ca1\u6709\u4e86\uff0c\u90a3\u91d1 \u5149\u4e5f\u5c31\u98de\u56de\u6765\uff0c\u655b\u5728\u76d2\u5b50\u91cc\u3002\u540e\u6765\u5462\uff1f\u540e\u6765\uff0c\u8001\u548c\u5c1a\u8bf4\uff0c\u8fd9\u662f\u98de\u8708\u86a3\uff0c\u5b83\u80fd\u5438\u86c7\u7684 \u8111\u9ad3\uff0c\u7f8e\u5973\u86c7\u5c31\u88ab\u5b83\u6cbb\u6b7b\u4e86\u3002 \n\u3000\u3000\u7ed3\u672b\u7684\u6559\u8bad\u662f\uff1a\u6240\u4ee5\u5018\u6709\u964c\u751f\u7684\u58f0\u97f3\u53eb\u4f60\u7684\u540d\u5b57\uff0c\u4f60\u4e07\u4e0d\u53ef\u7b54\u5e94\u4ed6\u3002\u3000\u3000\n\u3000\u3000\u8fd9\u6545\u4e8b\u5f88\u4f7f\u6211\u89c9\u5f97\u505a\u4eba\u4e4b\u9669\uff0c\u590f\u591c\u4e58\u51c9\uff0c\u5f80\u5f80\u6709\u4e9b\u62c5\u5fc3\uff0c\u4e0d\u6562\u53bb\u770b\u5899\u4e0a\uff0c\u800c\u4e14 \u6781\u60f3\u5f97\u5230\u4e00\u76d2\u8001\u548c\u5c1a\u90a3\u6837\u7684\u98de\u8708\u86a3\u3002\u8d70\u5230\u767e\u8349\u56ed\u7684\u8349\u4e1b\u65c1\u8fb9\u65f6\uff0c\u4e5f\u5e38\u5e38\u8fd9\u6837\u60f3\u3002\u4f46 \u76f4\u5230\u73b0\u5728\uff0c\u603b\u8fd8\u6ca1\u6709\u5f97\u5230\uff0c\u4f46\u4e5f\u6ca1\u6709\u9047\u89c1\u8fc7\u8d64\u7ec3\u86c7\u548c\u7f8e\u5973\u86c7\u3002\u53eb\u6211\u540d\u5b57\u7684\u964c\u751f\u58f0\u97f3 \u81ea\u7136\u662f\u5e38\u6709\u7684\uff0c\u7136\u800c\u90fd\u4e0d\u662f\u7f8e\u5973\u86c7\u3002 \n\u3000\u3000\u51ac\u5929\u7684\u767e\u8349\u56ed\u6bd4\u8f83\u7684\u65e0\u5473\uff1b\u96ea\u4e00\u4e0b\uff0c\u53ef\u5c31\u4e24\u6837\u4e86\u3002\u62cd\u96ea\u4eba\uff08\u5c06\u81ea\u5df1\u7684\u5168\u5f62\u5370\u5728 \u96ea\u4e0a\uff09\u548c\u5851\u96ea\u7f57\u6c49\u9700\u8981\u4eba\u4eec\u9274\u8d4f\uff0c\u8fd9\u662f\u8352\u56ed\uff0c\u4eba\u8ff9\u7f55\u81f3\uff0c\u6240\u4ee5\u4e0d\u76f8\u5b9c\uff0c\u53ea\u597d\u6765\u6355\u9e1f \u3002\u8584\u8584\u7684\u96ea\uff0c\u662f\u4e0d\u884c\u7684\uff1b\u603b\u987b\u79ef\u96ea\u76d6\u4e86\u5730\u9762\u4e00\u4e24\u5929\uff0c\u9e1f\u96c0\u4eec\u4e45\u5df2\u65e0\u5904\u89c5\u98df\u7684\u65f6\u5019\u624d \u597d\u3002\u626b\u5f00\u4e00\u5757\u96ea\uff0c\u9732\u51fa\u5730\u9762\uff0c\u7528\u4e00\u652f\u77ed\u68d2\u652f\u8d77\u4e00\u9762\u5927\u7684\u7af9\u7b5b\u6765\uff0c\u4e0b\u9762\u6492\u4e9b\u79d5\u8c37\uff0c\u68d2 \u4e0a\u7cfb\u4e00\u6761\u957f\u7ef3\uff0c\u4eba\u8fdc\u8fdc\u5730\u7275\u7740\uff0c\u770b\u9e1f\u96c0\u4e0b\u6765\u5544\u98df\uff0c\u8d70\u5230\u7af9\u7b5b\u5e95\u4e0b\u7684\u65f6\u5019\uff0c\u5c06\u7ef3\u5b50\u4e00 \u62c9\uff0c\u4fbf\u7f69\u4f4f\u4e86\u3002\u4f46\u6240\u5f97\u7684\u662f\u9ebb\u96c0\u5c45\u591a\uff0c\u4e5f\u6709\u767d\u988a\u7684\u201c\u5f20\u98de\u9e1f\u201d\uff0c\u6027\u5b50\u5f88\u8e81\uff0c\u517b\u4e0d\u8fc7 \u591c\u7684\u3002\n\u3000\u3000\u8fd9\u662f\u95f0\u571f\u7684\u7236\u4eb2\u6240\u4f20\u6388\u7684\u65b9\u6cd5\uff0c\u6211\u5374\u4e0d\u5927\u80fd\u7528\u3002\u660e\u660e\u89c1\u5b83\u4eec\u8fdb\u53bb\u4e86\uff0c\u62c9\u4e86\u7ef3\uff0c \u8dd1\u53bb\u4e00\u770b\uff0c\u5374\u4ec0\u4e48\u90fd\u6ca1\u6709\uff0c\u8d39\u4e86\u534a\u5929\u529b\uff0c\u6349\u4f4f\u7684\u4e0d\u8fc7\u4e09\u56db\u53ea\u3002\u95f0\u571f\u7684\u7236\u4eb2\u662f\u5c0f\u534a\u5929 \u4fbf\u80fd\u6355\u83b7\u51e0\u5341\u53ea\uff0c\u88c5\u5728\u53c9\u888b\u91cc\u53eb\u7740\u649e\u7740\u7684\u3002\u6211\u66fe\u7ecf\u95ee\u4ed6\u5f97\u5931\u7684\u7f18\u7531\uff0c\u4ed6\u53ea\u9759\u9759\u5730\u7b11 \u9053\uff1a\u4f60\u592a\u6027\u6025\uff0c\u6765\u4e0d\u53ca\u7b49\u5b83\u8d70\u5230\u4e2d\u95f4\u53bb\u3002\n\u3000\u3000\u6211\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u5bb6\u91cc\u7684\u4eba\u8981\u5c06\u6211\u9001\u8fdb\u4e66\u587e\u91cc\u53bb\u4e86\uff0c\u800c\u4e14\u8fd8\u662f\u5168\u57ce\u4e2d\u79f0\u4e3a\u6700\u4e25\u5389 \u7684\u4e66\u587e\u3002\u4e5f\u8bb8\u662f\u56e0\u4e3a\u62d4\u4f55\u9996\u4e4c\u6bc1\u4e86\u6ce5\u5899\u7f62\uff0c\u4e5f\u8bb8\u662f\u56e0\u4e3a\u5c06\u7816\u5934\u629b\u5230\u95f4\u58c1\u7684\u6881\u5bb6\u53bb\u4e86 \u7f62\uff0c\u4e5f\u8bb8\u662f\u56e0\u4e3a\u7ad9\u5728\u77f3\u4e95\u680f\u4e0a\u8df3\u4e0b\u6765\u7f62\uff0c\u2026\u2026\u90fd\u65e0\u4ece\u77e5\u9053\u3002\u603b\u800c\u8a00\u4e4b\uff1a\u6211\u5c06\u4e0d\u80fd\u5e38 \u5230\u767e\u8349\u56ed\u4e86\u3002\uff21\uff44\uff45\uff0c\u6211\u7684\u87cb\u87c0\u4eec\uff01\uff21\uff44\uff45\uff0c\u6211\u7684\u8986\u76c6\u5b50\u4eec\u548c\u6728\u83b2\u4eec\uff01 \n\u3000\u3000\u51fa\u95e8\u5411\u4e1c\uff0c\u4e0d\u4e0a\u534a\u91cc\uff0c\u8d70\u8fc7\u4e00\u9053\u77f3\u6865\uff0c\u4fbf\u662f\u6211\u7684\u5148\u751f\u7684\u5bb6\u4e86\u3002\u4ece\u4e00\u6247\u9ed1\u6cb9\u7684\u7af9 \u95e8\u8fdb\u53bb\uff0c\u7b2c\u4e09\u95f4\u662f\u4e66\u623f\u3002\u4e2d\u95f4\u6302\u7740\u4e00\u5757\u6241\u9053\uff1a\u4e09\u5473\u4e66\u5c4b\uff1b\u6241\u4e0b\u9762\u662f\u4e00\u5e45\u753b\uff0c\u753b\u7740\u4e00 \u53ea\u5f88\u80a5\u5927\u7684\u6885\u82b1\u9e7f\u4f0f\u5728\u53e4\u6811\u4e0b\u3002\u6ca1\u6709\u5b54\u5b50\u724c\u4f4d\uff0c\u6211\u4eec\u4fbf\u5bf9\u7740\u90a3\u6241\u548c\u9e7f\u884c\u793c\u3002\u7b2c\u4e00\u6b21 \u7b97\u662f\u62dc\u5b54\u5b50\uff0c\u7b2c\u4e8c\u6b21\u7b97\u662f\u62dc\u5148\u751f\u3002 \n\u3000\u3000\u7b2c\u4e8c\u6b21\u884c\u793c\u65f6\uff0c\u5148\u751f\u4fbf\u548c\u853c\u5730\u5728\u4e00\u65c1\u7b54\u793c\u3002\u4ed6\u662f\u4e00\u4e2a\u9ad8\u800c\u7626\u7684\u8001\u4eba\uff0c\u987b\u53d1\u90fd\u82b1 \u767d\u4e86\uff0c\u8fd8\u6234\u7740\u5927\u773c\u955c\u3002\u6211\u5bf9\u4ed6\u5f88\u606d\u656c\uff0c\u56e0\u4e3a\u6211\u65e9\u542c\u5230\uff0c\u4ed6\u662f\u672c\u57ce\u4e2d\u6781\u65b9\u6b63\uff0c\u8d28\u6734\uff0c \u535a\u5b66\u7684\u4eba\u3002 \n\u3000\u3000\u4e0d\u77e5\u4ece\u90a3\u91cc\u542c\u6765\u7684\uff0c\u4e1c\u65b9\u6714\u4e5f\u5f88\u6e0a\u535a\uff0c\u4ed6\u8ba4\u8bc6\u4e00\u79cd\u866b\uff0c\u540d\u66f0\u201c\u602a\u54c9\u201d\uff0c\u51a4\u6c14\u6240 \u5316\uff0c\u7528\u9152\u4e00\u6d47\uff0c\u5c31\u6d88\u91ca\u4e86\u3002\u6211\u5f88\u60f3\u8be6\u7ec6\u5730\u77e5\u9053\u8fd9\u6545\u4e8b\uff0c\u4f46\u963f\u957f\u662f\u4e0d\u77e5\u9053\u7684\uff0c\u56e0\u4e3a\u5979 \u6bd5\u7adf\u4e0d\u6e0a\u535a\u3002\u73b0\u5728\u5f97\u5230\u673a\u4f1a\u4e86\uff0c\u53ef\u4ee5\u95ee\u5148\u751f\u3002 \n\u3000\u3000\u201c\u5148\u751f\uff0c\u2018\u602a\u54c9\u2019\u8fd9\u866b\uff0c\u662f\u600e\u4e48\u4e00\u56de\u4e8b\uff1f\u2026\u2026\u201d\u6211\u4e0a\u4e86\u751f\u4e66\uff0c\u5c06\u8981\u9000\u4e0b\u6765\u7684\u65f6 \u5019\uff0c\u8d76\u5fd9\u95ee\u3002 \n\u3000\u3000\u201c\u4e0d\u77e5\u9053\uff01\u201d\u4ed6\u4f3c\u4e4e\u5f88\u4e0d\u9ad8\u5174\uff0c\u8138\u4e0a\u8fd8\u6709\u6012\u8272\u4e86\u3002 \n\u3000\u3000\u6211\u624d\u77e5\u9053\u505a\u5b66\u751f\u662f\u4e0d\u5e94\u8be5\u95ee\u8fd9\u4e9b\u4e8b\u7684\uff0c\u53ea\u8981\u8bfb\u4e66\uff0c\u56e0\u4e3a\u4ed6\u662f\u6e0a\u535a\u7684\u5bbf\u5112\uff0c\u51b3\u4e0d", "doc_id": "a2521cfa-13c5-49b2-9cfd-7206fe493666", "embedding": null, "doc_hash": "1cf8b1c08c6834a6198f3224b30356b48e5499c806da1e38ca4995e7eae384d9", "extra_info": null, "node_info": {"start": 0, "end": 1860}, "relationships": {"1": "87411099-60d8-4272-a7d1-6e8676fc42a0"}, "__type__": "1"}, "68b609e3-2ec5-4de2-ac43-eb28105364ca": {"text": "\u5019\uff0c\u8d76\u5fd9\u95ee\u3002 \n\u3000\u3000\u201c\u4e0d\u77e5\u9053\uff01\u201d\u4ed6\u4f3c\u4e4e\u5f88\u4e0d\u9ad8\u5174\uff0c\u8138\u4e0a\u8fd8\u6709\u6012\u8272\u4e86\u3002 \n\u3000\u3000\u6211\u624d\u77e5\u9053\u505a\u5b66\u751f\u662f\u4e0d\u5e94\u8be5\u95ee\u8fd9\u4e9b\u4e8b\u7684\uff0c\u53ea\u8981\u8bfb\u4e66\uff0c\u56e0\u4e3a\u4ed6\u662f\u6e0a\u535a\u7684\u5bbf\u5112\uff0c\u51b3\u4e0d \u81f3\u4e8e\u4e0d\u77e5\u9053\uff0c\u6240\u8c13\u4e0d\u77e5\u9053\u8005\uff0c\u4e43\u662f\u4e0d\u613f\u610f\u8bf4\u3002\u5e74\u7eaa\u6bd4\u6211\u5927\u7684\u4eba\uff0c\u5f80\u5f80\u5982\u6b64\uff0c\u6211\u9047\u89c1 \u8fc7\u597d\u51e0\u56de\u4e86\u3002 \n\u3000\u3000\u6211\u5c31\u53ea\u8bfb\u4e66\uff0c\u6b63\u5348\u4e60\u5b57\uff0c\u665a\u4e0a\u5bf9\u8bfe\u3002\u5148\u751f\u6700\u521d\u8fd9\u51e0\u5929\u5bf9\u6211\u5f88\u4e25\u5389\uff0c\u540e\u6765\u5374\u597d\u8d77 \u6765\u4e86\uff0c\u4e0d\u8fc7\u7ed9\u6211\u8bfb\u7684\u4e66\u6e10\u6e10\u52a0\u591a\uff0c\u5bf9\u8bfe\u4e5f\u6e10\u6e10\u5730\u52a0\u4e0a\u5b57\u53bb\uff0c\u4ece\u4e09\u8a00\u5230\u4e94\u8a00\uff0c\u7ec8\u4e8e\u5230 \u4e03\u8a00\u3002 \n\u3000\u3000\u4e09\u5473\u4e66\u5c4b\u540e\u9762\u4e5f\u6709\u4e00\u4e2a\u56ed\uff0c\u867d\u7136\u5c0f\uff0c\u4f46\u5728\u90a3\u91cc\u4e5f\u53ef\u4ee5\u722c\u4e0a\u82b1\u575b\u53bb\u6298\u814a\u6885\u82b1\uff0c\u5728 \u5730\u4e0a\u6216\u6842\u82b1\u6811\u4e0a\u5bfb\u8749\u8715\u3002\u6700\u597d\u7684\u5de5\u4f5c\u662f\u6349\u4e86\u82cd\u8747\u5582\u8682\u8681\uff0c\u9759\u6084\u6084\u5730\u6ca1\u6709\u58f0\u97f3\u3002\u7136\u800c \u540c\u7a97\u4eec\u5230\u56ed\u91cc\u7684\u592a\u591a\uff0c\u592a\u4e45\uff0c\u53ef\u5c31\u4e0d\u884c\u4e86\uff0c\u5148\u751f\u5728\u4e66\u623f\u91cc\u4fbf\u5927\u53eb\u8d77\u6765\uff1a\u2014\u2014 \n\u3000\u3000\u201c\u4eba\u90fd\u5230\u90a3\u91cc\u53bb\u4e86\uff1f\u201d \n\u3000\u3000\u4eba\u4eec\u4fbf\u4e00\u4e2a\u4e00\u4e2a\u9646\u7eed\u8d70\u56de\u53bb\uff1b\u4e00\u540c\u56de\u53bb\uff0c\u4e5f\u4e0d\u884c\u7684\u3002\u4ed6\u6709\u4e00\u6761\u6212\u5c3a\uff0c\u4f46\u662f\u4e0d\u5e38 \u7528\uff0c\u4e5f\u6709\u7f5a\u8dea\u7684\u89c4\u77e9\uff0c\u4f46\u4e5f\u4e0d\u5e38\u7528\uff0c\u666e\u901a\u603b\u4e0d\u8fc7\u77aa\u51e0\u773c\uff0c\u5927\u58f0\u9053\uff1a\u2014\u2014 \n\u3000\u3000\u201c\u8bfb\u4e66\uff01\u201d \n\u3000\u3000\u4e8e\u662f\u5927\u5bb6\u653e\u5f00\u5589\u5499\u8bfb\u4e00\u9635\u4e66\uff0c\u771f\u662f\u4eba\u58f0\u9f0e\u6cb8\u3002\u6709\u5ff5\u201c\u4ec1\u8fdc\u4e4e\u54c9\u6211\u6b32\u4ec1\u65af\u4ec1\u81f3\u77e3 \u201d\u7684\uff0c\u6709\u5ff5\u201c\u7b11\u4eba\u9f7f\u7f3a\u66f0\u72d7\u7aa6\u5927\u5f00\u201d\u7684\uff0c\u6709\u5ff5\u201c\u4e0a\u4e5d\u6f5c\u9f99\u52ff\u7528\u201d\u7684\uff0c\u6709\u5ff5\u201c\u53a5\u571f\u4e0b \u4e0a\u4e0a\u9519\u53a5\u8d21\u82de\u8305\u6a58\u67da\u201d\u7684\u2026\u2026\u5148\u751f\u81ea\u5df1\u4e5f\u5ff5\u4e66\u3002\u540e\u6765\uff0c\u6211\u4eec\u7684\u58f0\u97f3\u4fbf\u4f4e\u4e0b\u53bb\uff0c\u9759\u4e0b \u53bb\u4e86\uff0c\u53ea\u6709\u4ed6\u8fd8\u5927\u58f0\u6717\u8bfb\u7740\uff1a\u2014\u2014 \n\u3000\u3000\u201c\u94c1\u5982\u610f\uff0c\u6307\u6325\u501c\u50a5\uff0c\u4e00\u5ea7\u7686\u60ca\u5462\uff5e\uff5e\uff1b\u91d1\u53f5\u7f57\uff0c\u98a0\u5012\u6dcb\u6f13\u566b\uff0c\u5343\u676f\u672a\u9189\u55ec\uff5e \uff5e\u2026\u2026\u201d \n\u3000\u3000\u6211\u7591\u5fc3\u8fd9\u662f\u6781\u597d\u7684\u6587\u7ae0\uff0c\u56e0\u4e3a\u8bfb\u5230\u8fd9\u91cc\uff0c\u4ed6\u603b\u662f\u5fae\u7b11\u8d77\u6765\uff0c\u800c\u4e14\u5c06\u5934\u4ef0\u8d77\uff0c\u6447 \u7740\uff0c\u5411\u540e\u9762\u62d7\u8fc7\u53bb\uff0c\u62d7\u8fc7\u53bb\u3002 \n\u3000\u3000\u5148\u751f\u8bfb\u4e66\u5165\u795e\u7684\u65f6\u5019\uff0c\u4e8e\u6211\u4eec\u662f\u5f88\u76f8\u5b9c\u7684\u3002\u6709\u51e0\u4e2a\u4fbf\u7528\u7eb8\u7cca\u7684\u76d4\u7532\u5957\u5728\u6307\u7532\u4e0a \u505a\u620f\u3002\u6211\u662f\u753b\u753b\u513f\uff0c\u7528\u4e00\u79cd\u53eb\u4f5c\u201c\u8346\u5ddd\u7eb8\u201d\u7684\uff0c\u8499\u5728\u5c0f\u8bf4\u7684\u7ee3\u50cf\u4e0a\u4e00\u4e2a\u4e2a\u63cf\u4e0b\u6765\uff0c \u8c61\u4e60\u5b57\u65f6\u5019\u7684\u5f71\u5199\u4e00\u6837\u3002\u8bfb\u7684\u4e66\u591a\u8d77\u6765\uff0c\u753b\u7684\u753b\u4e5f\u591a\u8d77\u6765\uff1b\u4e66\u6ca1\u6709\u8bfb\u6210\uff0c\u753b\u7684\u6210\u7ee9 \u5374\u4e0d\u5c11\u4e86\uff0c\u6700\u6210\u7247\u65ad\u7684\u662f\u300a\u8361\u5bc7\u5fd7\u300b\u548c\u300a\u897f\u6e38\u8bb0\u300b\u7684\u7ee3\u50cf\uff0c\u90fd\u6709\u4e00\u5927\u672c\u3002\u540e\u6765\uff0c\u56e0 \u4e3a\u8981\u94b1\u7528\uff0c\u5356\u7ed9\u4e00\u4e2a\u6709\u94b1\u7684\u540c\u7a97\u4e86\u3002\u4ed6\u7684\u7236\u4eb2\u662f\u5f00\u9521\u7b94\u5e97\u7684\uff1b\u542c\u8bf4\u73b0\u5728\u81ea\u5df1\u5df2\u7ecf\u505a \u4e86\u5e97\u4e3b\uff0c\u800c\u4e14\u5feb\u8981\u5347\u5230\u7ec5\u58eb\u7684\u5730\u4f4d\u4e86\u3002\u8fd9\u4e1c\u897f\u65e9\u5df2\u6ca1\u6709\u4e86\u7f62\u3002 \u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\n\u3000\u3000\u4e5d\u6708\u5341\u516b\u65e5\u3002", "doc_id": "68b609e3-2ec5-4de2-ac43-eb28105364ca", "embedding": null, "doc_hash": "8f2946db4f9e1342dd7673f2570aad0ac530b1b78c71ff2b5aedb752f9637628", "extra_info": null, "node_info": {"start": 1790, "end": 2650}, "relationships": {"1": "87411099-60d8-4272-a7d1-6e8676fc42a0"}, "__type__": "1"}}, "ref_doc_info": {"87411099-60d8-4272-a7d1-6e8676fc42a0": {"doc_hash": "f8e46dafff53e0050130a9e08a1b4d7226ea1309794d3c9747bdb05d544a7bb7"}, "a2521cfa-13c5-49b2-9cfd-7206fe493666": {"doc_hash": "1cf8b1c08c6834a6198f3224b30356b48e5499c806da1e38ca4995e7eae384d9"}, "68b609e3-2ec5-4de2-ac43-eb28105364ca": {"doc_hash": "8f2946db4f9e1342dd7673f2570aad0ac530b1b78c71ff2b5aedb752f9637628"}}}, "vector_store": {"simple_vector_store_data_dict": {"embedding_dict": {"da552579-e0f4-4ee0-be68-a3c392e39dc2": [0.004821529611945152, -0.005787167698144913, 0.00886388961225748, -0.0005273548304103315, -0.0007779211737215519, 0.022242968901991844, -0.0035828494001179934, -0.023534925654530525, -0.03012790158390999, -0.014744291082024574, 0.004718306474387646, -0.0010788505896925926, -0.006236688699573278, 0.0033247910905629396, 0.01692862994968891, 0.02300216071307659, 0.01628931239247322, 0.008157975040376186, 0.028822625055909157, -0.0011337919859215617, 0.006499741692095995, 0.02746407315135002, -0.016302630305290222, -0.002881929511204362, -0.011933951638638973, 0.016502417623996735, 0.03031436912715435, -0.016489099711179733, 0.003935806918889284, -0.0009106963989324868, 0.0039058385882526636, 0.004168891813606024, -0.018566885963082314, -0.00980954896658659, -0.026451818645000458, -0.027490710839629173, -0.008237889967858791, -0.005337646696716547, 0.010009336285293102, 0.0037393493112176657, 0.013931823894381523, 0.0008798958733677864, -0.004105625674128532, 0.011208058334887028, -0.01188733521848917, 0.008311145007610321, -0.020058630034327507, -0.006176752503961325, -0.01582314260303974, 0.026438498869538307, 0.005500806029886007, 0.005507465451955795, -0.028103390708565712, -0.01434471644461155, -0.010175825096666813, 0.011747484095394611, 0.01688867248594761, 0.026558371260762215, -0.010755208320915699, -0.011754143983125687, 0.014970717020332813, 0.017115099355578423, -0.02107088454067707, -0.015317014418542385, -0.020990969613194466, 0.028103390708565712, 0.007438741158694029, -0.040436916053295135, -0.0037460089661180973, -0.0131593132391572, 0.032285600900650024, 0.030554113909602165, 0.005933678243309259, -0.015090588480234146, 0.041422534734010696, -0.01100827194750309, -0.03617479279637337, 0.010488824918866158, -0.010701931081712246, 0.009243485517799854, -0.005277710501104593, -0.01450454629957676, -0.02233620174229145, 0.02344169095158577, 0.01539692934602499, 0.019046373665332794, -0.019206203520298004, 0.04653708636760712, -0.015490163117647171, -0.023175308480858803, 0.012573271058499813, 0.026398541405797005, 0.013179291971027851, 9.521106403553858e-05, 0.018100714311003685, 0.020857777446508408, -0.007119081914424896, 0.013279185630381107, -0.0021826745942234993, -0.0350826233625412, -0.0061501143500208855, -0.009136931970715523, -0.009862825274467468, 0.002357488265261054, -0.023561563342809677, 0.008231230080127716, 0.02282901108264923, 0.00845099613070488, 0.03207249566912651, -0.01539692934602499, -0.007352166809141636, 0.03236551582813263, 0.008677421137690544, -0.04581785202026367, -0.0017514672363176942, -0.026385221630334854, 0.027863647788763046, 0.008018123917281628, -0.016955269500613213, -0.0055873803794384, -0.004668359644711018, 0.01126133557409048, -0.004535167943686247, -0.026385221630334854, -0.0008724038489162922, 0.020697947591543198, -0.011780781671404839, 0.01530369557440281, -0.02426747791469097, -0.013505610637366772, 0.010715250857174397, 0.028662795200943947, 0.017354842275381088, -0.006056880112737417, -0.04019717499613762, 0.0062999543733894825, -0.017195014283061028, -0.003965775016695261, 0.0009897787822410464, -0.02342837303876877, 0.005976965185254812, 0.016822077333927155, -0.012699802406132221, -0.021030927076935768, 0.0061334650963544846, 0.031992580741643906, -9.115288412431255e-05, 0.007465379778295755, -0.011481101624667645, -0.0066828797571361065, 0.02358820289373398, -0.0002526475000195205, 0.03460313379764557, -0.005790497176349163, 0.01036229357123375, 0.013139334507286549, -0.0052244337275624275, 0.011660909280180931, -0.019033055752515793, 0.011667569167912006, 0.024027733132243156, 0.02807675302028656, 0.021803436800837517, -0.011048229411244392, 0.002240945817902684, 0.024760287255048752, 0.004934742581099272, -0.004338710568845272, -0.0006101832259446383, -0.015023993328213692, -0.011694207787513733, 0.013119355775415897, -0.021590329706668854, 0.028263220563530922, 0.003759328043088317, 0.007625209167599678, 0.012107101269066334, 0.015849780291318893, -0.019659055396914482, -0.012972844764590263, -0.04509861767292023, -0.022908926010131836, 0.01881994865834713, 0.01108152698725462, -0.019073013216257095, -0.020458202809095383, -0.012686483561992645, 0.0038159345276653767, -0.0018863235600292683, -0.0006988387904129922, 0.00893048569560051, 0.02617211639881134, -0.019539183005690575, -0.014384673908352852, -0.5932878851890564, -0.011580994352698326, -0.01566331274807453, 0.0027354189660400152, 0.008977102115750313, 0.01149442046880722, 0.006489752326160669, 0.01800748147070408, -0.004032370634377003, -0.04208848997950554, -0.023028798401355743, 0.015050631016492844, 0.005440869834274054, 0.0030251103453338146, -0.01690199226140976, -0.007392124272882938, 0.009263464249670506, -0.011094845831394196, -0.002357488265261054, -0.01977892778813839, -0.008197932504117489, 0.015503481961786747, 0.004951391369104385, 0.007432081736624241, -0.013239228166639805, 0.020951012149453163, 0.012413441203534603, -0.018766671419143677, -0.004964710678905249, 0.034683048725128174, -0.031140156090259552, 0.016196077689528465, 0.013798631727695465, 0.00372935994528234, 0.05791163444519043, -0.005960316397249699, -0.011427824385464191, 0.01466437615454197, 0.027970200404524803, 0.0183271411806345, 0.011274654418230057, -0.00394579628482461, 0.012460058555006981, -0.007025847677141428, -0.0052310931496322155, -0.013918504118919373, 0.025785861536860466, -0.007798358332365751, 0.0028436370193958282, 0.02583913691341877, 0.0004337045829743147, 0.0019362703897058964, -0.00045826175482943654, -0.010415569879114628, 0.023015478625893593, -0.0012678159400820732, 0.018580203875899315, -0.04086313024163246, -0.0015425232704728842, 0.0047849020920693874, 0.016795439645648003, 0.026744838804006577, -0.004138923715800047, -0.010189143940806389, -0.005763859022408724, 0.02454718016088009, -0.04099632054567337, -0.00870405975729227, 0.008690740913152695, -0.0016657252563163638, 0.0038692110683768988, 0.011647590436041355, -0.006389858666807413, 0.0014010072918608785, 0.002547285985201597, 0.022775733843445778, 0.02202986180782318, 0.007245613727718592, -0.007991485297679901, 0.01403837651014328, 0.01580982282757759, -0.003476296318694949, -0.023201946169137955, -0.01768782176077366, 0.010355633683502674, -0.003989083226770163, -0.011387866921722889, 0.0207379050552845, -0.0004757431452162564, -0.009436612948775291, -0.01507726963609457, 0.012506674975156784, -0.004158902447670698, 0.006250008009374142, 0.002142717130482197, 0.008644123561680317, -0.022229649126529694, -0.012100441381335258, 0.009316740557551384, -0.033883899450302124, 0.007305549923330545, -0.04517853260040283, -0.006925954483449459, 0.01164093054831028, -0.0032665198668837547, 0.024853520095348358, -0.014131610281765461, -0.010302357375621796, 0.018233906477689743, -0.0215237345546484, 0.0005473335040733218, 0.0028070092666894197, 0.020697947591543198, -0.0022043180651962757, 0.005677284672856331, -0.019366033375263214, 0.021150799468159676, 0.021643606945872307, 0.03929147124290466, 0.00853757094591856, 0.013132674619555473, 0.02967504970729351, 0.006872677709907293, -0.0004037365142721683, 0.038359131664037704, 0.009429953061044216, -0.02007194794714451, -0.005027976352721453, 0.014211525209248066, 0.00625666743144393, 0.0001508809218648821, -0.014904120936989784, 0.036680918186903, -0.017141737043857574, 0.03657436743378639, -0.017101779580116272, 0.01579650305211544, -0.004821529611945152, 0.02362816035747528, -0.009389995597302914, -0.007771719712764025, 0.016182757914066315, 0.02091105468571186, -0.004601764027029276, -0.009449931792914867, -0.017621226608753204, -0.010542101226747036, -0.014597781002521515, -0.036601003259420395, 0.0007879105396568775, 0.0012811350170522928, -0.007978166453540325, -0.013219249434769154, -0.010974973440170288, -0.01932607591152191, 0.041076235473155975, -0.013618824072182178, -0.0075852517038583755, -0.025439562276005745, 0.01736816205084324, 0.01325254701077938, 0.0026987912133336067, -0.01690199226140976, -0.004954721312969923, 0.004082317464053631, -0.027157733216881752, -0.010661973617970943, -0.005624007899314165, -0.03300483524799347, -0.03396381437778473, -0.010435548610985279, -0.014011737890541553, 0.0018430363852530718, 0.00505794445052743, -0.005011327564716339, -0.015383610501885414, -0.02697126381099224, -0.000325278437230736, -0.019419310614466667, -0.003979093860834837, 0.014211525209248066, 0.0023175308015197515, -0.003479626029729843, -0.0031166793778538704, 0.007725102826952934, -0.02057807520031929, 0.011181420646607876, 0.02759726345539093, 0.01992543786764145, 0.021124159917235374, 0.01269314344972372, 0.02280237339437008, -0.013705397956073284, 0.01612948253750801, -0.012706462293863297, -0.00011789522250182927, 0.030074624344706535, 0.013439015485346317, -0.008457656018435955, 0.03785300254821777, 0.003639455884695053, 0.02488015964627266, 0.0007954025641083717, -0.021590329706668854, 0.011967250145971775, -0.023881223052740097, 0.014850844629108906, -0.016848715022206306, 0.012420101091265678, -0.005164497531950474, -0.001505063148215413, -0.005430880468338728, -0.012346845120191574, -0.02011190541088581, 0.0077783796004951, 0.017168374732136726, -0.012619887478649616, 0.00326818460598588, 0.011953930370509624, -0.002958514727652073, -0.013998419046401978, -0.0045451573096215725, 0.010182484984397888, -0.0003080051683355123, -0.01852692849934101, 0.003238216508179903, 0.0018846587045118213, 0.0013976775808259845, -0.012333526276051998, 0.0011654250556603074, -0.017994161695241928, -0.01493075955659151, 0.006386529188603163, 0.013299164362251759, -0.005633997265249491, 0.01579650305211544, 0.032605260610580444, -0.04030372574925423, 0.0295152198523283, -0.014397993683815002, 0.0036094877868890762, 0.02614547684788704, 0.005800486542284489, -0.02091105468571186, 0.007598571013659239, 0.023827945813536644, 0.007831656374037266, -0.006163433194160461, -0.0167554821819067, 0.024187562987208366, -0.012180356308817863, 0.014864163473248482, -0.018633481115102768, -0.012426760047674179, 0.013339121825993061, -0.046350616961717606, -0.0049214232712984085, 0.022922245785593987, 0.02677147649228573, 0.013359100557863712, 0.003148312447592616, -0.007312209345400333, -0.001261988771148026, 0.007538634818047285, 0.034070368856191635, 0.006126805674284697, -0.0043953172862529755, -0.020618032664060593, -0.02153705433011055, 0.006383199244737625, 0.002515653148293495, -0.020671309903264046, 0.007438741158694029, -0.01085510104894638, 0.017954204231500626, -0.008650783449411392, -0.015103908255696297, -0.009736292995512486, -0.008624144829809666, -0.007771719712764025, -0.030527476221323013, -0.013079398311674595, 0.007378804963082075, 0.007365486118942499, -0.00893714465200901, -0.0028602860402315855, -0.0199387576431036, -0.005534104071557522, -0.00011040320532629266, 0.030900411307811737, -0.014531184919178486, -0.0036061578430235386, 0.007025847677141428, 0.005171157419681549, -0.010568739846348763, 0.00614345446228981, 0.008351102471351624, -0.006686209701001644, -0.015130545943975449, 0.005763859022408724, -0.011607632972300053, -0.015876417979598045, -0.016555694863200188, 0.008231230080127716, 0.024360712617635727, 0.016022928059101105, -0.02007194794714451, 0.0009631405118852854, -0.0019928766414523125, -0.0016507413238286972, -0.03409700468182564, -0.01660897210240364, -0.014171567745506763, -0.011594314128160477, -0.00028844267944805324, 0.01628931239247322, -0.012713122181594372, -0.02262922376394272, 0.041742194443941116, 0.00034400849835947156, -0.006789433304220438, -0.025253094732761383, -0.0335376001894474, 0.01283299457281828, 0.08353766053915024, -0.001618275884538889, -0.012972844764590263, 0.003762657754123211, 0.034523218870162964, 0.006632933393120766, -0.025745904073119164, -0.03718704730272293, 0.022456074133515358, 0.0007313041714951396, 0.007198996841907501, -0.006799422670155764, 0.014397993683815002, -0.004981359466910362, 0.004049019422382116, -0.01165425032377243, -0.006802752148360014, -0.014810887165367603, 0.0077783796004951, 0.0004247557953931391, -0.0016623955452814698, 0.010468846186995506, -0.00013964288518764079, 0.032631900161504745, -0.017821013927459717, 0.0022592595778405666, 0.02378798834979534, 0.015849780291318893, 0.03494942933320999, -0.017314886674284935, -0.014850844629108906, -0.017181694507598877, 0.006523050367832184, 0.004262125585228205, -0.013945142738521099, -0.006729497108608484, -0.00812467746436596, 0.01820726878941059, -0.004045689478516579, -0.011993887834250927, 0.02677147649228573, 0.044113002717494965, 0.026358583942055702, -0.04102296009659767, 0.016835397109389305, -0.005727231502532959, -0.0067494758404791355, 0.0032765092328190804, -0.017900928854942322, -0.007172358222305775, 0.035002708435058594, -0.01347897294908762, 0.011028250679373741, -0.020325012505054474, 0.009683016687631607, -0.006852698978036642, 0.005334316752851009, -0.00701918825507164, -0.0030833815690129995, 0.009456591680645943, 0.004468572326004505, -0.028529604896903038, 0.0035695303231477737, -0.010555421002209187, -0.018074076622724533, -0.02075122483074665, 0.014637738466262817, -0.0065896459855139256, -0.006609624717384577, -0.003095035906881094, 0.001224528648890555, 0.0011879010125994682, -0.028156667947769165, -0.03092704899609089, 0.016995226964354515, 0.014051695354282856, 0.0302877314388752, 0.006100167520344257, -0.01451786607503891, 0.008490953594446182, -0.00028240744723007083, -0.02300216071307659, 0.01491743978112936, -0.018580203875899315, -0.015277056954801083, 0.025146542116999626, 0.0167288426309824, -0.003922487609088421, -0.0006946765352040529, 0.001029736245982349, 0.020657990127801895, 0.006423156708478928, 0.014557823538780212, 0.005943667609244585, 0.019885480403900146, -0.019099650904536247, -0.012912909500300884, 0.01931275799870491, 0.00634657172486186, -0.016302630305290222, -0.0021543714683502913, -0.014477908611297607, -0.007578592281788588, -0.013019462116062641, 0.02409433014690876, -0.01786097139120102, 0.0023724723141640425, 0.0010230767074972391, -0.011414505541324615, 0.005157838109880686, 0.014544503763318062, -0.018447013571858406, 0.009842846542596817, -0.0019346055341884494, 0.002054477808997035, 0.021776799112558365, -0.005254401825368404, 0.035668663680553436, 0.0034463282208889723, -0.017674501985311508, 0.02422752045094967, -0.018220586702227592, 0.014904120936989784, 0.021350586786866188, -0.03537564352154732, 0.029089007526636124, -0.01036895252764225, 0.003919157665222883, -0.015050631016492844, -0.0009240155341103673, 0.018606843426823616, 0.02458713762462139, 0.008197932504117489, 0.00041310154483653605, -0.03684074804186821, -0.01362548302859068, 0.005011327564716339, -0.004335381090641022, -0.006353231146931648, 0.007705124095082283, -0.03207249566912651, -0.016236035153269768, -0.0016457466408610344, -0.012460058555006981, 0.04067666083574295, -0.02550615929067135, -0.015250418335199356, -0.01189399417489767, 0.02200322411954403, 0.00554076349362731, -0.006040231324732304, -0.004641721490770578, -0.0036827430594712496, 0.023494968190789223, 0.009037038311362267, -0.01818062923848629, -0.014424631372094154, -0.007838315330445766, 0.015996290370821953, -0.018873225897550583, 0.03223232552409172, -0.01977892778813839, 0.011933951638638973, 0.013212589547038078, -0.009889463894069195, 0.00219432869926095, -0.026052244007587433, -0.00630328431725502, -0.037080492824316025, 0.022722458466887474, 0.008957123383879662, 0.023401733487844467, -0.00489811459556222, -0.01036229357123375, -0.012899589724838734, 0.04368678852915764, -0.010002676397562027, 0.014957397244870663, -0.029115647077560425, -0.04528508707880974, -0.008477634750306606, -0.013279185630381107, -0.00350959412753582, 0.00916357059031725, 0.012453398667275906, -0.019738970324397087, 0.014318078756332397, -0.011541036888957024, 0.019818885251879692, -0.04096968472003937, 0.03156637027859688, -0.03950457647442818, 0.03652108833193779, -0.01362548302859068, 0.006879337131977081, -0.006253337487578392, 0.0039025088772177696, -0.013865227811038494, -0.010195803828537464, 0.014810887165367603, 0.015183823183178902, -0.008570868521928787, -0.004581785295158625, -0.016688885167241096, 0.006686209701001644, -0.0007421259651891887, 0.00630328431725502, -0.008277847431600094, 0.012866292148828506, -0.014411312527954578, -0.009356698021292686, -0.014251482672989368, -0.0065396991558372974, -0.033883899450302124, 0.009609761647880077, -0.00012236963084433228, -0.016688885167241096, 0.02791692316532135, -0.005241082515567541, -0.011234696954488754, 0.0043154023587703705, 0.007292230613529682, 0.04765589162707329, -0.0008665767381899059, 0.018087396398186684, 0.03095368854701519, -0.030873773619532585, -0.014437951147556305, -0.02839641273021698, 0.025412924587726593, -0.005134529434144497, 0.02217637374997139, 0.032312240451574326, -0.011754143983125687, 0.003321461146697402, 0.02585245668888092, 0.00653636921197176, -0.030261091887950897, -0.04062338545918465, 0.0231353510171175, 0.027037860825657845, -0.004771582782268524, -0.00990278273820877, -0.01770114153623581, 0.0027304242830723524, 0.007771719712764025, -0.010582058690488338, -0.0053975824266672134, -0.052717167884111404, -0.006389858666807413, -0.018060756847262383, -0.0020661321468651295, -0.01022244244813919, 0.01786097139120102, 0.007099103182554245, -0.015516801737248898, -0.020671309903264046, -0.023894542828202248, -0.016222715377807617, 0.027037860825657845, 0.0029734985437244177, 0.05205120891332626, -0.002831982681527734, -0.009569804184138775, 0.013059419579803944, 0.010595378465950489, -0.010841782204806805, -0.023641478270292282, -0.028103390708565712, 0.05466176196932793, -0.0009573134011588991, 0.00041539076482877135, -0.026758158579468727, 0.028636157512664795, 0.017581269145011902, 0.010628676041960716, 0.01720833219587803, -0.005707252770662308, 0.002517318120226264, -0.0021510415244847536, 0.013785312883555889, 0.038865260779857635, -0.002052812837064266, -0.002873605117201805, -0.017794374376535416, -0.00957646407186985, -0.0023641479201614857, 0.0070591457188129425, 0.013538909144699574, -0.0006697031785733998, -0.0087706558406353, -0.003339775139465928, -0.014051695354282856, 0.013265866786241531, -0.01576986536383629, -0.01163427159190178, -0.02220301143825054, 0.03002134896814823, -0.04288763925433159, 0.009057017043232918, -0.0036660940386354923, -0.004205519333481789, -0.0159430131316185, -0.005670625250786543, 0.022935563698410988, -0.015210460871458054, 0.006509731058031321, -0.017514672130346298, -0.020031990483403206, -0.035801857709884644, 0.012586589902639389, 0.007944868877530098, 0.003982423804700375, -0.016502417623996735, 0.05324993282556534, -0.0020128553733229637, -0.0006543028866872191, -0.018593523651361465, -0.02677147649228573, 0.0036527749616652727, -0.00494140200316906, 0.0023058766964823008, -0.013665440492331982, -0.03063402883708477, 0.024800244718790054, -0.007465379778295755, -0.009716315194964409, 0.004335381090641022, -0.047149766236543655, -0.013512270525097847, -0.006250008009374142, 0.013998419046401978, -0.010622016154229641, -0.03159300610423088, -0.028263220563530922, -0.013745355419814587, -0.02314867079257965, 0.013598845340311527, -0.01253331359475851, 0.00821791123598814, 0.03148645535111427, 0.029595134779810905, -0.01644914224743843, -0.009516527876257896, 0.006356561090797186, 0.0039025088772177696, -0.0036827430594712496, -0.017301566898822784, -0.05940337851643562, -0.019086331129074097, -0.024027733132243156, 0.03465640917420387, -0.0015058956341817975, -0.003699391847476363, -0.02422752045094967, 0.010721909813582897, -0.01142116542905569, -0.019579140469431877, 0.006353231146931648, 0.005917029455304146, 0.015503481961786747, -0.02394781820476055, 0.015317014418542385, 0.0059037101455032825, -0.015343653038144112, 0.015903057530522346, -0.02297552116215229, -0.00021196166926529258, -0.015290375798940659, -0.01866011880338192, 0.008411038666963577, 0.011294633150100708, -0.041236065328121185, -0.013265866786241531, 0.002547285985201597, -0.009556485339999199, 0.0018330470193177462, 0.010428888723254204, -0.021936628967523575, -0.0010730234207585454, -0.006289965007454157, -0.007844975218176842, -0.010428888723254204, -0.010229101404547691, -0.001442629611119628, -0.0191262885928154, -0.02730424329638481, 0.0004973867326043546, 0.003506264416500926, -0.024826882407069206, -0.003839242970570922, 0.011381207965314388, -0.009916101582348347, 0.012773058377206326, 0.007498677354305983, -0.026598328724503517, 0.0016207732260227203, 0.006283305585384369, 0.020791182294487953, -0.012093781493604183, -0.02041824534535408, 0.0155567592009902, -0.013052759692072868, -0.02614547684788704, -0.03201922029256821, 9.323399717686698e-05, -0.026997903361916542, 0.016995226964354515, -0.0034629772417247295, -0.018740033730864525, 0.03937138617038727, -0.034842878580093384, 0.027863647788763046, -0.02252267114818096, -0.006556347943842411, -0.006999209523200989, -0.0035262431483715773, -0.026385221630334854, 0.03590840846300125, 0.042701173573732376, -0.004525178577750921, 0.006010263226926327, -0.012147058732807636, -0.015370290726423264, -0.0018064087489619851, -0.0287160724401474, -0.016009610146284103, -0.01752799190580845, -0.0037693174090236425, 0.004391987342387438, 0.01852692849934101, -0.020205140113830566, -0.028529604896903038, 0.018740033730864525, -0.02204318158328533, -0.03132662549614906, 0.3066599369049072, -0.004924753215163946, 0.007798358332365751, 0.017807694151997566, 0.02519981749355793, 0.016022928059101105, 0.026704881340265274, 0.007938208989799023, -0.006130135618150234, 0.01720833219587803, -0.041422534734010696, 0.00011425327102188021, -0.011840717867016792, 0.003399711335077882, 0.002635525306686759, -0.04038364067673683, -0.032285600900650024, -0.011714186519384384, -0.009236825630068779, -0.050959039479494095, 0.018074076622724533, -0.010422229766845703, -0.014371355064213276, -0.028183305636048317, 0.013838589191436768, 0.0017980842385441065, -0.00925680436193943, -0.019112970679998398, 0.022868968546390533, -0.008078060112893581, -0.013272525742650032, -0.003459647297859192, -0.0039957426488399506, -0.01276639848947525, -0.017967524006962776, 0.004728295840322971, 0.03273845463991165, 0.015703270211815834, 0.021030927076935768, 0.028023475781083107, 0.030181176960468292, -0.025239774957299232, 0.007159039378166199, 0.0033381101675331593, -0.009263464249670506, 0.026678243651986122, -0.013505610637366772, -0.002660498721525073, 0.0001414118305547163, 0.01897977851331234, -0.010728569701313972, -0.010721909813582897, 0.01756794936954975, 0.04912099987268448, 0.013905185274779797, 0.00015264986723195761, 0.014970717020332813, -0.00027429108740761876, -0.012320207431912422, 0.01204716507345438, -0.01389186643064022, 0.0478956364095211, -0.0013610499445348978, 0.017301566898822784, -0.01996539533138275, 0.006553018465638161, -0.030341006815433502, -0.015370290726423264, 0.0063732098788022995, -0.014211525209248066, -0.005467507988214493, -0.02996807172894478, -0.013219249434769154, 0.0033797326032072306, -0.022056501358747482, -0.012813015840947628, 0.021883351728320122, 0.003706051502376795, 0.037080492824316025, 0.017940886318683624, -0.008031442761421204, -0.002275908598676324, -0.011254675686359406, -0.011614292860031128, -0.012813015840947628, -0.032924920320510864, 0.02983487956225872, -0.01723497174680233, -0.03140654042363167, -0.010974973440170288, 0.006496411748230457, 0.018087396398186684, -0.005051285028457642, -0.01642250269651413, 0.020684629678726196, 0.02185671404004097, 0.01723497174680233, 0.030394284054636955, -0.023015478625893593, -0.0003858389100059867, -0.03255198523402214, -0.0143580362200737, 0.015290375798940659, 0.01022244244813919, -0.0175413116812706, 0.01077518705278635, 0.004774912726134062, -0.0011862361570820212, 0.0024607116356492043, -0.009636400267481804, -0.002936871023848653, -0.03002134896814823, -0.0007238121470436454, -0.00029447791166603565, 0.00948988925665617, -0.0034496579319238663, -0.004292093683034182, -0.0043953172862529755, 0.027357518672943115, -0.003403041046112776, 0.008024783805012703, -0.021417181938886642, -0.012040505185723305, 0.022935563698410988, -0.012093781493604183, -0.026092201471328735, -0.017927566543221474, 0.010928357020020485, 0.023561563342809677, -0.03977096080780029, 0.021883351728320122, -0.04272780939936638, 0.024453945457935333, 0.007785039022564888, -0.009636400267481804, 0.02839641273021698, 0.010328995063900948, -0.011740824207663536, -0.01020246371626854, -0.02378798834979534, 0.0024640413466840982, -0.00466502970084548, 0.0036561046727001667, -0.02040492743253708, 0.025719264522194862, -0.009030378423631191, 0.018313821405172348, -0.02218969166278839, 0.04515189304947853, -0.026105519384145737, -0.032924920320510864, 0.01325254701077938, -0.006406507920473814, -0.012320207431912422, 0.013039440847933292, -0.02518649958074093, -0.03433674946427345, -0.0075719328597188, 0.0070658051408827305, 0.029941434040665627, -0.03383062407374382, -0.008724038489162922, 0.03633462265133858, -0.009776250459253788, -0.006872677709907293, 0.0005144518800079823, -0.16803430020809174, 0.009123613126575947, 0.02697126381099224, -0.0199121180921793, 0.02502666972577572, -0.0018447012407705188, -0.004115615040063858, 0.003922487609088421, -0.009676357731223106, 0.006296624895185232, 0.01977892778813839, 0.002302546752616763, 0.006170093081891537, -0.019738970324397087, -0.023161988705396652, 0.028050115332007408, -0.03415028378367424, -0.011501080356538296, 0.04504534229636192, 0.019419310614466667, -0.006259997375309467, -0.006689539644867182, 0.006925954483449459, -0.0022675839718431234, 0.016675567254424095, 0.023255223408341408, 0.014890802092850208, -0.0077517409808933735, -0.020657990127801895, -0.03223232552409172, -0.007838315330445766, -0.0026704880874603987, -0.0053842635825276375, -0.024627095088362694, 0.0447256825864315, 0.008504272438585758, 0.0029268816579133272, 0.016302630305290222, -0.02342837303876877, 0.009156910702586174, 0.03332449495792389, 0.016009610146284103, 0.007432081736624241, 0.0002559772692620754, -0.025133222341537476, 0.023375095799565315, 0.016382545232772827, 0.0051611680537462234, 0.0046184128150343895, 0.00013454415602609515, -0.006170093081891537, -0.0015799832763150334, 0.025972329080104828, 0.01373203657567501, 0.014890802092850208, 0.013545568101108074, -0.002442397875711322, 0.02298884093761444, -0.0018197279423475266, 0.028423050418496132, 0.004468572326004505, -0.024014415219426155, 0.005673954728990793, 0.008457656018435955, 0.010915037244558334, 0.00257392437197268, -0.0010979968355968595, -0.0011554356897249818, -0.022282926365733147, 0.011367888189852238, -0.010142527520656586, -0.03300483524799347, 0.03417691960930824, 0.008810613304376602, 0.0069659119471907616, 0.014397993683815002, -0.004691667854785919, -0.013139334507286549, 0.0017248289659619331, 0.01975228823721409, -0.012393462471663952, 0.01624935492873192, -0.03622806817293167, -0.014970717020332813, -0.002856956096366048, 0.010548761114478111, 0.018859906122088432, -0.016142800450325012, 0.012246951460838318, -0.0022908926475793123, 0.003909168299287558, -0.024360712617635727, -0.018540246412158012, -0.025239774957299232, -0.004345370456576347, 0.023641478270292282, 0.0017448076978325844, -0.004178881179541349, -0.006086848210543394, -0.022602586075663567, 0.017288247123360634, -0.004325391724705696, -0.0067861033603549, 0.022123096510767937, -0.003942466340959072, -0.0055274441838264465, -0.0004255882522556931, 0.024853520095348358, 0.03745343163609505, -0.008231230080127716, -0.010189143940806389, 0.007731762249022722, 0.027543988078832626, 0.01980556547641754, -0.01475760992616415, 0.011114824563264847, -0.0191529281437397, -0.008923825807869434, 0.025466201826930046, -0.006566337309777737, -0.017994161695241928, 0.023175308480858803, 0.003198259277269244, 0.009709655307233334, -0.008810613304376602, -0.006839379668235779, -0.08795961737632751, 0.0034829559735953808, 0.026904668658971786, 0.018233906477689743, -0.015903057530522346, -0.005890390835702419, -0.006053550634533167, 0.031672921031713486, -0.01267982367426157, 0.023028798401355743, -0.01566331274807453, -0.019898800179362297, 0.0012120420578867197, -0.007525315508246422, 0.006779443938285112, -0.006200061179697514, 0.035668663680553436, -0.017181694507598877, -0.008943804539740086, 0.028209945186972618, -0.005860422737896442, -0.006170093081891537, 0.00024723660317249596, -0.008590847253799438, -0.0019379352452233434, -0.006932613905519247, -0.021244032308459282, 0.020951012149453163, 0.009210187010467052, 0.010189143940806389, 0.022775733843445778, -0.002665493404492736, -0.01434471644461155, -0.014104972593486309, 0.010948335751891136, -0.013359100557863712, -0.015210460871458054, 0.009729634039103985, 0.03092704899609089, -0.03223232552409172, -0.011048229411244392, 0.011361229233443737, 0.021297309547662735, -0.02028505504131317, 0.01608952507376671, -0.0011296297889202833, -0.004608423449099064, 0.03417691960930824, 0.00609683757647872, -0.012786377221345901, -0.027837008237838745, -0.012759738601744175, -0.0013568876311182976, 0.0010080926585942507, 0.04845504090189934, -0.006259997375309467, 0.009176889434456825, 0.026917988434433937, -0.014890802092850208, 0.010875079780817032, -0.009370016865432262, -0.012506674975156784, -0.005917029455304146, -0.01929943822324276, 0.016475779935717583, 0.014491227455437183, 0.019858842715620995, 0.00032111621112562716, 0.013372419402003288, -0.01578318513929844, -0.021017607301473618, -0.0017448076978325844, -0.012253611348569393, 0.01736816205084324, -0.023161988705396652, -0.013265866786241531, -0.007272251881659031, 0.00940331444144249, 0.009370016865432262, -0.03428347408771515, -0.000847430492285639, -0.01720833219587803, 0.0069725713692605495, -0.03209913522005081, 0.02408101037144661, 0.012140398845076561, 0.02246939390897751, -0.002715440234169364, 0.008297826163470745, -0.02233620174229145, -0.026371903717517853, -0.010701931081712246, -0.003452987875789404, -0.02328186109662056, 0.014730972237884998, 0.009276783093810081, 0.00016742579464334995, -0.011767462827265263, 0.003542891936376691, 0.010868420824408531, -0.0013235898222774267, -0.03782636672258377, -0.06483758985996246, -0.0005236088181845844, 0.007318869233131409, -0.0037393493112176657, 0.004421955440193415, -0.013705397956073284, 0.0135722067207098, -0.008457656018435955, -0.021577011793851852, 0.012187016196548939, -0.02679811604321003, 0.0271444134414196, 0.005803816486150026, -0.010648654773831367, -0.01491743978112936, -0.004651710856705904, -0.0008915501530282199, 0.004045689478516579, 0.0025323019362986088, 0.024174245074391365, 0.008983762003481388, 0.014864163473248482, 0.0026421849615871906, -0.0014834195608273149, -0.02983487956225872, 0.01124135684221983, -0.03225896507501602, 0.03209913522005081, -0.01899309828877449, -0.024507222697138786, 0.0034463282208889723, -0.0223495215177536, 0.010275718756020069, 0.009483229368925095, -0.004025710746645927, -0.011048229411244392, 0.02187003195285797, 0.008763995952904224, 0.01724828965961933, 0.05551418662071228, -0.05010661482810974, -0.02139054425060749, 0.024294117465615273, 0.00426878547295928, -0.01690199226140976, 0.015090588480234146, -0.012087122537195683, 0.037266962230205536, 0.03921155631542206, -0.019059693440794945, 0.020631352439522743, 0.02551947720348835, -0.010522122494876385, -0.009669697843492031, 0.013618824072182178, -0.021257352083921432, 0.00701918825507164, 0.002300882013514638, -0.005950327031314373, -0.038225941359996796, 0.02855624258518219, 0.011228037066757679, 0.007105762604624033, -0.023881223052740097, 0.00813133642077446, -0.02618543431162834, -0.020937692373991013, -0.008823932148516178, 0.015117227099835873, -0.03446994349360466, -0.012060483917593956, -0.0063798693008720875, 0.019033055752515793, 0.0319393053650856, -0.009962718933820724, 0.014131610281765461, -0.00048490005428902805, -0.025173179805278778, -0.01708845980465412, 0.023042116314172745, -0.003646115306764841, 0.012686483561992645, -0.023015478625893593, 0.0004711646761279553, 0.019352715462446213, 0.02440067008137703, -0.0012003877200186253, 0.013705397956073284, 0.006569667253643274, 0.022575946524739265, 0.028636157512664795, 0.012013866566121578, -0.008497613482177258, 0.006223369389772415, -0.001107986201532185, 0.016502417623996735, -0.01165425032377243, 0.002802014583721757, 0.00662627350538969, 0.03175283595919609, 0.001671552425250411, 0.010235761292278767, -0.0048348489217460155, -0.016862034797668457, -0.00415224302560091, -0.007245613727718592, -0.025253094732761383, -0.033910539001226425, 0.004029040690511465, 0.015436886809766293, -0.02378798834979534, 0.005037965718656778, 0.022615903988480568, 0.03164628520607948, -0.003809274872764945, 0.010408909991383553, 0.007192336954176426, -0.013012802228331566, -0.026052244007587433, 0.04256797954440117, 0.015583396889269352, 0.010741888545453548, 0.019659055396914482, -0.015023993328213692, -0.0016032918356359005, 0.022282926365733147, 0.01627599261701107, 0.002553945640102029, 0.0021227383986115456, -0.022535989060997963, -0.0041489130817353725, -0.015610035508871078, -0.029568497091531754, -0.006499741692095995, 0.004731625318527222, -0.011214718222618103, 0.013299164362251759, 0.015756545588374138, -0.009789570234715939, 0.01403837651014328, 0.01627599261701107, -0.010668633505702019, 0.014238163828849792, 0.013811951503157616, 0.018566885963082314, 0.012613228522241116, 0.0030617378652095795, -0.004944731947034597, -0.003779306774958968, 0.018247226253151894, -0.02855624258518219, 0.039318110793828964, -0.025412924587726593, -0.051758188754320145, 0.0010222442215308547, -0.01770114153623581, 0.01419820636510849, -0.025119904428720474, 0.015356971882283688, 0.026358583942055702, -0.02060471475124359, 0.03337777033448219, -0.0050013381987810135, -0.03393717482686043, 0.001778105623088777, 0.01868675835430622, -0.010895058512687683, 2.286626295244787e-05, -0.02027173526585102, 0.011840717867016792, 0.023574883118271828, -0.012240292504429817, -0.0032748442608863115, 0.022376159206032753, -0.01643582247197628, 0.001834711991250515, 0.01980556547641754, 0.030554113909602165, -0.008970443159341812, 0.0013851908734068274, -0.006173422560095787, -0.019232843071222305, -0.019872160628437996, 0.028662795200943947, -0.0012578265741467476, -0.015863100066781044, 0.008164634928107262, -0.026105519384145737], "c1f7df04-5e6c-4327-a0cc-4a3489d50d19": [-0.006850742734968662, -0.014677336439490318, 0.005485869012773037, -0.016431232914328575, -0.009540928527712822, 0.019451098516583443, -0.016431232914328575, -0.019160980358719826, -0.03536802902817726, -0.019160980358719826, 0.03251959756016731, 0.016826847568154335, 0.009989292360842228, 0.003117120824754238, 0.01025303639471531, 0.01136075984686613, 0.028853559866547585, 0.009409056045114994, 0.041381385177373886, -0.012626729905605316, 0.012257488444447517, 0.01395204197615385, -0.014796021394431591, -0.00324569595977664, -0.020070895552635193, 0.009929950349032879, 0.03204485774040222, -0.013899292796850204, 0.00922443624585867, -0.004529797937721014, 0.01788182370364666, 0.010549748316407204, -0.01956978254020214, -0.008472766727209091, -0.022009411826729774, -0.02038738876581192, -0.009316746145486832, -0.010279410518705845, 0.01516526285558939, -0.010780523531138897, 0.010648651979863644, 0.00802440196275711, -0.0017505987780168653, 0.004740792792290449, -0.019451098516583443, 0.013226746581494808, -0.012395953759551048, -0.014967454597353935, -0.005555101670324802, 0.031359124928712845, 0.007661754265427589, 0.008327707648277283, -0.015468567609786987, -0.0025451267138123512, -0.005429823417216539, -0.008182648569345474, 0.01875217631459236, 0.04773760959506035, -0.024251233786344528, -0.018382936716079712, 0.010859646834433079, 0.004559469409286976, -0.011248668655753136, -0.0110376738011837, -0.01768401451408863, 0.024000676348805428, -0.0095475222915411, -0.034682296216487885, -0.0009964567143470049, 0.0009791484335437417, 0.0027561215683817863, 0.026097439229488373, -0.006534249987453222, 0.004753980319947004, 0.06361497938632965, -0.004803432151675224, -0.02658536471426487, -0.0058320327661931515, -0.008657386526465416, -0.0009090915555134416, -0.00871672946959734, -0.01558725256472826, -0.0339701883494854, 0.025701822713017464, 0.010081603191792965, 0.017116965726017952, 0.008598044514656067, 0.03906044363975525, -0.02438310533761978, -0.02145555056631565, 0.006165008991956711, 0.01340477354824543, 0.037161488085985184, 0.016721351072192192, 0.010912396013736725, 0.01949065923690796, 0.003969342447817326, 0.011901434510946274, -0.010279410518705845, -0.031781114637851715, -0.014044351875782013, -0.0017044437117874622, -0.012316830456256866, -0.0020951139740645885, -0.043385837227106094, 0.008420017547905445, 0.009165093302726746, -0.00811011902987957, 0.030594268813729286, -0.042541857808828354, -0.01855436898767948, 0.030884386971592903, 0.019385162740945816, -0.017314773052930832, -0.001656640088185668, -0.03666037321090698, 0.014070725999772549, 0.006336442194879055, -0.006563921459019184, -0.025952380150556564, -0.00844639167189598, 0.022431401535868645, 0.017895009368658066, -0.011736595071852207, 0.007879342883825302, 0.012461889535188675, -0.02745571918785572, -0.0009634887101128697, -0.02745571918785572, -0.006936459336429834, 0.013859731145203114, 0.028167827054858208, 0.023763306438922882, -0.015890557318925858, -0.024686411023139954, 0.01223770808428526, -0.01413666270673275, 0.0209544375538826, -0.010760743170976639, -0.03441855311393738, 0.008129899390041828, 0.01658947952091694, -0.008736509829759598, -0.029170053079724312, -0.02154785953462124, 0.028827186673879623, 0.015719125047326088, 0.0011893193004652858, 0.005525430664420128, -0.015257572755217552, 0.028906309977173805, -0.012468483299016953, 0.028827186673879623, -0.0019434613641351461, 0.009270590730011463, 0.010299191810190678, 0.006765025667846203, 0.005637521389871836, -0.0028995322063565254, 0.011947589926421642, 0.029644791036844254, 0.01644442044198513, 0.01562681421637535, -0.011551974341273308, -0.005162782967090607, 0.018290625885128975, 0.004183634649962187, -0.005393558647483587, 0.0051397052593529224, -0.012824537232518196, -0.019029108807444572, 0.012270675972104073, -0.007411197759211063, 0.004091324284672737, 0.023380879312753677, 0.012791569344699383, 0.03404930979013443, 0.004707824904471636, -0.014479529112577438, -0.000923102954402566, -0.03122725337743759, -0.006445236504077911, 0.03120088018476963, 0.017723577097058296, -0.003517681499943137, -0.00779362628236413, 0.007219983730465174, 0.02990853600203991, 0.01099811214953661, -0.005413339473307133, 0.017116965726017952, 0.03315258398652077, -0.006418862380087376, -0.010351940058171749, -0.6089314818382263, -0.02112586982548237, -0.024119362235069275, 0.011888246983289719, 0.0023555608931928873, -0.0024132549297064543, -0.004147369880229235, 0.02534576877951622, 0.002286328235641122, -0.03112175688147545, -0.013675110414624214, 0.010866240598261356, -0.0058419229462742805, 0.008868382312357426, -0.00885519478470087, -0.010826678946614265, -0.004978162236511707, 0.006003465969115496, -0.0050902534276247025, -0.022972077131271362, 0.00011373947199899703, 0.02103356085717678, -0.0020423652604222298, 0.003077559405937791, -0.010721181519329548, 0.004770464263856411, 0.012415735051035881, 0.00022995153267402202, -0.003722083056345582, 0.03275696933269501, -0.03033052571117878, 0.020150018855929375, 0.033495448529720306, 0.020229142159223557, 0.06551393866539001, -0.012679478153586388, -0.0011266801739111543, 0.031464625149965286, 0.008301332592964172, 0.028853559866547585, -0.007754064630717039, -0.008907943032681942, 0.011762969195842743, -0.0026473274920135736, -0.014598214067518711, 0.013741047121584415, 0.010589309968054295, 0.012099241837859154, -0.00023757538292557, 0.026005128398537636, 0.003609991865232587, 0.0008934317738749087, 0.004562765825539827, -0.009165093302726746, 0.003652850165963173, -0.018607117235660553, 0.0035044944379478693, -0.03251959756016731, -0.013193778693675995, 0.007932092063128948, 0.01316740456968546, 0.02618975006043911, -0.00737163657322526, 0.00509684719145298, -0.011367353610694408, 0.030620643869042397, -0.03033052571117878, 0.006646341178566217, 0.009791485033929348, 0.01451909076422453, 0.010404689237475395, -0.0019978585187345743, -0.009468398988246918, 0.003425371367484331, 0.008176054805517197, 0.021903913468122482, 0.04702550172805786, 0.0188444871455431, 0.005106737371534109, 0.004562765825539827, 0.0041341823525726795, 0.009540928527712822, -0.015297134406864643, -0.003263828344643116, 0.0002307757386006415, -0.0011283284984529018, -0.013648736290633678, 0.005571585614234209, -0.005274874158203602, -0.006791400257498026, -0.018686240538954735, 0.013872918672859669, 0.014848770573735237, -0.002741286065429449, 0.010272816754877567, 0.03494603931903839, -0.0033544902689754963, -0.018290625885128975, 0.013701485469937325, -0.024290794506669044, 0.015007016249001026, -0.03478779271245003, -0.005795767996460199, -0.004727605730295181, -0.0010137648787349463, 0.023750120773911476, -0.005812251940369606, -0.0067716194316744804, 0.011380540207028389, -0.012468483299016953, 0.006178196053951979, -0.00913871917873621, 0.014163036830723286, -0.0004516610933933407, 0.004460565280169249, -0.01850162073969841, 0.01616748794913292, 0.03457679972052574, 0.028879934921860695, 0.016655415296554565, -0.0025138070341199636, 0.0021313787437975407, 0.02137642726302147, 0.007813407108187675, 0.013233340345323086, 0.01802688278257847, -0.028827186673879623, 0.010826678946614265, 0.00027651878190226853, -0.012620136141777039, 0.004582546651363373, -0.020057708024978638, 0.025385331362485886, -0.01641804538667202, 0.03077889047563076, -0.018264250829815865, 0.015521316789090633, -0.0020423652604222298, 0.010431063361465931, -0.023591874167323112, -0.008987066335976124, 0.008993660099804401, 0.018963171169161797, -0.011255262419581413, 0.0015305376145988703, -0.004114401526749134, -0.004984756000339985, -0.015903744846582413, -0.029328299686312675, -0.0008225506753660738, -0.027112852782011032, -0.016088366508483887, -0.01968846656382084, -0.014703711494803429, -0.025556763634085655, 0.017749950289726257, -0.005067175719887018, 0.01164428424090147, -0.025701822713017464, 0.001968187279999256, 0.0012494857655838132, -0.0014967455063015223, -0.014927892945706844, 0.013312463648617268, 0.011433289386332035, -0.04206712171435356, 0.00020028036669827998, 0.014057539403438568, -0.044678181409835815, -0.023605061694979668, -0.002353912452235818, -0.0072727324441075325, 0.01368829794228077, 0.00010513689630897716, -0.004796838387846947, -0.018857674673199654, -0.02571501024067402, 0.007404604461044073, -0.008288145996630192, -0.00952114723622799, -0.0054924627766013145, -0.0016286172904074192, -0.0015173504361882806, -0.019200541079044342, 0.010318972170352936, -0.007002395112067461, -0.008598044514656067, 0.027930457144975662, 0.011110203340649605, 0.013444335199892521, 0.001064040930941701, 0.015903744846582413, -0.005208937916904688, -0.001121734967455268, 0.006916678510606289, 0.03779447078704834, 0.025213897228240967, 0.008835413493216038, 0.012646510265767574, 0.021956663578748703, -0.003616585396230221, 0.015534504316747189, -0.00964642595499754, 0.0013640495017170906, 0.003929781261831522, -0.01562681421637535, 0.028035955503582954, -0.00041725076152943075, 0.018198315054178238, 0.014202598482370377, -0.00644853338599205, -0.020347826182842255, -0.009758517146110535, -0.02413254790008068, 0.016826847568154335, 0.024594100192189217, -0.005726534873247147, 0.013872918672859669, -0.0016632337355986238, -0.010266223922371864, -0.02509521320462227, -0.014835583046078682, 0.004744089674204588, 0.004968272056430578, -0.020822566002607346, -0.0035308687947690487, 0.008907943032681942, 2.0154242520220578e-05, -0.011901434510946274, -0.008057369850575924, -0.027323847636580467, -0.03033052571117878, 0.0145718390122056, 0.006194679997861385, -0.006359519902616739, 0.01253441907465458, 0.02092806249856949, -0.047104623168706894, 0.02117861993610859, -0.004658373072743416, 0.0036990053486078978, 0.0035770239774137735, 0.01706421747803688, -0.03360094875097275, 0.001167890033684671, 0.005993575789034367, 0.0032110796310007572, -0.002139620715752244, -1.9626240828074515e-05, 0.02554357796907425, 0.013141029514372349, 0.03128000348806381, -0.011512412689626217, -0.028378821909427643, -0.0007978247012943029, -0.04481005296111107, 0.009929950349032879, 0.01999177224934101, 0.003009974956512451, 0.019029108807444572, -0.007503508124500513, 0.013780607841908932, 0.003972639329731464, 0.0030000845436006784, 0.03455042466521263, -0.0010813492117449641, -0.008063963614404202, -0.007121080067008734, -0.016035616397857666, 0.015600440092384815, -0.01093877013772726, -0.02517433650791645, 0.011439883150160313, -0.00798484031111002, 0.019187353551387787, -0.013556426391005516, -0.008525514975190163, -0.028563443571329117, -0.005360590759664774, 0.017275212332606316, -0.020914874970912933, -0.0024066611658781767, 0.009962918236851692, -0.0027248021215200424, -0.000638754281681031, -0.016457606106996536, -0.010450843721628189, -0.002490729559212923, -0.017393896356225014, 0.0327305942773819, -0.024884218350052834, 0.0069826142862439156, -0.002835244871675968, -0.0003987062955275178, -0.00737163657322526, -0.011591535992920399, 0.0024676520843058825, 4.23689834860852e-06, -0.028879934921860695, 0.006929865572601557, -0.011400321498513222, -0.014360844157636166, -0.017275212332606316, -0.003609991865232587, 0.008373862132430077, 0.025055650621652603, -0.022813830524683, -0.005769393406808376, 0.010121164843440056, 0.0036495535168796778, -0.022681958973407745, -0.014031165279448032, -0.016708163544535637, -0.013075093738734722, 0.011242074891924858, 0.019108230248093605, -0.03608013689517975, -0.01760489121079445, 0.032625094056129456, -0.0026291951071470976, 0.006415565498173237, -0.011387133970856667, -0.011248668655753136, -0.0004306439950596541, 0.07310975342988968, 0.03154374659061432, -0.015059765428304672, 5.959989357506856e-05, 0.039218686521053314, -0.012310237623751163, -0.03336357697844505, -0.03629113361239433, 0.031807489693164825, -0.00482321297749877, 0.008426611311733723, -0.029170053079724312, 0.008993660099804401, -0.003267124993726611, 0.0205851960927248, -0.007384823635220528, 0.0063331457786262035, -0.035526275634765625, 0.0038341740146279335, 0.004338583908975124, 0.004272648133337498, 0.01830381341278553, -0.004899039398878813, 0.006402378436177969, -0.01773676462471485, -0.004668263252824545, 0.014624588191509247, 0.015560878440737724, 0.02140280045568943, -0.006188086699694395, -0.003468229668214917, -0.003639663103967905, 0.00031422587926499546, -0.004767167381942272, -0.006560624577105045, 0.006211163941770792, -0.006976020988076925, 0.016088366508483887, 0.004404519684612751, 0.009369495324790478, 0.019582970067858696, 0.026110626757144928, 0.01498064212501049, -0.031807489693164825, 0.014031165279448032, -0.010015667416155338, -0.012125616893172264, 0.0012494857655838132, -0.018818112090229988, -0.009534334763884544, 0.03254597261548042, -0.005848516710102558, -0.01706421747803688, -0.021481923758983612, 0.0034649327863007784, -0.004905632697045803, -0.03410205990076065, -0.022035786882042885, 0.0016269689658656716, 0.03391743823885918, 0.008136493153870106, -0.03120088018476963, 0.00727932620793581, 0.001555263646878302, -0.02083575166761875, -0.02455453760921955, 0.020295077934861183, -0.016180675476789474, 0.007332074921578169, 0.008993660099804401, -0.0009552467381581664, 0.020519260317087173, -0.019437910988926888, -0.02487103082239628, 0.006326552014797926, -0.0021742370445281267, 0.02621612325310707, 0.007635380141437054, -0.0020835751201957464, -0.006573811639100313, -0.010121164843440056, -0.02576776035130024, 0.012264082208275795, -0.02624249830842018, -1.784906089596916e-05, 0.017116965726017952, 0.0029885456897318363, 0.00616830587387085, 0.005063878837972879, -0.01656310446560383, 0.022708332166075706, 0.013068499974906445, 0.015455381013453007, -0.009033221751451492, 0.025424892082810402, -0.020466510206460953, -0.007740877568721771, 0.016536729410290718, 0.005182563792914152, -0.00965961255133152, 0.0034913071431219578, -0.014677336439490318, -0.005017723888158798, -0.022958889603614807, 0.016061991453170776, -0.01150581892579794, 0.012132209725677967, -0.005818845238536596, -0.02735022082924843, 0.013701485469937325, 0.025227084755897522, -0.004859477747231722, 0.006705683656036854, -0.006544140633195639, 0.005588069558143616, 0.011980557814240456, -0.004816619213670492, 0.05124540254473686, 0.0188444871455431, -0.015244386158883572, 0.008802445605397224, -0.02576776035130024, 0.017618078738451004, 0.0069232722744345665, -0.03254597261548042, 0.02599194087088108, -0.0031187692657113075, 0.0017934571951627731, -0.0072859195061028, 0.003117120824754238, 0.02346000261604786, 0.013701485469937325, 0.016602665185928345, -0.014664149843156338, -0.03460317477583885, -0.006544140633195639, -0.0034616361372172832, -0.013806982897222042, -0.00570345763117075, 0.009343120269477367, -0.021561047062277794, -0.04185612499713898, -0.0018049959326162934, -0.014875144697725773, 0.04644526541233063, -0.016180675476789474, -0.009468398988246918, -0.02455453760921955, 0.015231198631227016, -0.01666860096156597, -0.005845219828188419, -0.005657302215695381, -0.009204654954373837, 0.020875314250588417, 0.0009148609824478626, -0.027930457144975662, -0.01815875433385372, -0.0019286258611828089, 0.000349872512742877, -0.009692581370472908, 0.02328856848180294, -0.007391417399048805, -0.00030000845436006784, 0.018396122381091118, -0.03257234767079353, 0.017327960580587387, -0.020875314250588417, -0.01350367721170187, -0.030673392117023468, 0.006501282099634409, 0.015785060822963715, 0.027297472581267357, 0.011848685331642628, -0.016009243205189705, -0.006468314211815596, 0.028062330558896065, 0.0036957086995244026, 0.01751258224248886, -0.012013525702059269, -0.05190476030111313, -0.004899039398878813, 0.0053902617655694485, 0.00011425459524616599, -0.0004838048480451107, -0.0036495535168796778, -0.012468483299016953, 0.01174318790435791, -0.00996951200067997, 0.02340725250542164, -0.03821646049618721, 0.02187754027545452, -0.016286173835396767, 0.028853559866547585, -0.019754402339458466, 0.02080937847495079, -0.0012643213849514723, 0.01825106330215931, -0.005156189203262329, 0.02554357796907425, 0.013543238863348961, 0.014835583046078682, -0.0017093888018280268, 0.009066189639270306, -0.012633323669433594, -0.004279241431504488, -0.006240835413336754, 0.007846374996006489, -0.009072783403098583, -0.00014114408986642957, -0.01773676462471485, 0.008703541941940784, -0.027693089097738266, 0.002676998497918248, -0.015376257710158825, 0.0045495787635445595, 0.02869531512260437, -0.023328131064772606, 0.014888332225382328, -0.00046443616156466305, -0.022114908322691917, -0.0019319226266816258, -0.004908929578959942, 0.04531116783618927, -0.0049649751745164394, 0.02241821400821209, 0.03130637854337692, -0.01914779283106327, -0.001375588239170611, -0.03352182358503342, 0.02829969860613346, -0.01368829794228077, 0.018884049728512764, 0.026321621611714363, -0.005502352956682444, 0.0022072051651775837, 0.008096931502223015, 0.005034207832068205, -0.016549916937947273, -0.03534165397286415, 0.032203104346990585, 0.02098081074655056, -0.00048792583402246237, -0.0205851960927248, -0.02013683132827282, -0.008340894244611263, 0.026400744915008545, -0.01669497601687908, 0.0037616444751620293, -0.045152921229600906, -0.013530051335692406, -0.01822469010949135, 0.013648736290633678, -0.0059309364296495914, 0.012620136141777039, 0.010266223922371864, -0.018237877637147903, 0.0065968893468379974, -0.01894998550415039, -0.0012189904227852821, 0.03615926206111908, -0.0032292120158672333, 0.04451993480324745, -0.0172356516122818, 0.0007669172482565045, 0.00891453679651022, 0.02050607278943062, -0.009151906706392765, -0.006662825122475624, -0.028035955503582954, 0.04161875694990158, 0.0008563428418710828, -0.007411197759211063, -0.02861619181931019, 0.0013467412209138274, 0.0010533264139667153, 0.008360675536096096, 0.014598214067518711, 0.008934318087995052, -0.003913297317922115, 0.004734199494123459, 0.011875060386955738, 0.002728099003434181, 0.009059595875442028, 0.012732227332890034, -0.026717236265540123, -0.01718290150165558, 0.004493533167988062, 0.004506720695644617, 0.0058913747780025005, -0.002151159569621086, -0.03608013689517975, -0.007463946472853422, -0.031385499984025955, 0.008723323233425617, -0.022457776591181755, -0.020914874970912933, 0.004213305655866861, 0.025306208059191704, -0.04048465937376022, 0.029301924630999565, -0.004252867307513952, 0.005192453972995281, -0.012745413929224014, 0.0033792161848396063, 0.011103609576821327, -0.02748209424316883, 0.011373947374522686, -0.009501366876065731, -0.013767421245574951, -0.02480509504675865, 0.03038327395915985, -0.01209264900535345, -0.00435836473479867, -0.006910084746778011, 0.03418118506669998, 0.0036198822781443596, 0.004022091627120972, -0.00926399789750576, -0.019306039437651634, -0.003192947246134281, -0.0018181831110268831, 0.01039150170981884, -0.007615599315613508, -0.052247628569602966, 0.007674941793084145, 0.019609343260526657, 0.0005447955918498337, 0.004002310801297426, -0.030198654159903526, -0.011479444801807404, -0.010094789788126945, 0.02154785953462124, -0.02489740587770939, -0.02227315492928028, -0.032255854457616806, -0.008894756436347961, -0.009184874594211578, 0.020057708024978638, 0.005621037445962429, -0.0019582968670874834, 0.03360094875097275, 0.01974121667444706, -0.018422497436404228, -3.585265949368477e-05, 0.018738990649580956, 0.002777550835162401, 0.007899124175310135, -0.007582631427794695, -0.04122313857078552, -0.0187258031219244, -0.012837724760174751, 0.028035955503582954, -0.00844639167189598, 0.007932092063128948, -0.018514808267354965, -0.006161712110042572, -0.00942224357277155, -0.00373527011834085, -0.001803347491659224, 0.0203346386551857, 0.03212398290634155, -0.02956566959619522, 0.005874890834093094, 0.00019986827101092786, -0.012600354850292206, 0.016061991453170776, -0.018013695254921913, -0.008116712793707848, -0.02041376195847988, 0.0017077404772862792, -0.015442193485796452, 0.024831470102071762, -0.019701654091477394, -0.003123714355751872, 0.014835583046078682, 0.010160725563764572, -0.013101467862725258, 0.011802530847489834, 0.0009857420809566975, -0.017763137817382812, 0.005301248282194138, -0.007905717007815838, -0.011011299677193165, -0.02199622429907322, 0.00028084582299925387, -0.04022091254591942, -0.016932345926761627, 0.0057660965248942375, -0.005347403697669506, -0.021521486341953278, 0.00727932620793581, 0.0008818929782137275, -0.0004314682155381888, -0.01666860096156597, 0.008894756436347961, -0.0166158527135849, -0.00021140705212019384, 0.020215954631567, 0.011077235452830791, -0.008505734615027905, -0.004810025915503502, 0.03360094875097275, -0.009112345054745674, -0.022207219153642654, -0.011426695622503757, 0.0025171039160341024, -0.02264239639043808, 0.015666374936699867, 0.00044383120257407427, -0.025846881791949272, 0.024712784215807915, -0.004833103157579899, 0.005924342665821314, -0.017644453793764114, -0.0028715096414089203, -0.011822311207652092, 0.012409141287207603, -0.030937135219573975, 0.020044520497322083, 0.03573727235198021, 0.009936544112861156, 0.020796190947294235, -0.02291932702064514, -0.019029108807444572, -0.003364380681887269, -0.028589816763997078, -0.012244300916790962, -0.023051198571920395, -0.038005467504262924, -0.0004763870674651116, 0.02137642726302147, -0.012362985871732235, -0.01993902400135994, 0.007932092063128948, -0.017051029950380325, -0.034233931452035904, 0.3008788228034973, -0.0021297303028404713, 0.008809039369225502, 0.009877201169729233, 0.0014950970653444529, 0.0291436780244112, 0.04198799654841423, 0.007727690506726503, -0.007661754265427589, 0.005119924433529377, -0.005980388261377811, -0.017776325345039368, -0.028378821909427643, -0.004786948207765818, -0.0029786555096507072, -0.029723914340138435, -0.03481416776776314, -0.027508467435836792, 0.0009692580788396299, -0.055438924580812454, 0.025873256847262383, -0.011162952519953251, -0.005693566985428333, -0.01703784242272377, 0.019055482000112534, 0.015323508530855179, -0.0006474083638750017, -0.013648736290633678, 0.03196573629975319, 0.0032539379317313433, -0.015719125047326088, 0.00487266480922699, 0.003896813141182065, -0.014268534258008003, -0.027534842491149902, 0.013767421245574951, 0.02626887336373329, 0.017499394714832306, 0.004371551796793938, 0.016127927228808403, 0.013833357021212578, -0.0006218581693246961, 4.442948193172924e-05, -0.013991603627800941, 0.01205308735370636, 0.02956566959619522, -0.025055650621652603, 0.003395700128749013, -0.010503592900931835, 0.007450759410858154, -0.01616748794913292, -0.009435431100428104, 0.033732820302248, 0.04288472607731819, 0.012006931938230991, -0.014875144697725773, 0.010371721349656582, 0.004714418668299913, -0.007318887859582901, -0.020651131868362427, -0.004961678292602301, 0.03201848641037941, 0.0034220744855701923, 0.01520482450723648, 0.00937608815729618, 0.013595988042652607, -0.026374369859695435, -0.019398348405957222, -0.015218011103570461, -0.009903576225042343, -0.0031434951815754175, -0.029170053079724312, -0.015415819361805916, -0.004496830049902201, -0.01813237927854061, -0.02239184081554413, 0.04499467462301254, -0.0029357969760894775, 0.007180422078818083, 0.02869531512260437, -0.002386880572885275, -0.015982868149876595, -0.004107808228582144, 0.0026127109304070473, -0.020400574430823326, -0.04270010441541672, 0.029512919485569, -0.028484320268034935, -0.015244386158883572, -0.002812167163938284, -0.0047506834380328655, 0.0006206218968145549, -0.020901687443256378, -0.025016089901328087, 0.008195835165679455, 0.017960945144295692, 0.014875144697725773, 0.031860239803791046, -0.012554200366139412, -0.0033759193029254675, -0.022286342456936836, -0.0069826142862439156, 0.007655160967260599, 0.014664149843156338, -0.014954268001019955, 0.009250810369849205, 0.0035308687947690487, -0.002490729559212923, -0.0042495704255998135, -0.008070557378232479, -0.003913297317922115, -0.02998765930533409, 0.010734368115663528, -0.01892361044883728, 0.005973794963210821, 0.0020819269120693207, 0.000470617669634521, -0.017552142962813377, 0.01636529713869095, -0.019582970067858696, 0.01478283479809761, -0.028959058225154877, -0.005205641500651836, 0.02063794434070587, -0.015099327079951763, -0.024686411023139954, -0.014861957170069218, 0.006567218340933323, 0.011103609576821327, -0.032677844166755676, 0.032994337379932404, -0.03855932876467705, 0.023921553045511246, -0.003364380681887269, 9.926447091856971e-05, 0.025583138689398766, 0.0001527858985355124, -0.0008744752267375588, -0.005373777821660042, -0.02872168831527233, 0.008637606166303158, -0.023169884458184242, 0.00644194008782506, 0.008598044514656067, 0.030066782608628273, 0.0043352870270609856, 0.02348637580871582, -0.028563443571329117, 0.028510693460702896, -0.0012873989762738347, -0.0282733254134655, -0.002154456451535225, 0.0016830144450068474, -0.01991264894604683, 0.005858406890183687, -0.011486038565635681, -0.03613288700580597, -0.008670574054121971, -0.017051029950380325, 0.03360094875097275, -0.029275551438331604, 0.010549748316407204, 0.04684088006615639, -0.010431063361465931, -0.013543238863348961, -0.011657471768558025, -0.16668601334095, 0.015534504316747189, 0.016259798780083656, -0.022629208862781525, 0.015468567609786987, 0.0009898630669340491, 0.018567556515336037, 0.008301332592964172, -0.018290625885128975, -0.004955084528774023, -0.010028854012489319, -0.0063562230207026005, -0.003338006092235446, 0.004717715550214052, -0.027218349277973175, 0.02115224488079548, -0.03233497589826584, -0.018884049728512764, 0.023130321875214577, 0.029671166092157364, 0.006408971734344959, -0.006652934942394495, -0.005077066365629435, 0.015679562464356422, 0.0017126856837421656, -2.0115609004278667e-05, 0.009356307797133923, -0.004453971516340971, -0.014400405809283257, -0.034655921161174774, -0.003151737153530121, 0.009639832191169262, -0.021046746522188187, -0.0029473358299583197, 0.03170199319720268, 0.0029638197738677263, -0.005185860674828291, 0.003471526550129056, -0.03391743823885918, 0.019213728606700897, 0.016905970871448517, 0.03808458894491196, 0.019029108807444572, 0.0013063554652035236, -0.028352446854114532, 0.024027051404118538, 0.011855279095470905, 0.00849254708737135, 0.0037550509441643953, 0.001531361835077405, -0.007074924651533365, -0.015086139552295208, 0.03739885613322258, 0.001072283019311726, 0.02078300341963768, 0.011189326643943787, -0.01664222776889801, 0.02475234679877758, -0.00538696488365531, 0.010951956734061241, 0.006995801813900471, -0.018620304763317108, 0.011670658364892006, 0.0030050298664718866, 0.002576446160674095, 0.0030149202793836594, -0.006043027620762587, 0.0008563428418710828, -0.021890727803111076, 0.019609343260526657, -0.0011777804465964437, -0.030858013778924942, 0.02574138529598713, -0.0037023022305220366, -0.004833103157579899, 0.011189326643943787, -0.0013797092251479626, -0.006521062925457954, 0.018000507727265358, 0.020215954631567, -0.017499394714832306, 0.024884218350052834, -0.023816056549549103, -0.010529967024922371, -0.013622362166643143, 0.008670574054121971, 0.017341148108243942, -0.031438250094652176, 0.013846544548869133, -0.01006841566413641, 0.010510186664760113, -0.023420440033078194, -0.030462397262454033, -0.013272901996970177, 0.0055155400186777115, 0.0067221675999462605, 0.008881568908691406, -0.023591874167323112, -0.01954340748488903, -0.03117450512945652, 0.0017555439844727516, -0.005749612580984831, -0.010668432340025902, 0.006824368145316839, 0.003814393188804388, -0.003359435359016061, 0.0008637605933472514, 0.013259714469313622, 0.04354408383369446, -0.00031422587926499546, -0.00792549829930067, 0.013286088593304157, 0.006636450998485088, 0.002798980101943016, -0.001665706280618906, 0.02864256501197815, -0.03352182358503342, -0.014954268001019955, 0.01616748794913292, 0.006224351469427347, 0.002151159569621086, 0.016681788489222527, -0.005400152411311865, 0.015508129261434078, -0.00849254708737135, -0.016536729410290718, -0.08613869547843933, 0.013450928963720798, 0.033099833875894547, 0.017578518018126488, 0.008400237187743187, 0.015547690913081169, -0.015666374936699867, 0.021785229444503784, -0.012297050096094608, 0.01520482450723648, 5.04049239680171e-05, -0.014914706349372864, -0.0005604553734883666, -0.010833272710442543, -0.01350367721170187, -0.005838626064360142, 0.03075251542031765, -0.02497652918100357, -0.025846881791949272, 0.037557102739810944, -0.008604638278484344, 0.0016121333464980125, 0.014017977751791477, -0.005604553502053022, -0.019134605303406715, -0.014083913527429104, -0.028115078806877136, 0.021745668724179268, 0.0101079773157835, 0.005301248282194138, 0.003936374559998512, -0.015534504316747189, 0.0038045027758926153, -0.0012321776011958718, 0.014017977751791477, -0.004595734179019928, -0.03244047611951828, 0.0020456621423363686, 0.035552650690078735, -0.022233594208955765, 0.009303558617830276, 0.024818282574415207, -0.0009824453154578805, -0.027508467435836792, -0.002246766583994031, 0.008690355345606804, -0.014215785078704357, 0.029328299686312675, 0.010721181519329548, -0.01740708388388157, -0.01579824835062027, 0.01993902400135994, -0.020295077934861183, 0.0039858268573880196, 0.0391923151910305, -0.0010038744658231735, 0.008934318087995052, 0.008367269299924374, -0.018818112090229988, 0.031411875039339066, 0.010279410518705845, -0.009066189639270306, -0.006649638060480356, -0.018316999077796936, 0.008466172963380814, -0.0021099497098475695, 0.012461889535188675, 0.011242074891924858, 0.004282538313418627, 0.010661839507520199, -0.012013525702059269, -0.003982529975473881, -0.00913871917873621, 0.022062160074710846, -0.012910254299640656, -0.0024280904326587915, -0.007167235016822815, -0.0004298198036849499, 0.021745668724179268, -0.011723407544195652, -0.011011299677193165, -0.021561047062277794, 0.002601172309368849, -0.03296796232461929, 0.024686411023139954, 0.0172356516122818, 0.015560878440737724, -0.014347657561302185, 0.00964642595499754, -0.020057708024978638, -0.02824695035815239, 0.013859731145203114, 0.004186931066215038, -0.008195835165679455, 0.007866156287491322, 0.021930288523435593, 0.005406745709478855, -0.02224678173661232, -0.00984423328191042, -0.011611316353082657, -0.019213728606700897, -0.039667051285505295, -0.05791811645030975, -0.0007001570775173604, -0.0004061240761075169, -0.015811434015631676, 0.006870523560792208, -0.006319958250969648, 0.01678728684782982, 0.005077066365629435, -0.011960776522755623, -0.008565076626837254, -0.03407568484544754, 0.021112682297825813, -0.01807963103055954, -0.013154217042028904, -0.02011045627295971, 0.013239934109151363, 0.0023736932780593634, -0.0001987349969567731, 0.013609174638986588, 0.014400405809283257, 0.015666374936699867, 0.015415819361805916, 0.006478204391896725, 0.006738651543855667, -0.009250810369849205, 0.012765195220708847, -0.028537068516016006, 0.017156528308987617, -0.015574065037071705, -0.014031165279448032, 0.012257488444447517, -0.0298821609467268, 0.014690523967146873, 0.013622362166643143, 0.006910084746778011, -0.02286657877266407, 0.018620304763317108, 0.013582800514996052, -0.0026572176720947027, 0.07453396916389465, -0.0332317054271698, -0.016708163544535637, 0.022985262796282768, -0.007747471332550049, -0.0034583392553031445, 0.026994166895747185, -0.024462228640913963, 0.04048465937376022, 0.02953929454088211, -0.0367131233215332, 0.0027973316609859467, 0.027191976085305214, -0.014308095909655094, 0.0053408099338412285, 0.005749612580984831, -0.041724253445863724, 0.015811434015631676, -0.006095776334404945, 0.018514808267354965, -0.038401082158088684, 0.030277777463197708, -0.0004331165982875973, 0.01802688278257847, -0.028141451999545097, 0.02996128425002098, -0.004081433638930321, -0.01391248032450676, 0.010872834362089634, -0.0035737270954996347, -0.008215616457164288, -0.014097101055085659, -0.004434191156178713, 0.01607517898082733, 0.01852799579501152, -0.011716813780367374, 0.01833018660545349, 0.003972639329731464, -0.019503846764564514, -0.019622530788183212, 0.011690439656376839, -0.013345431536436081, 0.004219899419695139, 0.003217673161998391, -0.0001620581460883841, 0.015837809070944786, 0.027191976085305214, -0.007932092063128948, 0.004510017111897469, 0.020598383620381355, 0.01889723539352417, 0.018831299617886543, 0.0029077741783112288, -0.024211671203374863, -0.031016258522868156, 0.004678153898566961, 0.01269925944507122, -0.02309076115489006, 0.022128095850348473, 0.016088366508483887, 0.02562270127236843, 0.012633323669433594, 0.0002882636326830834, -0.001186022418551147, -0.008993660099804401, -0.007998027838766575, 0.009705767966806889, -0.013754233717918396, -0.02943379618227482, 0.004094621166586876, 0.006949646398425102, -0.020888501778244972, 0.0007112837629392743, 0.009824452921748161, 0.024422666057944298, 0.008571670390665531, -0.008202428929507732, -0.0001438227336620912, -0.03605376556515694, -0.031807489693164825, 0.043464962393045425, 0.0049649751745164394, 0.00737163657322526, 0.005904562305659056, -0.011347572319209576, 0.002142917597666383, 0.009092563763260841, 0.020572008565068245, -0.007351855747401714, -0.01154538057744503, -0.006517766043543816, -0.007384823635220528, 0.012448702938854694, -0.022286342456936836, -0.006699089892208576, 0.010075009427964687, -0.010371721349656582, -0.0009527741349302232, 0.014875144697725773, -0.015244386158883572, 0.007846374996006489, 0.01802688278257847, -0.00956070888787508, 0.021521486341953278, 0.002304460620507598, 0.034735046327114105, -0.0022269857581704855, -0.007734283804893494, -0.001720927655696869, 0.007496914826333523, 0.01701146923005581, -0.03114813007414341, 0.027561215683817863, -0.04309571906924248, -0.04731561988592148, 0.002411606488749385, -0.012422327883541584, 0.016721351072192192, -0.014321282505989075, 0.017077405005693436, 0.03331083059310913, -0.01536307018250227, 0.021943476051092148, 0.01720927655696869, -0.023776493966579437, -0.010945363901555538, 0.031807489693164825, -0.0031039337627589703, -0.008960692211985588, -0.02663811296224594, 0.007661754265427589, 0.014848770573735237, -0.0014654259430244565, -0.0162466112524271, 0.01540263183414936, -0.019609343260526657, 0.005743019282817841, 0.005202344618737698, 0.01802688278257847, -0.0066826059482991695, -0.01414984930306673, 0.005370480939745903, -0.015679562464356422, -0.015705937519669533, 0.030963510274887085, -0.008222210220992565, -0.017960945144295692, 0.020941250026226044, -0.0187258031219244]}, "text_id_to_doc_id": {"da552579-e0f4-4ee0-be68-a3c392e39dc2": "87411099-60d8-4272-a7d1-6e8676fc42a0", "c1f7df04-5e6c-4327-a0cc-4a3489d50d19": "87411099-60d8-4272-a7d1-6e8676fc42a0"}}}}
llama_index可以在本地匹配向量索引后再构建提示词:
class LLma:
def query_index(self,prompt,index_path="./index.json"):
# 加载索引
local_index = GPTSimpleVectorIndex.load_from_disk(index_path)
# 查询索引
res = local_index.query(prompt)
print(res)
通过GPTSimpleVectorIndex.load_from_disk方法将向量索引导入,执行方法:
if __name__ == '__main__':
llma = LLma()
# 建立索引
#llma.create_index()
# 查询索引
llma.query_index("讲一下美女蛇的故事")
程序返回:
美女蛇的故事可以追溯到古庙里的一个读书人。晚间,他在院子里纳凉的时候,突然听到有人在叫他的名字。他四面看时,却见一个美女的脸露在墙头上,向他一笑,隐去了。他很高兴,但竟给那走来夜谈的老和尚识破了机关,说他脸上有些妖气,一定遇见“美女蛇”了。
可以看到,“美女蛇”的故事终于是我们想要的“美女蛇”的故事了。
llama_index默认的答案生成模型方案为text-davinci-002,我们也可以定制化适合自己的模型配置:
class LLma:
def __init__(self) -> None:
self.llm_predictor = LLMPredictor(llm=OpenAI(temperature=0, model_name="text-davinci-003",max_tokens=1800))
self.service_context = ServiceContext.from_defaults(llm_predictor=self.llm_predictor)
# 查询本地索引
def query_index(self,prompt,index_path="./index.json"):
# 加载索引
local_index = GPTSimpleVectorIndex.load_from_disk(index_path)
# 查询索引
res = local_index.query(prompt)
print(res)
# 建立本地索引
def create_index(self,dir_path="./data"):
# 读取data文件夹下的文档
documents = SimpleDirectoryReader(dir_path).load_data()
index = GPTSimpleVectorIndex.from_documents(documents,service_context=self.service_context)
print(documents)
# 保存索引
index.save_to_disk('./index.json')
if __name__ == '__main__':
llma = LLma()
这里通过初始化函数定制self.llm_predictor属性,生成本地向量索引时,通过service_context参数进行动态调用即可:index = GPTSimpleVectorIndex.from_documents(documents,service_context=self.service_context) 。
藉此,我们就可以通过垂直领域语料来“定制化”ChatGPT的回答了,最后奉上项目地址:github.com/zcxey2911/llama_index_examples_python3.10,与君共觞。