knowledge/utils/vector_distance.py

import math
import numpy as np
class VectorDistance:
    @staticmethod
    def calculate_distance(vector1, vector2):
        if len(vector1) != len(vector2):
            raise ValueError("Vectors must have the same dimensionality")
        
        squared_sum = sum((v1 - v2) ** 2 for v1, v2 in zip(vector1, vector2))
        return math.sqrt(squared_sum)

    def l2_distance(vector1, vector2):

        vector1 = np.array(vector1)
        vector2 = np.array(vector2)
        if vector1.shape != vector2.shape:
            raise ValueError("向量维度不一致")
        
        return np.sqrt(np.sum((vector1 - vector2) ** 2))
    
    def cosine_distance(vec1, vec2):
        """
        计算两个向量之间的余弦距离
        :param vec1: 向量1
        :param vec2: 向量2
        :return: 余弦距离值
        """
        # 归一化向量
        #vec1_norm = vec1 / np.linalg.norm(vec1)
        #vec2_norm = vec2 / np.linalg.norm(vec2)

        dot_product = np.dot(vec1, vec2)  # 点积
        norm_a = np.linalg.norm(vec1)  # 向量 a 的模（L2 范数）
        norm_b = np.linalg.norm(vec2)  # 向量 b 的模（L2 范数）
        return dot_product / (norm_a * norm_b)


if __name__ == '__main__':
    v1 = [0.032683108,0.057093814,-0.03531786,0.0025247626,-0.002116352,-0.018129399,-0.012545007,-0.011608211,0.014278372,-0.027003359,-0.020011228,0.027727213,-0.011305003,0.027170602,0.07453287,0.014787685,-0.0049369526,-0.035328433,-0.009882479,0.014587988,-0.014262102,0.036985807,-0.0035697601,0.01549803,-0.028156228,0.014585413,0.0025754422,-0.0113301,0.015634857,-0.02293557,0.05587496,0.021464761,0.020139301,-0.0044953967,-0.020600343,0.00631638,-0.04642515,-0.023094425,-0.012087304,0.05426503,6.1512525e-05,0.043922313,0.025156468,-0.020049507,0.033121496,-0.012615195,0.019896476,-0.061274853,0.045396805,-0.028238544,-0.04293236,0.014725067,0.009618503,-0.04115609,-0.026014712,0.0011653913,-0.076513626,-0.0135218585,-0.055433206,-0.021053715,-0.017714882,0.03206402,-0.028631,-0.010463637,0.0316644,0.061703164,0.04500525,0.0052000843,-0.044496268,-0.021449424,0.013368045,0.036023963,0.009654841,-0.007927848,-0.020024586,0.035460733,0.01846736,-0.028044157,-0.009282907,0.00889419,0.03317063,0.004073519,0.0019114227,0.009846568,-0.023303943,0.009955116,0.0021194625,-0.040562283,0.012145751,-0.052254755,0.022145344,0.0489809,-0.0090372395,-0.013131919,-0.0023532743,-0.0026606247,-0.03370847,0.030361798,0.021896258,-0.033556607,0.0103489235,0.02689863,0.002442396,-0.0179786,0.012344132,0.004235365,0.07658945,0.004565709,0.04813177,0.0034526407,-0.0149132805,0.026732039,-0.017124727,0.013672208,-0.010035669,-0.0064084893,-0.024148576,-0.019899337,-0.009819917,-0.00055625266,-0.0012053025,0.08107683,-0.010550944,-0.025723092,-0.018652486,0.0031402735,-0.0034037447,0.013551823,0.008124985,0.02521023,-0.014427651,0.043679368,-0.052677713,-0.02574435,-0.033022687,0.011719207,0.039084263,0.02466808,0.040334977,-0.033223446,0.026670495,0.009324652,-0.026834533,-0.009931155,0.02336438,-0.07205712,0.06143688,0.016235257,0.0077380864,0.0033425428,-0.017889604,-0.0048170732,0.076525785,-0.01964173,-0.015375708,0.010367165,-0.029922452,-0.010810955,-0.026712652,0.023118677,0.015485476,-0.04015285,0.0034514924,-0.028980255,0.067512535,-0.06221086,0.0015902823,0.05313103,-0.047773123,-0.032655653,0.01199199,-0.05162583,0.019506784,-0.00041930866,0.040568557,0.026290694,0.10455181,0.0014611868,0.036384463,-0.03480032,-0.02446936,-0.044194777,0.013856548,-0.04162238,0.011119207,0.039102636,-0.014081144,0.0040719947,-0.007978248,-0.009548112,-0.006183328,-0.02476226,0.037079625,0.03799258,-0.0034789965,-0.06296357,0.07331473,0.0073468834,-0.009095027,0.018620642,-0.021258397,0.03216844,0.034480147,0.015071679,-0.01646636,-0.021896238,-0.0735797,-0.035058253,-0.0060440744,0.009261307,0.026021278,-9.516646e-05,-0.017059615,-0.02359814,-0.030946054,0.026761645,0.02314877,-0.006245001,0.010832449,-0.020269899,0.01726241,-0.002247799,-0.0034753429,-0.043599635,0.04443905,-0.0420246,-0.007517272,-0.00076745596,0.034946214,0.0043702787,0.0074407365,0.035745986,0.026693223,-0.009587834,0.05363091,-0.0034415866,-0.0039776894,0.014499488,0.043208208,-0.0013997498,0.015344604,-0.042050272,-0.008289962,0.0058998577,-0.014735983,-0.025573596,-0.0049958294,0.0017727051,-0.04562404,-0.023673028,0.028389702,0.00040104642,-0.00825484,0.021233195,0.022789914,-0.02409509,0.01120691,-0.012530845,-0.00031648987,-0.021939253,0.025281686,0.06804571,0.033031188,0.017837258,0.048975855,-0.059931938,-0.028160937,-0.0069863377,0.025469983,0.008039224,-0.009747799,-0.018969813,0.0077672694,-0.014377295,-0.05010435,-0.019336045,-0.009886138,0.0114520835,0.06096744,0.024675427,-0.027994318,-0.0038153438,0.020237567,0.040838502,0.023497634,-0.030393392,-0.050219554,-0.07467332,-0.005044584,-0.0011848116,0.022830997,-0.05168978,0.06353057,0.03690794,-0.028149068,0.03741762,0.00820494,-0.1890706,-0.00084058766,0.0005761012,-0.009464664,0.015644364,0.01987493,-0.024614396,-0.033522412,-0.00575077,0.013780907,0.03057093,-0.04853941,-0.037494726,0.024242463,-0.008087158,-0.021283755,0.026124291,-0.011072592,0.045431875,-0.01990396,-0.032808866,-0.01970514,0.02048949,-0.043170102,-0.016584462,0.0069482643,0.06003209,0.021676494,-0.020618385,-0.0041152975,-0.06988334,-0.025959296,-0.022811728,0.046278823,0.027164018,-0.014821315,0.0027936725,-0.057025254,-0.02704083,-0.01107621,-0.01422921,0.06398848,-0.0070185587,0.0022509436,-0.016379435,-0.02214189,0.0011067499,-0.031409837,-0.00047029188,-0.0016135416,0.02782779,-0.06777221,-0.045002833,-0.004783935,-0.02917612,0.030467352,0.041148752,0.018521015,-0.005406558,0.009234781,0.023749402,-0.078622594,0.0022436345,-0.0025629608,-0.0045590443,-0.00544247,0.043308154,0.02115061,0.033685036,-0.053728107,0.042552005,-0.028473513,0.00087120547,0.025543053,-0.012904586,-0.015717201,-0.04553505,-0.03862067,0.019540168,-0.11022896,-0.058216844,0.004750087,0.03128079,-0.0064709447,-0.010306981,-0.025079144,-0.0021956882,-0.036355965,0.048314556,0.22739331,0.062318195,-0.023801925,-0.003156543,0.026586076,0.014893628,0.013524566,0.018042909,0.00019349487,-0.028168201,-0.0036244134,-0.012187831,-0.0032778827,0.008355023,0.009298371,0.016111659,-0.05446588,0.009873592,0.078391746,-0.012508918,-0.0074720443,-0.0022697453,0.051723707,-0.007889526,0.008319948,-0.06186731,0.0054420913,0.025879432,-0.018350553,-0.011842267,-0.023108767,-0.011004147,0.044589877,-0.030824576,-0.03071112,-0.02656604,-0.026814962,-0.0338416,-0.022022739,-0.0060024117,0.027737891,-0.02551067,-0.0024050644,-0.0057897004,-0.005575288,-0.013698602,-0.024880609,0.0021366987,0.009496,0.0069009475,-0.009458706,0.023032546,0.017257437,0.005416521,-0.022904813,-0.029683752,0.0029962528,-0.019464154,-0.018179365,-0.00076655485,0.00437171,-0.0007006298,-0.0020949142,0.012832466,-0.016482046,-0.0063817245,-0.010954449,-0.013393678,0.023667946,0.03024975,0.012604602,-0.0031244184,-0.0067999326,0.038467642,0.025216993,-0.0035508412,0.005924244,0.027961789,0.027715921,-0.0072491486,-0.026920868,-0.032698683,-0.013743351,-0.06019518,0.037584297,0.057649415,0.08096368,0.025846664,0.010932741,-0.02046362,-0.026245182,0.015141068,-0.042824615,0.018860713,-0.0022060117,0.013521969,-0.021435125,-0.053250533,-0.0150587065,0.026465558,0.0025425134,-0.019685762,0.014392023,-0.006465189,-0.0046011806,-0.038285296,-0.050299324,-0.004197582,-0.0074612387,-0.0073301215,-0.0599137,-0.021265017,0.03224687,-0.019868804,0.0013824053,0.061329715,0.013011983,0.043053303,0.054024275,0.070482746,-0.001874609,0.019423537,0.038369253,0.031232495,0.0073016323,-0.008169666,0.0188262,-0.020747498,-0.030678563,0.022916935,0.015368028,-0.041998446,-0.06596034,0.031023644,0.038034853,0.025922352,0.047836486,0.020691732,0.022479257,0.032567874,-0.022694238,-0.013149582,-0.031202015,-0.023953205,0.023891225,0.043574534,0.014793999,-0.036263444,-0.0047426457,0.02693381,0.020234738,0.00420789,0.05002436,-0.043270845,-0.03377024,-0.050420277,-0.021005772,0.026537381,0.0144566735,-0.006958758,0.009902419,-0.008492139,0.009200193,0.03570071,0.028598357,0.021938154,0.018549122,-0.0007166982,-0.0028295803,0.012010179,-0.020320479,-0.030444965,-0.023282733,-0.020120926,0.0021770915,0.007326091,-0.060514558,0.022144811,-0.016086316,0.027217055,0.0017973194,0.016962767,0.03560201,0.0057668583,-0.011337149,0.056444395,0.032598495,-0.006207629,0.03740177,-0.025670225,-0.07177094,0.10476624,-0.060034767,-0.0010278157,0.04868966,-0.009007731,0.03621055,0.05804614,0.02242019,-0.036973678,0.021715023,-0.021066599,0.024576899,0.037911,-0.017784001,0.0047415975,-0.006565345,-0.020954002,-0.05076231,0.040418956,0.022621095,-0.007981689,-0.05308527,0.0075230175,-0.0005716093,-0.06220616,-0.005662637,0.03349413,-0.0319362,-0.024123894,0.0078056525,-0.054450903,0.07743399,-0.04611667,-0.0044326074,0.032016825,0.012391304,-0.0037582421,-0.003648682,0.014761007,-0.0076892874,-0.00068171724,0.031661622,-0.057134736,-0.012645718,0.02147158,0.04688866,-0.027670043,-0.00063810515,-0.048616905,-0.0032368014,-0.016537854,-0.040432766,0.025150558,-0.017358199,0.047060844,-0.059312068,-0.013632854,-0.007166907,0.0414353,0.019386154,0.019905379,0.052880708,-0.054418758,-0.051558036,-0.02465238,-0.0016475223,-0.019810753,0.009187751,0.02173835,-0.0052338685,0.04375001,-0.00073752686,-0.026693212,-0.0036080056,-0.033492155,0.024211103,0.00826391,-0.012101146,-0.015993966,-0.021875845,-0.0083127115,-0.018540544,-0.007673311,0.012685462,-0.079138696,-0.047018867,0.05175965,-0.013705862,-0.058585867,-0.040391944,-0.037823766,0.018172769,0.025098586,0.01583037,0.027224584,0.062044755,0.008801295,0.0030170544,0.0006326438,0.0037043008,0.0037385786,-0.0188736,0.048785236,0.0064145345,0.026435005,-0.016971236,0.061757326,0.009881011,-0.004778326,0.004296977,0.011156944,-0.009426146,-0.04027779,-0.0022119707,-0.034801926,-0.018390259,-0.0561474,0.041890055,-0.003022584,0.013599471,-0.03924989,0.021063926,0.019971363,-0.025120404,0.0047700265,0.02284249,-0.02690639,0.03408089,0.00776068,0.012224126,-0.0046401457,-0.00637207,0.046259224,-0.05003258,-0.034242354,0.012425969,-0.029329026,-0.03302602,-0.038037784,-0.00886166,0.0052000154,-0.040661052,-0.02851612,0.0118927555,-0.025705459,0.011601101,-0.035969827,0.06638124,-0.031847965,0.02707221,-0.07502073,0.0028798447,0.008848641,-0.009742761,0.007175293,-0.020515032,-0.0026793114,-0.023043115,-0.0054590814,-0.038089372,0.01641134,0.027403176,-0.0049730116,-0.0003388198,0.00914993,0.017987944,-0.050129745,0.017761743,0.032873772,-0.00039431875,0.026148994,0.0074125696,-0.0003159091,-0.017739585,0.017766409,0.0045082085,0.054382704,0.06918315,0.0023411806,-0.013671082,0.069589145,-0.012136571,-0.024067832,-0.019774854,0.007953573,0.024791095,0.02202291,0.035247795,-0.045080833,-0.043807823,-0.039127752,-0.02383455,-0.012452577,0.004663302,-0.002133506,-0.07629164,0.00260757,0.029299967,-0.0057928143,-0.015773207,0.040883336,-0.021826787,0.003971169,-0.13404113,-0.017749,-0.016011871,0.019840186,-0.032052502,0.013636282,-0.004685233,-0.016953707,-0.03969093,-0.028686075,-0.010247522,0.04925351,0.021892797,-0.025490003,-0.0456975,0.017281977,0.014635155,-0.021354198,0.0013780155,0.023770826,0.026688008,0.0067219706,0.009708733,-0.018625181,-0.039480478,-0.033361975,0.02487903,-0.014394438,-0.012478697,-0.014198482,0.033926312,-0.062344592,0.013630849,0.007465757,0.0013514449,-0.0087993,0.007455559,-0.03430789,0.06444738,0.025231505,0.022834325,0.012109722,0.014553951,-0.017006712,0.00037204605,0.057681352,-0.051407326,0.0035491453,0.027686825,0.0057994425,0.014030489,0.064144425,0.056285225,0.0073196217,-0.019608956,0.0060128723,-0.046357036,-0.05062284,-0.017567072,0.025868757,0.012299851,0.021791318,0.00075343455,-0.012251915,0.020130103,0.03147423,-0.024599439,0.040855847,0.043215353,-0.007650257,-0.0546166,-0.018494405,-0.023685656,-0.02016775,-0.0035033706,-0.0030248547,0.007930953,-0.018140133,-0.03644216,-0.009994032,0.0041460935,-0.029488284,0.013764475,0.050963327,-0.013740723,0.024541456,-0.020029368,-0.011339238,0.037028745,-0.008808647,-0.024576211,-0.031803448,-0.013314867,-0.028369388,0.007534408,-0.031732466,0.016776675,-0.011398561,0.006977973,-0.009847154,-0.037349652,2.1263975e-05,0.010258467,-0.04005613,-0.022976575,0.048858203,0.008324244,0.02157148,-0.00836587,-0.004452997,0.018073466,-0.039195832,-0.04862752,0.031434547,-0.034996323,-0.01071742,-0.02311025,-0.01261588,-0.0051077185,0.020599399,-0.010743039,0.00418132,-0.013629961,-0.032453235,-0.005691781,0.0068747588,0.054499283,-0.02309182,-0.022954658,0.00994689,-0.0011629753,-0.054160126,-0.03265851,0.023949618,-0.0025481917,0.051657144,-0.02285843,0.014638862,-0.011757438,0.00985662,0.07492658,-0.01950515,0.009757582,-0.05270426,-0.007686783,-0.029022573,-0.013794056,-0.008730502,-0.008954394,-0.04405273,-0.010073398,-0.005826871,-0.016277684,0.04291888,0.011549554,-0.023245052,-0.03888919,0.0127596995,-0.014568579,0.00087370054,-0.005082517,-0.031783096,-0.0364751,-0.021974422,-0.025129605,0.0069429353,-0.0050281133,-0.017888343,-0.023844337,-0.020368857,0.014437341,0.021537986,-0.021619117,-0.044082053,0.045527477,0.007893065,0.0011278561,0.00034920181,0.04109716,0.012047895,0.024999889,0.00291526,-0.017461624,-0.0026886764,0.0022870065,0.05322342,-0.024990957,0.011843473,0.0070570414,0.0048194253,0.023107994,-0.018840168,0.024592662,-0.030040575,0.05073788,0.022920651,0.0074607357,0.0018421729,8.60136e-05,0.048735265,-0.0108254785,-0.0043674875,-0.014337119,-0.010697216,-0.0018748931,0.0024739145,-0.015135502,-0.020202614,-0.018729366,-0.012848231,-0.010871105,-0.016864253,0.022034097,-0.004908466,0.025703367,-0.05177444,0.023762241,0.028632326,0.01428499,-0.020941034,0.00785061,0.021024026,-0.012066755,0.013915156,-0.00879112,0.050035827,-0.029239666,-0.012534337,-0.05982352,-0.0030986485,-0.0148291215,0.006656253,-0.03286145,0.017389411,0.007841384,0.021177327,-0.011191715,0.024337115,0.021264445,0.017032418,0.014226104,0.0019300279,0.05728729,0.00847177]
    v2 = [0.032683108,0.057093814,-0.03531786,0.0025247626,-0.002116352,-0.018129399,-0.012545007,-0.011608211,0.014278372,-0.027003359,-0.020011228,0.027727213,-0.011305003,0.027170602,0.07453287,0.014787685,-0.0049369526,-0.035328433,-0.009882479,0.014587988,-0.014262102,0.036985807,-0.0035697601,0.01549803,-0.028156228,0.014585413,0.0025754422,-0.0113301,0.015634857,-0.02293557,0.05587496,0.021464761,0.020139301,-0.0044953967,-0.020600343,0.00631638,-0.04642515,-0.023094425,-0.012087304,0.05426503,6.1512525e-05,0.043922313,0.025156468,-0.020049507,0.033121496,-0.012615195,0.019896476,-0.061274853,0.045396805,-0.028238544,-0.04293236,0.014725067,0.009618503,-0.04115609,-0.026014712,0.0011653913,-0.076513626,-0.0135218585,-0.055433206,-0.021053715,-0.017714882,0.03206402,-0.028631,-0.010463637,0.0316644,0.061703164,0.04500525,0.0052000843,-0.044496268,-0.021449424,0.013368045,0.036023963,0.009654841,-0.007927848,-0.020024586,0.035460733,0.01846736,-0.028044157,-0.009282907,0.00889419,0.03317063,0.004073519,0.0019114227,0.009846568,-0.023303943,0.009955116,0.0021194625,-0.040562283,0.012145751,-0.052254755,0.022145344,0.0489809,-0.0090372395,-0.013131919,-0.0023532743,-0.0026606247,-0.03370847,0.030361798,0.021896258,-0.033556607,0.0103489235,0.02689863,0.002442396,-0.0179786,0.012344132,0.004235365,0.07658945,0.004565709,0.04813177,0.0034526407,-0.0149132805,0.026732039,-0.017124727,0.013672208,-0.010035669,-0.0064084893,-0.024148576,-0.019899337,-0.009819917,-0.00055625266,-0.0012053025,0.08107683,-0.010550944,-0.025723092,-0.018652486,0.0031402735,-0.0034037447,0.013551823,0.008124985,0.02521023,-0.014427651,0.043679368,-0.052677713,-0.02574435,-0.033022687,0.011719207,0.039084263,0.02466808,0.040334977,-0.033223446,0.026670495,0.009324652,-0.026834533,-0.009931155,0.02336438,-0.07205712,0.06143688,0.016235257,0.0077380864,0.0033425428,-0.017889604,-0.0048170732,0.076525785,-0.01964173,-0.015375708,0.010367165,-0.029922452,-0.010810955,-0.026712652,0.023118677,0.015485476,-0.04015285,0.0034514924,-0.028980255,0.067512535,-0.06221086,0.0015902823,0.05313103,-0.047773123,-0.032655653,0.01199199,-0.05162583,0.019506784,-0.00041930866,0.040568557,0.026290694,0.10455181,0.0014611868,0.036384463,-0.03480032,-0.02446936,-0.044194777,0.013856548,-0.04162238,0.011119207,0.039102636,-0.014081144,0.0040719947,-0.007978248,-0.009548112,-0.006183328,-0.02476226,0.037079625,0.03799258,-0.0034789965,-0.06296357,0.07331473,0.0073468834,-0.009095027,0.018620642,-0.021258397,0.03216844,0.034480147,0.015071679,-0.01646636,-0.021896238,-0.0735797,-0.035058253,-0.0060440744,0.009261307,0.026021278,-9.516646e-05,-0.017059615,-0.02359814,-0.030946054,0.026761645,0.02314877,-0.006245001,0.010832449,-0.020269899,0.01726241,-0.002247799,-0.0034753429,-0.043599635,0.04443905,-0.0420246,-0.007517272,-0.00076745596,0.034946214,0.0043702787,0.0074407365,0.035745986,0.026693223,-0.009587834,0.05363091,-0.0034415866,-0.0039776894,0.014499488,0.043208208,-0.0013997498,0.015344604,-0.042050272,-0.008289962,0.0058998577,-0.014735983,-0.025573596,-0.0049958294,0.0017727051,-0.04562404,-0.023673028,0.028389702,0.00040104642,-0.00825484,0.021233195,0.022789914,-0.02409509,0.01120691,-0.012530845,-0.00031648987,-0.021939253,0.025281686,0.06804571,0.033031188,0.017837258,0.048975855,-0.059931938,-0.028160937,-0.0069863377,0.025469983,0.008039224,-0.009747799,-0.018969813,0.0077672694,-0.014377295,-0.05010435,-0.019336045,-0.009886138,0.0114520835,0.06096744,0.024675427,-0.027994318,-0.0038153438,0.020237567,0.040838502,0.023497634,-0.030393392,-0.050219554,-0.07467332,-0.005044584,-0.0011848116,0.022830997,-0.05168978,0.06353057,0.03690794,-0.028149068,0.03741762,0.00820494,-0.1890706,-0.00084058766,0.0005761012,-0.009464664,0.015644364,0.01987493,-0.024614396,-0.033522412,-0.00575077,0.013780907,0.03057093,-0.04853941,-0.037494726,0.024242463,-0.008087158,-0.021283755,0.026124291,-0.011072592,0.045431875,-0.01990396,-0.032808866,-0.01970514,0.02048949,-0.043170102,-0.016584462,0.0069482643,0.06003209,0.021676494,-0.020618385,-0.0041152975,-0.06988334,-0.025959296,-0.022811728,0.046278823,0.027164018,-0.014821315,0.0027936725,-0.057025254,-0.02704083,-0.01107621,-0.01422921,0.06398848,-0.0070185587,0.0022509436,-0.016379435,-0.02214189,0.0011067499,-0.031409837,-0.00047029188,-0.0016135416,0.02782779,-0.06777221,-0.045002833,-0.004783935,-0.02917612,0.030467352,0.041148752,0.018521015,-0.005406558,0.009234781,0.023749402,-0.078622594,0.0022436345,-0.0025629608,-0.0045590443,-0.00544247,0.043308154,0.02115061,0.033685036,-0.053728107,0.042552005,-0.028473513,0.00087120547,0.025543053,-0.012904586,-0.015717201,-0.04553505,-0.03862067,0.019540168,-0.11022896,-0.058216844,0.004750087,0.03128079,-0.0064709447,-0.010306981,-0.025079144,-0.0021956882,-0.036355965,0.048314556,0.22739331,0.062318195,-0.023801925,-0.003156543,0.026586076,0.014893628,0.013524566,0.018042909,0.00019349487,-0.028168201,-0.0036244134,-0.012187831,-0.0032778827,0.008355023,0.009298371,0.016111659,-0.05446588,0.009873592,0.078391746,-0.012508918,-0.0074720443,-0.0022697453,0.051723707,-0.007889526,0.008319948,-0.06186731,0.0054420913,0.025879432,-0.018350553,-0.011842267,-0.023108767,-0.011004147,0.044589877,-0.030824576,-0.03071112,-0.02656604,-0.026814962,-0.0338416,-0.022022739,-0.0060024117,0.027737891,-0.02551067,-0.0024050644,-0.0057897004,-0.005575288,-0.013698602,-0.024880609,0.0021366987,0.009496,0.0069009475,-0.009458706,0.023032546,0.017257437,0.005416521,-0.022904813,-0.029683752,0.0029962528,-0.019464154,-0.018179365,-0.00076655485,0.00437171,-0.0007006298,-0.0020949142,0.012832466,-0.016482046,-0.0063817245,-0.010954449,-0.013393678,0.023667946,0.03024975,0.012604602,-0.0031244184,-0.0067999326,0.038467642,0.025216993,-0.0035508412,0.005924244,0.027961789,0.027715921,-0.0072491486,-0.026920868,-0.032698683,-0.013743351,-0.06019518,0.037584297,0.057649415,0.08096368,0.025846664,0.010932741,-0.02046362,-0.026245182,0.015141068,-0.042824615,0.018860713,-0.0022060117,0.013521969,-0.021435125,-0.053250533,-0.0150587065,0.026465558,0.0025425134,-0.019685762,0.014392023,-0.006465189,-0.0046011806,-0.038285296,-0.050299324,-0.004197582,-0.0074612387,-0.0073301215,-0.0599137,-0.021265017,0.03224687,-0.019868804,0.0013824053,0.061329715,0.013011983,0.043053303,0.054024275,0.070482746,-0.001874609,0.019423537,0.038369253,0.031232495,0.0073016323,-0.008169666,0.0188262,-0.020747498,-0.030678563,0.022916935,0.015368028,-0.041998446,-0.06596034,0.031023644,0.038034853,0.025922352,0.047836486,0.020691732,0.022479257,0.032567874,-0.022694238,-0.013149582,-0.031202015,-0.023953205,0.023891225,0.043574534,0.014793999,-0.036263444,-0.0047426457,0.02693381,0.020234738,0.00420789,0.05002436,-0.043270845,-0.03377024,-0.050420277,-0.021005772,0.026537381,0.0144566735,-0.006958758,0.009902419,-0.008492139,0.009200193,0.03570071,0.028598357,0.021938154,0.018549122,-0.0007166982,-0.0028295803,0.012010179,-0.020320479,-0.030444965,-0.023282733,-0.020120926,0.0021770915,0.007326091,-0.060514558,0.022144811,-0.016086316,0.027217055,0.0017973194,0.016962767,0.03560201,0.0057668583,-0.011337149,0.056444395,0.032598495,-0.006207629,0.03740177,-0.025670225,-0.07177094,0.10476624,-0.060034767,-0.0010278157,0.04868966,-0.009007731,0.03621055,0.05804614,0.02242019,-0.036973678,0.021715023,-0.021066599,0.024576899,0.037911,-0.017784001,0.0047415975,-0.006565345,-0.020954002,-0.05076231,0.040418956,0.022621095,-0.007981689,-0.05308527,0.0075230175,-0.0005716093,-0.06220616,-0.005662637,0.03349413,-0.0319362,-0.024123894,0.0078056525,-0.054450903,0.07743399,-0.04611667,-0.0044326074,0.032016825,0.012391304,-0.0037582421,-0.003648682,0.014761007,-0.0076892874,-0.00068171724,0.031661622,-0.057134736,-0.012645718,0.02147158,0.04688866,-0.027670043,-0.00063810515,-0.048616905,-0.0032368014,-0.016537854,-0.040432766,0.025150558,-0.017358199,0.047060844,-0.059312068,-0.013632854,-0.007166907,0.0414353,0.019386154,0.019905379,0.052880708,-0.054418758,-0.051558036,-0.02465238,-0.0016475223,-0.019810753,0.009187751,0.02173835,-0.0052338685,0.04375001,-0.00073752686,-0.026693212,-0.0036080056,-0.033492155,0.024211103,0.00826391,-0.012101146,-0.015993966,-0.021875845,-0.0083127115,-0.018540544,-0.007673311,0.012685462,-0.079138696,-0.047018867,0.05175965,-0.013705862,-0.058585867,-0.040391944,-0.037823766,0.018172769,0.025098586,0.01583037,0.027224584,0.062044755,0.008801295,0.0030170544,0.0006326438,0.0037043008,0.0037385786,-0.0188736,0.048785236,0.0064145345,0.026435005,-0.016971236,0.061757326,0.009881011,-0.004778326,0.004296977,0.011156944,-0.009426146,-0.04027779,-0.0022119707,-0.034801926,-0.018390259,-0.0561474,0.041890055,-0.003022584,0.013599471,-0.03924989,0.021063926,0.019971363,-0.025120404,0.0047700265,0.02284249,-0.02690639,0.03408089,0.00776068,0.012224126,-0.0046401457,-0.00637207,0.046259224,-0.05003258,-0.034242354,0.012425969,-0.029329026,-0.03302602,-0.038037784,-0.00886166,0.0052000154,-0.040661052,-0.02851612,0.0118927555,-0.025705459,0.011601101,-0.035969827,0.06638124,-0.031847965,0.02707221,-0.07502073,0.0028798447,0.008848641,-0.009742761,0.007175293,-0.020515032,-0.0026793114,-0.023043115,-0.0054590814,-0.038089372,0.01641134,0.027403176,-0.0049730116,-0.0003388198,0.00914993,0.017987944,-0.050129745,0.017761743,0.032873772,-0.00039431875,0.026148994,0.0074125696,-0.0003159091,-0.017739585,0.017766409,0.0045082085,0.054382704,0.06918315,0.0023411806,-0.013671082,0.069589145,-0.012136571,-0.024067832,-0.019774854,0.007953573,0.024791095,0.02202291,0.035247795,-0.045080833,-0.043807823,-0.039127752,-0.02383455,-0.012452577,0.004663302,-0.002133506,-0.07629164,0.00260757,0.029299967,-0.0057928143,-0.015773207,0.040883336,-0.021826787,0.003971169,-0.13404113,-0.017749,-0.016011871,0.019840186,-0.032052502,0.013636282,-0.004685233,-0.016953707,-0.03969093,-0.028686075,-0.010247522,0.04925351,0.021892797,-0.025490003,-0.0456975,0.017281977,0.014635155,-0.021354198,0.0013780155,0.023770826,0.026688008,0.0067219706,0.009708733,-0.018625181,-0.039480478,-0.033361975,0.02487903,-0.014394438,-0.012478697,-0.014198482,0.033926312,-0.062344592,0.013630849,0.007465757,0.0013514449,-0.0087993,0.007455559,-0.03430789,0.06444738,0.025231505,0.022834325,0.012109722,0.014553951,-0.017006712,0.00037204605,0.057681352,-0.051407326,0.0035491453,0.027686825,0.0057994425,0.014030489,0.064144425,0.056285225,0.0073196217,-0.019608956,0.0060128723,-0.046357036,-0.05062284,-0.017567072,0.025868757,0.012299851,0.021791318,0.00075343455,-0.012251915,0.020130103,0.03147423,-0.024599439,0.040855847,0.043215353,-0.007650257,-0.0546166,-0.018494405,-0.023685656,-0.02016775,-0.0035033706,-0.0030248547,0.007930953,-0.018140133,-0.03644216,-0.009994032,0.0041460935,-0.029488284,0.013764475,0.050963327,-0.013740723,0.024541456,-0.020029368,-0.011339238,0.037028745,-0.008808647,-0.024576211,-0.031803448,-0.013314867,-0.028369388,0.007534408,-0.031732466,0.016776675,-0.011398561,0.006977973,-0.009847154,-0.037349652,2.1263975e-05,0.010258467,-0.04005613,-0.022976575,0.048858203,0.008324244,0.02157148,-0.00836587,-0.004452997,0.018073466,-0.039195832,-0.04862752,0.031434547,-0.034996323,-0.01071742,-0.02311025,-0.01261588,-0.0051077185,0.020599399,-0.010743039,0.00418132,-0.013629961,-0.032453235,-0.005691781,0.0068747588,0.054499283,-0.02309182,-0.022954658,0.00994689,-0.0011629753,-0.054160126,-0.03265851,0.023949618,-0.0025481917,0.051657144,-0.02285843,0.014638862,-0.011757438,0.00985662,0.07492658,-0.01950515,0.009757582,-0.05270426,-0.007686783,-0.029022573,-0.013794056,-0.008730502,-0.008954394,-0.04405273,-0.010073398,-0.005826871,-0.016277684,0.04291888,0.011549554,-0.023245052,-0.03888919,0.0127596995,-0.014568579,0.00087370054,-0.005082517,-0.031783096,-0.0364751,-0.021974422,-0.025129605,0.0069429353,-0.0050281133,-0.017888343,-0.023844337,-0.020368857,0.014437341,0.021537986,-0.021619117,-0.044082053,0.045527477,0.007893065,0.0011278561,0.00034920181,0.04109716,0.012047895,0.024999889,0.00291526,-0.017461624,-0.0026886764,0.0022870065,0.05322342,-0.024990957,0.011843473,0.0070570414,0.0048194253,0.023107994,-0.018840168,0.024592662,-0.030040575,0.05073788,0.022920651,0.0074607357,0.0018421729,8.60136e-05,0.048735265,-0.0108254785,-0.0043674875,-0.014337119,-0.010697216,-0.0018748931,0.0024739145,-0.015135502,-0.020202614,-0.018729366,-0.012848231,-0.010871105,-0.016864253,0.022034097,-0.004908466,0.025703367,-0.05177444,0.023762241,0.028632326,0.01428499,-0.020941034,0.00785061,0.021024026,-0.012066755,0.013915156,-0.00879112,0.050035827,-0.029239666,-0.012534337,-0.05982352,-0.0030986485,-0.0148291215,0.006656253,-0.03286145,0.017389411,0.007841384,0.021177327,-0.011191715,0.024337115,0.021264445,0.017032418,0.014226104,0.0019300279,0.05728729,0.00847177]
    print(VectorDistance.cosine_distance(v1, v2))